Summer 2022 Issue No. 3 Alternatives Return Drivers A di erent lens or port olio onstr tion The Energy Transition Trinity A eleratin t e est or a orda le lean and se re ener y Preparing for the Rising Tide of Rates Ne a tors to onsider in private de t The Macro Realities for Real Estate o in lation rates and re ession present ne ris s and opport nities Life Sciences nterin a olden era o innovation Disruptive Technology y in lation is ood or siness Asset Management Perspectives INFLECTION POINTS is nan ial promotion is provided y oldman a s an rope SUMMER 2022 | ISSUE 3 IN THIS ISSUE INFLATION The portfolio construction playbook that worked so well in recent decades may be less effective going forward, forcing a re-think in approach.” 06 Inflection Point: Risks and Opportunities in a Changing Global Economic Order 12 Preparing for the Rising Tide of Rates 18 The Economy, Investing and Sustainability: A Discussion with David Solomon and Valentijn Van Nieuwenhuijzen 22 The Macro Realities for Real Estate: How Inflation, Rates and Recession Present New Risks and Opportunities 28 Drivers Wanted: Sources of Returns in Alternative Investments Page 7 “Mapping to historical recessions is an easy enough exercise; digging more thoughtfully into how the triggers of this hypothetical recession would play out is more challenging.” Page 26 TECHNOLOGY 36 Disruptive Technology: More Relevant than Ever 40 Digital Infrastructure 41 Life Sciences: Entering a Golden Era of Innovation Perspectives | 3 SUMMER 2022 | ISSUE 3 49 Growing Cyber Threats to Supply Chains and the Potential Solutions 52 Staying Ahead of the Digital Curve 55 Robotics in Ecommerce “Technology is allowing investors to source and underwrite pools of risk that historically could not scale.” Page 53 EVOLUTION 56 Beyond the Headline: Examining Recent Dispersion in Growth Equity 61 Fundraising Frenzy: Managing Private Market Manager Selection 66 The Energy Transition Trinity 72 Europe: Recovering to a New Regime 76 The March of the Women: Increasing Diversity in Asset Management 84 lic fi fit la Investing in a New Era 4 | Goldman Sachs Asset Management “In an industry that is so familiar with benchmarks, we think that a benchmark approach to diversity can help. Page 78 Past performance does not guarantee future results, which may vary. is material is provided or ed ational p rposes only and s o ld not e onstr ed as investment advi e or an o er or soli itation to y or sell se rities ere is no arantee t at o e tives ill e met e e onomi and mar et oreasts presented erein are or in ormational p rposes as o t e date o t is p li ation ere an e no ass ran e t at t e ore asts ill e a ieved lease see additional dis los res at t e end PERSPECTIVES AT A TIME OF INFLECTION I nvestors today are a in several in le tion points a s i tin ma ro e onomi lands ape ne eopoliti al inter onne tions a elerations in t e adoption o ne te nolo ies ei tened sensitivity to s staina ility onver en e and innovation in mar ets all on rontin t eir port olios and people at t e same time A ter e perien in years o a ommodative s al and monetary poli y investors no a e an n amiliar environment ere traditional approa es and onventional pattern re o nition may e o limited val e At t e same time amidst t ese allen es and a idenin dispersion o investment o t omes investors sense t at t is ne environment reates ne opport nities in a orld re s aped y several on e in a li etime events ese are t e moments ere investors need perspe tives o e pansive readt and n s al dept trian latin a ross p li and private mar ets spannin all eo rap ies and ima inin an array o s enarios e tendin lon into t e t re el ome to t e s mmer edition o t e oldman a s Asset ana ement erspe tives o r arterly ompilation o insi ts rom o r more t an investment and lient sol tions pro essionals or in a ross offi es aro nd t e orld n t is edition e Julian Salisbury lo al o ead o oldman a Asset ana ement e plore o in lation is s apin investment opport nities e amine ne tools or eval atin port olios and s are ideas on mana er sele tion e also loo at te nolo i al disr ption parti larly in t e onte t o di ital in rastr t re li e s ien es y er se rity and re ent developments in ro t e ity investin And e onsider o mar ets are evolvin over near term ori ons and a ross lon er term trends to etter rame o investors are preparin or tomorro At oldman a s Asset ana ement e apitali e on o r lo al reso r es and ni e position at t e enter o t e orld s apital mar ets to serve o r lients e onne t t e private mar ets and p li mar ets empo erin o r investment teams to s are and de ate ma ro e onomi perspe tives and to et er re le t on t re t emes and trends e se t e readt and dept o o r alternatives and traditional investment strate ies omplemented y t e s ale o o r operatin apa ilities to desi n a ide array o e e tive stomi ed sol tions e re e ited to rin t ese insi ts and sol tions to yo e loo or ard to ontin in o r dis ssions and e re rate l or t e opport nity to or it yo n lian e ar fi l s lo al o ead o oldman a Asset ana ement s Perspectives | 5 SUMMER 2022 | ISSUE 3 INFLECTION POINT: RISKS AND OPPORTUNITIES IN A CHANGING GLOBAL ECONOMIC ORDER 6 | Goldman Sachs Asset Management Maria Vassalou is o ie nvestment ffi er o lti Asset ol tions at oldman a s Asset ana ement KEY TAKEAWAYS • a roe onomi onditions are an in nterest rates and in lation are risin Attra tively pri ed assets are s ar e And ro in eopoliti al nrest is ma in t e orld less sta le • Navi atin t is ne reality de ned in part y de lo ali ation ill reate ris s and opport nities and alls or an a tive investment approa t at om ines p li and private assets • nvestors s o ld prepare to lean into lon term e onomi trans ormation em ra e re ional diversity and play de ense reatively The last several decades have been good ones for most investors. Robust economic growth, relative geopolitical stability, persistently low inflation and interest rates, and supportive global central banks have translated to strong portfolio performance with relatively low volatility. T oday t e orld is at an in le tion point e D pandemi a elerated di iti ation a ross many ind stries disr pted s pply ains and elped spar demo rap i s i ts as remote or e ame t e norm or many pro essionals nterest rates are risin to om at persistent in lation ile e onomies loo to se re s pply ains and reverse de ades o lo ali ation levated sensitivity to limate iss es is sp rrin investment in de ar oni ation and s staina ility ile eopoliti al insta ility as roiled ener y mar ets and in reased overall n ertainty ese iss es are reatin mar et onditions and demandin poli y pres riptions t at many o today s mar et parti ipants mana ers traders and even most poli yma ers ave little e perien e it and are provo in estions a o t at t e orld ill loo li e in t e de ades to ome ile s pply disr ptions s o ld ease as D related restri tions and s orta es ade o t and t e ar in raine ltimately rea es resol tion t ese press res o di iti ation de lo ali ation demo rap i s i ts de ar oni ation and eopoliti al desta ili ation are li ely to end re or some period o time leadin to a rise in dispersion a ross vario s dimensions and an in t e o tloo or investors n t is ne environment t e port olio onstr tion play oo t at or ed so ell in re ent de ades may e less e e tive oin or ard or in a re t in in approa e elieve a tive mana ement and a dynami approa to port olio onstr tion t at om ines p li and private assets may elp provide improved per orman e resilien e as mar ets a e t ese disr ptions t at are li ely to ave pro o nd e e ts on t e orld e onomy TIME TO ADAPT n o r vie t e ollo in important str t ral developments ill spar pro o nd an es to t e lo al e onomy it t e potential to alter t e tra e tory o o ntries ompanies and t e ay e invest ome are li ely to eep pri es i er t an t ey ave een in re ent de ades ereas ot ers ill ave de lationary e e ts All ill enerate n ertainty and ave t e potential to ontri te to an elevated level o mar et volatility Deglobalization: A partial s i t a ay rom a orld in i oods people apital and ideas lo reely a ross orders e an e ore t e pandemi it it pop list movements rom ot sides o t e politi al spe tr m risin and o ntries t rnin in ard em ra in in lationary poli ies s as tari s over ree trade and restri tions on immi ration e and rope ave in re ent years so t to restri t orei n investments parti larly rom ina t at tar et t e a isition o te nolo y ompanies deemed important to national se rity e pandemi a elerated some o t ese trends and started ne ones or e ample s pply disr ptions are e innin to en o ra e ompanies to so r e materials lo ally en possi le and overnments are loo in or ays to s pport prod tion o more oods domesti ally to improve t eir o ntry s e onomi resilien e t may sometimes e possi le to divert prod tion lo ally at a similar ost t er times it ill not Digitization: ile lo s o oods apital and people ave slo ed trade in di ital servi es is still on t e rise a trend t at may o nter any in lationary press res res ltin rom t e de lo ali ation pro ess ports o omp ters and omm ni ation servi es ave risen si ni antly sin e t e early s and ross order internet Perspectives | 7 SUMMER 2022 | ISSUE 3 Whereas globalization tended to reduce prices for goods and labor as capital flowed to the lowest-cost producers, a partial unwind would likely increase them, leading to potentially higher medium-term inflation than pre-2020. Decarbonization: e move to ard reen ener y is important or t e ealt o t e planet and e e pe t e orts to move a ay rom ossil els to a elerate tt e pro ess may also lead to i er in lation at least in t e s ort r n staina le ener y prod tion still only represents a ra tion o total demand and rin in additional so r es online ill ta e time and si ni ant amo nts o in reasin ly e pensive metals and minerals o rse t e need to invest in reen ener y in rastr t re 8 | Goldman Sachs Asset Management Explosive Growth of Cross-Border Data Flows; Global Digital Platforms 2,500 Terabytes per Second 2,000 1,500 1,000 500 0 2005 Non-US Share of Monthly Active Users (%) and idt as ro n times lar er As o r ollea es at oldman sin e a s lo al nvestment Resear p t it re ently lo ali ation may e slo in in tan i le areas t a eleratin in intan i les n t e remote or in as saved or ers time t at o ld ot er ise ave een spent omm tin t an no e anneled into more prod tive a tivities t at an elon ate t e nat ral e onomi y le and lead to a de reasin in lation environment t er developments t at may ontri te to lo er in lation oin or ard are t e advan e o telemedi ine and ot er di itali ed ealt are as ell as di ital ommer e and t e rise o nan ial te nolo y idespread di iti ation o siness t e rise o e ommer e and t e a tomation o a tories are li ely to serve as de lationary or es in t e lon r n it ene ts a r in to rms a le to adopt and adapt i ly to t e ne paradi m 2010 2015 2020 100% 90% 80% 70% 60% 50% 40% 30% 20% 10% 0% Google o r e ele eo rap y e ser s ares are as o Facebook Instagram Youtube Twitter insey ensor o er oldman a s lo al nvestment Resear ar or all servi es e ept or oo le ne A st data s o ld also e ood or t re e onomi ro t and may present attra tive investment opport nities e s i t to more s staina le orms o ener y ill also ta e time to play o t rope or instan e as a stron in entive to a elerate onstr tion o rene a le po er so r es in l din ind solar and even reen ydro en t t e transition ill not appen overni t And it may r n into eopoliti al road lo s or instan e a s i t to more ele tri po er ill si ni antly alter t e ommodity lands ape and in rease t e importan e o a and l o o ntries ri in opper ni el and lit i m ome o t e riti al minerals or ele tri ve i les and ele tri ve i le atteries are on entrated in o ntries it nsta le politi al re imes and s spe t man ri ts re ords Destabilization of the geopolitical order: onomi and politi al allian es rarely an ed m in t e era o lo ali ation ey loo li e t ey are an in no A orld t at divides into lo s or e ample t e rope apan and ot er developed o ntries on one side and R ssia ina ndia and ma or oil prod ers on t e ot er is li ely to e one in i in lation r ns otter t an it as in t e past amples already e ist t e Demographics: a or or e parti ipation rates ave een de linin in developed o ntries or some time as t eir pop lations a e t t e trend pi ed p steam d rin t e pandemi as layo s rose and many or ers ose not to ret rn to t e la or or e as emer en y stim l s payments temporarily s pported t eir earnin s and ealt and ild are on erns made t e ret rn to or more allen in e evolvin demo rap i s and t e in reased a ility to or remotely may an e ons mption patterns it more people movin to more a orda le se ond tier to ns and a ay rom i pri ed and overpop lated i ities e importan e o illennial ons mers t e ma ority o om live in emer in mar et e onomies is also a e tin ons mption patterns it more o it movin online IMPLICATIONS AND THE NEW INVESTMENT PLAYBOOK Any o t ese in le tion points and t e n ertainty t ey rin o ld lead to a str t ral repri in o ris a ross asset lasses or no orporate earnin s e pe tations are oldin p t as in lation ontin es to r n i and real a es str le to eep pa e some ompanies are already str lin to pass on ost in reases to ons mers i may res lt in a reset o orporate pro ta ility it ne ative impli ations or e ity pri es levated in lation n ertainty d e to t e drivers o tlined a ove leads to elevated monetary poli y n ertainty and possi ly on e a ain to red ed poten y o entral an poli y as it relates to a ievin t eir in lation tar etin and an orin in lation e pe tations aro nd e ederal Reserve and ot er entral an s ere a le to s pport ris assets sin e t e lo al inan ial risis y providin ample li idity and en ineerin nan ial repression on t e a o an in lation rate t at nevert eless ontin ed to r n persistently elo t e tar et rate eir tas no is ar more ompli ated as some o t e or es t at eep in lation elevated today s pply disr ptions and soarin ener y and ot er ommodity pri es are eyond poli yma ers ontrol et t eir redi ility depends on t eir a ility to re an or in lation e pe tations and doin t at it a ressive monetary ti tenin r ns t e ris o pl n in t e e onomy into re ession and red in t e attra tiveness o ris assets LEANING INTO THE SILVER LININGS As t e environment and onditions aro nd s an e e need to an e o r investment approa it t em at is important in t is pro ess is also to re o ni e t at ere t ere is an e and p eaval t ere are opport nities Deglobalization, for instance, will likely widen the gap between winners and losers, which can create opportunities for active investment managers. Every cloud comes with a silver lining, and we can certainly see several in the current environment. Inflation Likely to Stay Elevated in 2022 12% Q4 2022E (%Y/Y), GIR, 1 month ago Q4 2022E (%Y/Y), GIR, Latest 7/7/22 Q4 2021 (%Y/Y) 10% Expectation for 2022 Inflation (Q4 2022 vs. Q4 2021, %Y/Y) ar in raine and s eepin san tions on R ssia y t e o ntries in one lo ave red ed t e s pply o ener y and ot er ommodities in l din metals salts ood and ertili er potentially leadin to ood s orta es in developin o ntries a in ommodity s pplies o t o t e mar et over prolon ed periods o time s est t at some o t e temporary omponents o in lation ill e ome more persistent Ne allian es may also reate a more n ertain environment t at ei s on ons mer and orporate on den e and possi ly an es overnments s al spendin priorities amples may in l de in reases in de ense spendin or more s pport or domesti ind stries is mi t res lt in i er ta es and more overnment orro in potentially s ellin overnment de t levels in some o ntries and p s in interest rates i er 8% 6% 5.5% 4.9% 4.6% 4% 1.7% 2% 0% World U.S. Eurozone China o r e lti Asset ol tions oldman a s lo al nvestment Resear oldman a s and loom er ly e e onomi and mar et ore asts presented erein ave een enerated y oldman a s As o Asset ana ement or in ormational p rposes as o t e date o t is p li ation ey are ased on proprietary models and t ere an e no ass ran e t at t e ore asts ill e a ieved Perspectives | 9 SUMMER 2022 | ISSUE 3 Free Trade or Optimal Trade?: A allmar o lo ali ation in re ent de ades as een t e em ra e o n ettered ree trade t is o ever no idely a epted t at lo ali ation as not spread its ene ts e ally en it omes to individ als or e onomies ide e e ts ave in l ded risin in ome and ealt ine ality a ollo in o t o t e middle lass and t e ompartmentali ation o prod tion and lo al s pply ains res ltin in red ed levels o prod tivity and innovation A side e e t o t is pro ess as een t e in reased spe iali ation o e onomies i in t rn made t em less resilient to e onomi s o s ver on entration in one ind stry an rt a o ntry s ind strial diversity ma in it less a le to it stand e ternal s o s and eat er re essions D rin t e lo al inan ial risis t e o n ed a more i ly t an t e e ro area t an s in lar e part to a more diversi ed e onomy a partial roll a o lo ali ation elps s i t t e o s rom n ettered ree trade to optimal trade e elieve e may see some lon term ene ts as more e onomi and ind strial diversity may ontri te to more ro st e onomi ro t and sta ility over time en t e ne t s o omes more e onomi ally diverse o ntries s o ld e in a etter position to a sor it 2 Deglobalizing the Supply Chain: lo ali ation as also reated an in reasin ly lo al s pply ain o ten it ea individ al omponent o a ood prod ed in di erent o ntries aro nd t e orld A s i t to ard reater domesti prod tion and more lo ali ed s pply ains may ell raise pri es in t e s ort to medi m r n not least e a se it o ld ta e time or o ntries t at previo sly relied on lo ost o ntries or ey parts o t e prod tion pro ess to ild t eir o n ost effi ient prod tion apa ilities to repla e t em t t is pro ess may also rin o t syner ies as a s ared pool o la or and te nolo y an oster rt er innovation or instan e s illed la or it te nolo i al e pertise in one ind stry may e a le to apply its no led e to anot er ind stry it in t e same e onomy oosts in innovation and prod tivity are ard to a ieve en prod tion is 10 | Goldman Sachs Asset Management spread o t a ross t e lo e e nolo i al innovation may also spill over into ot er ind stries somet in t at is less ommon in i ly spe iali ed e onomies Anot er potential ene t may e a partial roll a in t e level o lo al in ome ine ality t at as ro n it lo ali ation ile a tomated la or ill not disappear a less lo ali ed s pply ain o ld li ely raise demand or domesti la or parti larly in developed o ntries t at ave relied eavily on lo er ost emer in mar et la or n t e s ort term t is too o ld p t p ard press re on pri es n t e lon er r n it may elp to raise livin standards more roadly it a orrespondin in rease in e onomi ro t ven t e s pply ain or mi ro ips and semi ond tors r ial omponents o ey te nolo ies or nations aro nd t e orld may event ally see some s pply ain diversi ation t o t is pro ess may e len t y and s stit tions may in some ases t rn o t to e imper e t The Rise of Tier 2 Cities: ven e ore t e pandemi e an sinesses ere a tively relo atin to ier ities it lo er ta es more a orda le real estate and or employees t e opport nity to stri e a etter or li e alan e oday it part or ll time remote or e omin mainstream many o t ese ities are li ely to t rive i may lead to investment opport nities in real estate in l din ne m lti and sin le amily d ellin s and in rastr t re A PUBLIC-PRIVATE APPROACH nvestors may e a le to apitali e on trends li e t ese y em ra in a olisti strate i vie t at loo s or opport nities a ross mar ets mat es reso r es and oals and en appropriate ses a t emati rat er t an an asset lass spe i lens e elieve some o t e trends t at mar ets a e s as a partial p ll a rom lo ali ation and a s i t to ard reen ener y may est e a essed t ro private alternatives s as private e ity in rastr t re and real estate ot residential and ommer ial t ers s as t e ro t o t e nan ial te nolo y ind stry t e di iti ation o ealt are and ot er se tors and t e ro in orporate and investor o s on s staina ility s est opport nities or p li e ity strate ies t at loo eyond en mar s to nd ompanies in t ne it ey se lar ro t trends om inin private and p li assets an also allo investors to ta e potential advanta e o di erentials in val ation ro t opport nities and a ess lendin t e t o tends to reate omplementary e pos res and may ive investors more opport nities to add val e y e ploitin s ort term pri in dislo ations e elieve it may e elp l to t in a o t port olio onstr tion in t e onte t o a e road investment t emes and t eir asso iated ris s as spe i asset allo ation de isions ill vary idely dependin on investment oals reso r es or ani ational restri tions and ot er a tors n o r vie t in in in t emes rat er t an asset lasses may elp ide investors optimal lend o e pos res needed to etter a ieve t eir ret rn and ris o e tives Lean into Long-Term Economic Transformation: ompanies ot p li and private t at o s on ne and trans ormative te nolo ies resear and ind stries may elp to orever an e t e pat o e onomi ro t and o it is distri ted ey may also a ord investors opport nities to ain e pos re to a potential ne e onomy and a more diversi ed stream o ret rns in l din t ro early sta e and vent re apital investments rac i al i r ificati A an in lo al e onomy ill a e t di erent o ntries and re ions in di erent ays e or e ample as een a ma or ene iary o lo ali ation it assets o tper ormin in re ent years at o tper orman e may ell persist t a s stained reversal o lo ali ation o ld reate se mentation a ross apital mar ets and li ely in rease t e ene ts o re ional diversi ation ome re ional distin tions may e arder to tease o t espe ially in emer in mar ets nders orin t e importan e o partnerin it diverse mana ers t at ave a presen e on t e ro nd in m ltiple lo ations aro nd t e orld and a stron nderstandin o o re ional politi s and mar ets or Factor in Structural Limitations and Resource Constraints: very investor is di erent A lar e orporate pension nd s asset allo ation pro ess ill di er materially rom t at o a o ndation ins ran e ompany or vent re apital rm or or ani ations it a len t y and omple pro ess a tin i ly is not al ays possi le or t ese investors reatin a dedi ated opport nisti sleeve in t eir overall allo ation may elp t em a t more i ly en mar ets are volatile and opport nities s ort lived t ers may ant to revisit some aspe ts o t e overall approval pro ess or t ose t at annot e e te t eir o n opport nisti trades it may ma e sense to o tso r e t at n tion e elieve doin t ese t in s e e tively amid a an in investment lands ape and t e repri in o investment ris ill re ire an a tive investment strate y as ell as a olisti approa t at sees p li and private assets as omplementary omponents in a ell diversi ed port olio e elieve t is approa a ords investors t e est opport nity to apitali e on innovation in rease ris ad sted ret rn potential and navi ate port olios t ro t re storms n o r es 2. oldman a s lo al nvestment Resear lo al onomi s omment s t e orld De lo ali in lo ali in or Ne ali in As o April Ramey and Ramey ross o ntry viden e on t e in et een olatility and ro t Ameri an onomi Revie and edia R addad and a aly Resilient ta le staina le e ene ts o onomi Diversi ation trate y ormerly oo ompany Play Defense Creatively: t may e time to reima ine t e ay e t in a o t t e de ensive omponent o overall asset allo ation e need to dedi ate a portion o any port olio to de ensive assets or strate ies on t an e t in today s an in and allen in investment environment ere lo in lation allin interest rates n ettered ree trade and eopoliti al sta ility are no lon er t e norm t e type o assets or strate ies investors se to play de ense mi t De ensive se tors today or e ample may e ate ori ed as domesti a in and relatively more ins lated rom lo al s pply ain disr ptions as ell as ost inp t and la or in lation Perspectives | 11 SUMMER 2022 | ISSUE 3 PREPARING FOR THE RISING TIDE OF RATES Stephanie Rader is a mem er o t e lient ol tions and apital ar ets team at oldman a s Asset ana ement 12 | Goldman Sachs Asset Management KEY TAKEAWAYS • yo t a tivity as risen to re ord levels it transa tions in reasin ly a ed y levera ed loans t at eat re loatin rates • As t e interest e pense rises on loatin rate de t it represents additional in ome and an in lation ed e or reditors t an in reased ost to t e nderlyin ompany at a time en inp t pri es are risin n a re ate sponsor a ed ompanies are ell positioned to a sor t e impa t o risin rates o ever investors s o ld nderstand o to assess potential areas o ea ness it in t eir port olio As rates ave e n to rise investors and orro ers ave ne a tors to onsider stemmin rom t e loatin rates asso iated it most private de t prod ts ile loatin rates provide additional in ome or investors t ey also represent an in reased ost to t e nderlyin ompany at a time en inp t pri es are risin it in lation and rates in erently interlin ed How are leveraged loans priced? Almost All New Loans Reference SOFR $70bn loatin rates are esta lis ed sin a re eren e rate pl s a spread Re eren e rates are repri ed at a re lar interval o ten in l din a loor t en added to t e pre determined spread to al late interest payments preads ave ran ed rom ps over t e last de ade or levera ed loans a in yo ts it narro er spreads or lar er deals e ondon nter an ered Rate R istori ally oi e ta i pro le as een t e re eren e rate o s andal as prompted a ide s ale s i t to an alternative Ne levera ed loans ere pro i ited rom sin R as o year end t o tstandin loans are allo ed to maintain R re eren es ntil ne ile t ere are several re eren e rates to oose rom t e e red verni t inan in Rate R as e ome t e pre erred metri ommandin mar et s are in an ary as t e mar et made a rapid re latory ind ed move rom R R is reported on a daily asis it t e rate ompo nded to al late one or t ree mont erm R i is sed to pri e loans ile t e mar et remains ndamentally n an ed t e s i t as re ired some an es or e ample most loans no in l de a redit spread ad stment e a se R is a ris ree rate nli e R Loans Tied to LIBOR Loans Tied to SOFR $60bn New-Issue Institutional Loan Volume • yo t a tivity as rea ed npre edented levels in re ent years d e in lar e part to relatively eap and readily availa le de t nan in i levera e levels ave een mana ea le it rates at istori ally lo levels t many yo ts are a ed y loatin rate levera ed loans it investors optin or t e le i ility t at private redit an o er ompared to traditional de t prod ts a trend t at as on display d rin t e disr ptions o t e pandemi At t e same time many investors ave een dra n to private redit in a sear or yield ile interest rates ere at istori ally lo levels $50bn $40bn $30bn $20bn $10bn $0bn Sep-21 Oct-21 o r e evera ed ommentary t ro an ary Data Nov-21 Dec-21 Jan-22 D Data e l des add ons Data Perspectives | 13 SUMMER 2022 | ISSUE 3 3.0% SOFR 2.5% 2.0% 1.5% 1.0% 0.5% 0% Jan-22 Jul-22 Jan-23 Jul-23 Jan-24 Jul-24 Jan-25 o r e oldman a s ar ee As o ne The Backstop Provided by Private Equity Sponsors 0.40% RHS LHS 4.0% 0.35% 3.5% 0.30% 3.0% 0.25% 2.5% 0.20% 0.15% 0.10% 2.0% Sponsored bonds outpeform 0.05% 1.5% 1.0% 0.5% Sponsored bonds underpeform 0% 0.0% -0.05% Jan-20 Jul-20 Jan-21 Jul-21 Jan-22 o r e i o ed ed As o oldman a ne s lo al nvestment Resear -0.5% Ret rns are rates The Distress Ratio Continues To Hover Around 2.5% As The U.S. Default Rate Remains Low 12% Distress Ratio Default Ratio 90% 80% 10% 70% 8% 60% 50% 6% 40% 4% 30% 20% 2% 10% 0% o r e evera ed ommentary 14 | Goldman Sachs Asset Management 1 month ago 0% Data D As o ne Distress Ratio By Par Amount astly t an s to stron alan e s eets e ity s ions and re ent re nan in s de a lt rates are at istori ally lo levels ile de a lts are some at a ard loo in distress ratios a more or ard loo in indi ator also remain m ted ven i t e e onomy slo s it s li ely t at de a lts ill remain relatively lo in t e near term 1 week ago 20 0 20 3 2004 0 20 5 0 20 6 2007 0 20 8 0 20 9 2010 1 20 1 1 20 2 2013 1 20 4 2015 1 20 6 1 20 7 2018 1 20 9 20 20 2021 22 e ond virt ally every levera ed loan orro er too advanta e o lo rates in re ent years and re nan ed As a res lt no levera ed loans are mat rin in and t e amo nt omin d e in as allen y a o t t ree arters sin e t e start o ile more diffi lt to anti y a s set o rms ill ave tili ed interest rate ed in to miti ate risin rates Additionally many orro ers also li ely too advanta e o attra tive s ap rates over t e last year to term o t a si ni ant portion o t eir loatin rate de t Re nan in s are still easi le in today s mar et it spreads remainin relatively lo t t ey ave started in in p and istori ally ave idened d rin periods o nan ial stress s as Spot CCC-Rated Bonds irst alt o de t levels in yo ts may e elevated so are e ity s ions or ne deals e ity as represented ro ly o t e p r ase pri e in re ent years ompared to a o t in it val ations at istori ally i levels t e e ity s ion serves as a er to lenders i asset pri es all ompanies it i yield de t an imper e t pro y or t e levera ed loan mar et ave orti ed t eir alan e s eets d rin t e avora le environment o re ent years it as to asset ratios at de ade i s rt ermore private e ity sponsors ave a re ord amo nt o apital to deploy servin as a allast to invest more e ity i needed to se re additional redit nan in is ass med ndin and li idity a drop is one potential reason y sponsored onds ave tended to o tper orm in periods o ea er ma ro ris appetite 3.5% B-Rated Bonds e daily R rate no t e main re eren e rate or levera ed en t e ederal Reserve raised rates loans s r ed in mid ar or t e rst time sin e ile t e move rom ps to a o t ps is relatively lar e t e rate remains lo on an a sol te asis parti larly en ompared to t e spread omponent o levera ed loans t t e e pe tation is t at rates ill ontin e to rise rom ere it t e mar et pri in in R to rea a ran e o in t e omin years 2 e rise in rates omes as de t sed in yo ts as risen to istori ally i levels at DA 3 leadin some mar et ommentators to dra parallels to t e yo t oom and st o t e mid s ile ertain metri s today appear similar to t at period t ere are ndamental di eren es and in a re ate ompanies are ell positioned to a sor t e impa t o risin rates or several reasons Reference Rates Have Increased Sharply in 2022 and Are Expected to Rise Further Jan-22 Jul-22 Jan-23 Jul-23 Jan-24 Jul-24 Jan-25 LTM $ of Defaults/ Total Outstanding CURRENT ENVIRONMENT Unlike Prior Downturns, Distress Is Likely to Come from NonCommodity Sectors RISING RATE STRESS TEST Broadcast Radio and Television Leisure April March February Publishing Utilities Automotive Healthcare Oil and gas Telecommunications Home Furnshings Retailers (other than food/drug) o r e evera ed ommentary Data D or i Represents se tors it an inde s are o 5% 10% Distress Ratio 15% ompanies a ility to pass alon t e in reased interest e pense to stomers to alan e t e in reasin denominator is al ays limited t t at is parti larly t e ase in t e rrent environment as in lationary press res ave already driven p la or and material osts irms an olster DA y introd in ne prod ts and servi es it more attra tive mar ins a allen e in an in lationary environment As a res lt t e only miti ation availa le to mana ement teams a in as lo allen es ill e to nd ost red tion else ere A evera ed oan nde er As o ay EBITDA Addbacks DA is t e pre erred metri or pri in yo ts and a in a ompany s as lo availa le to repay de t t t e metri is s s epti le to s e tivity Add a s are e penses t at are e pli itly removed rom t e nan ials it ertain add a s easily ate ori ed as one time osts e transa tion osts ile ot ers e nonre rrin operatin are less tan i le e p rpose o add a s is to provide a more a rate vie o t e assets typi al operations t t is also opens an opport nity or misleadin a o ntin pra ti es An analysis y lo al ar et ntelli en e i provides data on t e de t mar et o nd t at mar etin DA in l din add a s enerally does not provide a realisti indi ation o t re DA and t at ompanies also onsistently overestimate de t repayment ese ndin s ave real impli ations or investors as DA o ten serves as t e asis or al lations o levera e and nan ial ealt e pl rality o add a s in re ent years ave ome rom e pe ted ost savin s i may e parti larly ard to a ieve amidst ei tened in lation As a res lt rms t at ave istori ally relied on mar in e pansion rat er t an top line ro t to drive ret rns may en o nter allen es in t e rrent environment EBITDA Addbacks Have Risen in Recent Years 70% Company Pro Forma Reported LTM 60% Average Addacks/EBITDA at Inception 0% ile si ni ant near term stress seems nli ely i t e e onomi slo do n orsens or e tends or a meanin l period o time ertain ompanies ill inevita ly en o nter str les Risin ra material osts and la or rates ave already translated into i er pri es or ons mers and are startin to impa t pro ta ility parti larly in ompanies it i ener y or transportation e penses Rate in reases are no also p ttin press re on mar ins it i er interest e pense or ompanies it relatively i de t loads investors are payin lose attention to t e interest overa e ratio DA interest e pense as a ey metri to eval ate repayment a ility 50% 40% 30% 20% 10% 0% o r e 2015 2016 2017 2018 lo al ar et ntelli en e As o 2019 2020 6-yr avg e r ary Perspectives | 15 SUMMER 2022 | ISSUE 3 tress in prior y les as enerally een on entrated in ommodity t t e ma ro a drop ma es t at less li ely se tors li e ener y today e ompanies rrently s o in t e most ea ness are in le a y se tors li e road astin and p lis in i a e lon term str t ral allen es De t loads are rrently i er or te nolo y yo ts at ompared to or t e roader mar et and t at se ment no a o nts or a re ord i o t e yo t mar et i er ro t prospe ts or te nolo y an sti y i er val ations and levera e parti larly or ompanies it stron as lo pro les t ro ontra ted reven e Re ardless o t e se tor o ever di erentiation as een on t e rise et een rms as t e operatin environment as ro n more allen in roa tive mana ement teams ave already ta en steps to prepare or ead inds ile ea er operators ill a e mo ntin allen es to as lo s and operations e nolo y as een a ma or t eme in t e yo t spa e not only as an investment t also as a means o en an in e istin man al pro esses and ineffi ient models e pandemi as a elerated t is p enomenon in noti ea le ays in l din tele ealt remote or and onta tless orderin and e o t e nolo y is also ein deployed to streamline a offi e operations a ross ind stries in l din lo isti s and nan e e om ination o m ltiple in lationary press res ill li ely sp r rt er o s on t e implementation o de lationary te nolo y sol tions and may in a t an e t e al l s aro nd t e apital investments re ired today Rising Rates Have an Immediate Impact on Company Financials Old Regime New Regime ompany al e At A isition DA Annotations sin a re ate ind stry statisti s or a yo t deal ltiple e enerate a eneri pro le DA evera e sed e amo nt o levera e remains n an ed as rates rise evera e sed nterest Re eren e Rate e re eren e rate is e pe ted to rise rom istori ally lo levels ile t e re eren e rate e remains onstant or t e loan pread to Rate nterest Ann al pense R may an e t e spread e interest e pense in reases as t e re eren e rate rises a Rate a es i nterest overa e arnin s de line Interest/ Reference Rate o r e oldman a s Asset es t e ta rden i er interest e pense res lts in a lo er interest overa e ratio and earnin s n t is e ample ape is ass med to e ity depre iation i mar in sinesses it t e a ility to e pand ape are ell positioned to o tper orm arnin s ct er interest e pense red i r t t r t at Interest Coverage l Earnings decline ana ement or ill strative p rposes only 16 | Goldman Sachs Asset Management Companies can work to control interest expenses by refinancing or issuing new equity, but that takes time. As rates rise, it has an immediate impact on the interest coverage ratio of every company regardless of the underlying operations. n t e ot er side o t e e ation on e t e loan terms are lo ed t e interest e pense is di tated y o mar et or es move t e re eren e rate ompanies an or to ontrol interest e penses y re nan in or iss in ne e ity t t at ta es time As rates rise it as an immediate impa t on t e interest overa e ratio o every ompany re ardless o t e nderlyin operations ome a o t e envelope mat ased on a re ate ind stry data ill strates t e potential impa t o risin rates on interest overa e ratios and earnin s nterest overa e ratios rrently are stron on an a re ate asis it t e avera e a ove eadin into oans a in levera ed yo ts ave lo er interest overa e at t t at is istori ally i or t e o ort sin t at as a aseline t e ill strative e ample s o s t at interest overa e ratios remain a ove even i rates rise to i is possi le iven rrent ore asts ile t ese data points an e reass rin investors need to loo res to nderstand o t eir port olio oldin s eyond eadline are positioned e ottom artile rrently as interest overa e o a o t istori ally t is is a stron re rom t e ottom tier o ompanies t t ese sinesses ave little i le room as mar ets s i t ndeed t e res lts rom t e a ove s enario analysis are m di erent i a startin interest overa e ratio o is sed n t is ase earnin s t rn ne ative and t e interest overa e ratio drops elo as rates rise rom to n addition to ein a elp l metri to a e a ompany s a ility to repay de t t e interest overa e ratio an e in l ded as a ovenant on a loan ovenants in eneral ave e ome m less ommon it ov lite loans no representin nearly o t e mar et nder ov lite loans lenders still ave re o rse en orro ers en o nter diffi lties t only en t e iss er ta es ertain orporate a tions e ne de t iss an e a isition dividend payment no in ere loans sit in t e apital sta is also important as t e proportion o rst lien loans as risen in re ent years leavin less o a er or s ordinated de t Dispersion in performance is likely to rise as weaker operators encounter cashflow challenges and refinancing deadlines. D rin t e pandemi lenders s o ed a i de ree o le i ility y rantin ovenant relie on an npre edented n m er o loans in i as led orro ers to t rn to t e strate y in as mar et volatility as risen and stalled t e p li i yield mar et any private lenders ave yet to e perien e a more severe or prolon ed do nt rn t at reates real stress in t e mar et o ever As a res lt many private redit rms may nd t ey la t e e pertise and reso r es to mana e t ro a ompli ated or o t or an r pt y pro ess THE BOTTOM LINE FOR INVESTORS yo t a tivity and sponsor a ed ompanies appear to e in t all else e al risin rates detra t rom earnin s ood ealt i impa ts val ations even in private mar ets ere mar to mar et moves are slo ort olios need to e analy ed at t e ompany level to nderstand e pos res to spe i se tors re ions lient ases and ot er a tors t at an lead to relative stren t and ea ness o at er a ll pi t re investors s o ld nderstand o eneral artners are al latin levera e and assessin ris at ot t e asset and nd level n DA add a s ertain aspe ts o nder ritin and val ation an e some at s e tive nvestors s o ld nderstand t e ass mptions t at are ein made en loans are nder ritten and added to port olios parti larly as t e ma roe onomi environment presents more ead inds and n ertainty Dispersion in per orman e is li ely to rise as ea er operators en o nter as lo allen es and re nan in deadlines e most allen ed ompanies ill e t ose it little s ort term pri in po er t at are a in a r n rom a ressive overa e ratios and too m relian e on add a s ile ein saddled it too m de t A ross private mar et strate ies levera e is in reasin ly ein em edded at t e nd level via apital all lines and NA a ilities Despite mar et onditions yo t a tivity as remained at elevated levels And ile traditional de t apital mar ets ave dried p amidst eavy investor o t lo s private redit mana ers ave a re ord amo nt o dry po der to deploy rivate e ity mana ers ave proven t eir a ility to move nim ly to pivot ompanies and e e t an es as mar et onditions an e ile private redit o ers le i ility and t e stomi ation needed amidst n ertainty oin or ard s ess in t e yo t mar et ill stem rom a o ndation o t o t l nder ritin t at onsidered t e potential or ot i er rates and lo er ro t an a ility to navi ate potential periods o diffi lty and t e nim leness to pivot and adapt sinesses to ta e advanta e o te nolo i al advan ements to drive ot top line reven e and ottom line pro ta ility n o r es 2. 3. e ederal Reserve an o Ne or As o oldman a s ar ee As o ay evera ed ommentary Data D As o oldman a s lo al nvestment Resear oldman a s lo al nvestment Resear lo al ar et ntelli en e DA Add e r ary D As levera e tops or e yo ts As o April D As o an ary ay ar As o ay As o ay a s ontin e o ta itter itri oin nan in As o e e Perspectives | 17 SUMMER 2022 | ISSUE 3 THE ECONOMY, INVESTING AND SUSTAINABILITY: A DISCUSSION WITH DAVID SOLOMON & VALENTIJN VAN NIEUWENHUIJZEN 18 | Goldman Sachs Asset Management David Solomon, Chairman and CEO of Goldman Sachs, recently sat down with Valentijn van Nieuwenhuijzen, CIO of NN Investment Partners and global head of Sustainability for Public Investing at Goldman Sachs Asset Management. Their conversation covered a range of topics, from the state of the global economy, recession risks and the geopolitical landscape, to the growing importance of sustainable investing and the background of Goldman Sachs’ acquisition of NN IP. is is an edited trans ript o episode o t e ar et al pod ast ne n ase o dis repan ies et een t e pod ast and t e trans ript t e spo en ord prevails Perspectives | 19 SUMMER 2022 | ISSUE 3 David Solomon Chairman and CEO of Goldman Sachs David is airman and ie e tive ffi er and a mem er o t e oard o Dire tors o e oldman a s ro p n revio sly e as resident and ie peratin ffi er and prior to t at e served as o ead o t e nvestment an in Division rom to e ore t at David as lo al ead o t e inan in ro p i in l des all apital mar ets and derivative prod ts or t e rm s orporate lients e oined oldman a s as a partner in rior to oinin t e rm David eld leaders ip roles at rvin ompany Dre el rn am and ear tearns r st David is airman o t e oard o r stees o amilton olle e and serves on t e oard o e Ro in ood o ndation e also serves on t e oard o r stees o Ne or res yterian ospital David earned a A in oliti al ien e rom amilton olle e Valentijn van Nieuwenhuijzen CIO of NN IP and Global head of Sustainability for Public Investing at Goldman Sachs Asset Management. alenti n van Nie en i en is t e ie nvestment ffi er or NN staina ility or nvestment artners and lo al ead o li nvestin at oldman a s Asset ana ement rior to e omin alenti n eld t e role o ie trate ist and ead o lti Asset rom to and rom to e as ead o trate y it in lti Asset e is a ey spo esperson or t e ompany and appears re ently at lient events and in t e media alenti n earned a Amsterdam in onomi s rom t e niversity o Valentijn van Nieuwenhuijzen: ne o t e ey aspe ts o yo r role as t e leader o oldman a s is to e very lose to lients yo spea to lients ri t no in t is environment at is t e temperat re at are t e ey topi s t at t ey tal a o t and at are yo tellin t em David Solomon: e i est o s as yo o ld e pe t is on t e e onomi environment it a parti lar o s on in lation t e o rney o t o t e pandemi and o t at o rney is a e tin e onomi ro t and a tivity ere s a lot o de ate aro nd monetary poli y and o t at ill a e t t e demand side o t e e ation and t e demand side o e onomi a tivity And t ere s also a lot o dis ssion a o t s pply ains and t e disr ptions on t e s pply side o t e e onomy and o t at s oin to et resolved o ld say t at road topi is t e n m er one o s en yo re o t tal in to lients et er it s s or it s s or it s instit tions roadly or individ als ertainly iven at s oin on in raine and at s oin on in t e relations ip et een ina and t e est t ere s also a lot o o s on eopoliti s and t e impa t o eopoliti s ose o ld e t e i pi t re ma ro topi s t at are ettin an a l lot o attention van Nieuwenhuijzen: A lot o lients are still loo in or idan e are still loo in or at s oin to appen in t e ne t to mont s a ead at are yo tellin t ese lients s it even possi le to ive t em lear idan e in t e rrent environment Solomon: ell t ere s a lot o n ertainty and don t t in e re in a position to tell t em at s oin to appen t t in e an empat i e it t e a t t at t ere s a lot o n ertainty o t t ere e try to tal a o t t in s t at e re t in in a o t e re a i mana er o ris e re a i mana er o assets And en yo ave an environment ere n ertainty in reases iven at s oin on in t e ma ro environment yo ave to e t in in a o t yo r ris appetite di erently eople may need to e pe t t at t e orld is oin to e more volatile and it s oin to e more diffi lt to ma e ret rns on assets t an at e ve e perien ed en monetary poli y as easy e re ti tenin monetary poli y at s oin to ave an impa t on asset pri es t s oin to ave an impa t on demand o t in yo ave to e prepared or t at volatility and t e impa t o t at volatility m not oin to predi t any o t ome t ertainly e re oin to operate it ti ter e onomi onditions and t at ill ave some very dire t and predi ta le onse en es van Nieuwenhuijzen: rope s een very lose to t e latest tension it t e ar in raine at s yo r t in in a o t t e ropean ontinent and o to loo at t at in terms o its prospe ts s it part o t e roader n ertainty t at e st dis ssed or are t ere some spe i ropean elements t at need to e ta en into a o nt Solomon: rope is a i part o t e lo al e onomy and t e is oin to ontin e to e a i part o t e lo al e onomy t in t ere s no estion t at t e ar in raine is or in a ret in on ertain orei n poli y positions t at a variety o o ntries ave ta en et er it s aro nd se rity ener y s pply or ood s pply And so t in t at ertainly t ere s a re sort o t e eopoliti al lands ape 20 | Goldman Sachs Asset Management t at s or in rope to t in more are lly no y t e ay it s or in t e to t in more are lly a o t a variety o t in s too t it s st loser to ome and a little it more ampli ed in rope parti larly iven rope s dependen y on ener y rom R ssia i pi t re t e ill ontin e to e a very very important part o t e lo al e onomy t t ere s a reater an e o e onomi ead inds slo in do n e onomi a tivity in rope in t e near term t an t ere is in t e or e ample And so t in e ve ot to at t at very are lly t in t e an e o a re ession in rope is i er t an t e an e o a re ession in t e an t predi t at t at per enta e an e is t iven everyt in t at s oin on t in t ere are ead inds to ro t ere t at are a little it more prono n ed t an in t e t o t ere are ead inds to ro t in t e too van Nieuwenhuijzen: o on rope and t e pro a ility o an e onomi slo do n an yo ela orate a it more on at yo t in really drives t at ere are learly some ris s on t e ori on t y is rope in a more ra ile position in yo r opinion t an t e Solomon: e i t in t at t in in reases t e pro a ility o a re ession in rope is t e s i ts t at are oin on it respe t to ener y s pply rope is as e all no very dependent on R ssian ener y iven t e ar in raine t ere s a ret in o all o t at and t at s oin to reate disr ption And it s also very in lationary as it also p s es pri es p and it a e ts t e demand side m not predi tin t at it a sol tely ill appen t s st t at ener y press re i is s an important part o a e tin t e demand side is st more a tely disr pted ere e a se o t e pro imity to t e on li t in R ssia and raine van Nieuwenhuijzen: oo in rt er a ead eyond t e near term allen es ere do yo see some opport nities and at e ites yo rom a siness perspe tive Solomon: e re see in to inte rate s staina ility prin iples into o e operate and invest and in line it o r val es o erin a ider ran e o sol tions to elp lients meet t eir s staina ility re irements and address t eir ni e needs At oldman a s e re very o sed on t e allo ation o apital to a elerate a limate transition t e re also on entratin on investments t at sp r e onomi ro t and ene t so ieties more roadly to ens re a st transition or e ample e ve la n ed a pro ram in t e nited tates alled ne illion la omen i aims to improve t e e onomi prospe ts and opport nity set or la omen t ro D n o investment ommitted over a de ade ot oldman a s and NN ave really interestin s staina ility initiatives and e an no onne t and reate ot er ne opport nities to et er t s a reat e ample o one pl s one ein ort more t an t o van Nieuwenhuijzen: omet in t at is really inspirin is earin yo tal a o t o to develop t e or ani ation and o to develop t e people in t e or ani ation o emp asi e t e importan e o ein a t enti and ollo in yo r passion And ein very visi le as t e o oldman a s it is very visi le t at yo also ave a passion or m si A lot o people mi t onder o yo an even nd t e time or t at Solomon: ve al ays loved m si and it s one o my passions avin t in s t at yo re interested in and ant to invest yo r eart and rain in t in ma es yo a more interestin person and eeps yo stim lated elieve it s important t at yo nd ays to do t at t ro o t t e o rney o yo r li e ve learnt t at t ere are times en yo an ollo yo r passions more t ere are times en yo an do it less t at o rney evolves t yo s o ld al ays old t e t in s dear t at are important to yo and nd ays to parti ipate to a ess t em ere are di erent ays t at yo an ma e t at appen and it s important to re o t on yo r o n at or s or yo n Solomon: At oldman a s e ontin e to invest in and stren t en o r sinesses and e eel ood a o t t e pro ress e re ma in Asset mana ement is one area ere e see real opport nity to ro and t at s one o t e reasons y avin NN e ome part o oldman a s is somet in e re very e ited a o t A ross oldman a s e re set on ro in t e rm and diversi yin t e d ra ility o o r reven e ase e re e ited a o t t e opport nity e see in ront o s and e ill eep o r lients interests ront and enter as e move or ard ere s a lot oin on in t e orld t ltimately e ta e a lon term approa to ro in and stren t enin t e rm van Nieuwenhuijzen: staina ility is a massive opport nity and is somet in t at really e ites s at NN t s one o t e trans ormational or es t at e see r nnin t ro t e investment ind stry and more roadly it s s apin t e e onomi evol tion at are t e ne t steps in t e investment ind stry s s staina ility o rney Perspectives | 21 SUMMER 2022 | ISSUE 3 THE NEW MACRO REALITIES FOR REAL ESTATE: HOW INFLATION, RATES AND RECESSION PRESENT NEW RISKS AND OPPORTUNITIES 22 | Goldman Sachs Asset Management Nora Creedon is a ort olio ana er and lient trate ist or Real state investin at oldman a s KEY TAKEAWAYS • e risin tide or all environment in real estate seems to ave ended li ely to e ollo ed y a period o more n ertainty and dispersion • Real estate as istori ally provided a stron in lation ed e t t e orollary o in reasin rates and t e loomin t reat o a re ession represent o nter alan in on erns • tr t ral an es are leadin to s i ts in demand or di erent types o real estate p ttin a premi m on assets it inelasti demand n a i ly an in ma ro environment real estate investors need to o s on diversi ation and nderstandin a port olio s nderlyin drivers o ret rn and so r es o ris T raditional isdom s ests in lation an e a riend to real estate imply stated rents re pri e and e istin assets appre iate in val e as onstr tion osts rise t on t e eels o one o t e most rapid in reases in in lation in years t e t eory o real estate as an in lation ed e is ein p t to t e test n response to in lationary press re interest rates ave moved steeply o t e post pandemi lo s in many mar ets i is less riendly to real estate r in in lation as led entral an s to ards more a ressive ti tenin parti larly in t e and rope i o ld potentially tri er a re ession or at least an e onomi slo do n Asian mar ets may ene t rom a more dovis interest rate environment t t e re ion ill ontend it ot er ma roe onomi ris s A ter more t an a de ade o a ndantly availa le apital de linin interest rates and improvin as lo s or almost all property types aro nd t e orld ear o a an in ma ro environment is palpa le lo al listed real estate s are pri es ave de lined nearly t is year and transa tion a tivity in many private mar ets as ta en a pa se e elieve a ne investment re ime or real estate as e n e risin tide or all environment seems to ave ended li ely to e ollo ed y a period o more n ertainty and dispersion Real estate ret rns over t e ne t de ade ill li ely e ome more dispersed i s o ld also o er more alp a opport nities lo ally ree de ates are ormin t e ne RRs o real estate o ill i er in lation impa t di erent se tors o real estate at appens as interest rates rise and o ill real estate per orm in a re ession THE NEW "IRR" REALITIES: INFLATION, RATES, RECESSION Inflation Real estate as istori ally provided a stron in lation ed e ey to t is is t e a ility or landlords to re pri e rents p ard i er onstr tion and materials osts t eoreti ally in rease t e repla ement ost o e istin assets ile also restri tin ne s pply i tends to eep rents i Additionally real estate is enerally nan ed it de t i means o ners an se in lated dollars in t e t re to pay o today s lia ilities istori al analyses o se tor per orman e in di erent in lationary environments interest rate re imes or re essionary periods o t e past may e o limited se in predi tin t e t re e nolo y demo rap i an e and s staina ility are se lar s i ts t at are alterin t e ate o real estate any pandemi ind ed an es in t e or environment ave proven to e end rin alt o pre eren es are diver in in di erent parts o t e orld astly t e pat o interest rates in ea developed e onomy is ni e e end res lt varian e in real estate per orman e is li ely to e ome even more prono n ed in t e years to ome ile istory an e a elp l ide in lation omes in many orms ome in lationary press res s as t e ood and ener y pri e s o s stemmin rom t e ar in raine and lo do ns in ina may prove s orter lived t rom a ertain vanta e point it an seem t at in lation is s r in d e to m ltiple lon term drivers in l din e tended e pansionary monetary poli y d rin t e pandemi and possi ly t e early sta es o de lo ali ation i may not e resolved so i ly any e onomists t s ar ave ta en a more san ine vie o sin on t e de eleration in se ential meas res o ore personal ons mption e pendit re in lation t a no led e t at po ets o in lation ill li ely persist o etter assess t e potential e e ts o in lation real estate investors s o ld o s on t ree spe i omponents rents la or rates and materials n o r vie real estate is positioned to play an even more important role in lient port olios in t e midst o t e evolvin ma ro onditions iven t e a ility o many types o property to eat er a so ter e onomy and provide a ed e a ainst in lation ven it road tail inds e elieve investors still ave t e a ility to e on t e ri t side o t e se lar trends in te nolo y demo rap i s and s staina ility as international dynami s ill di er vastly n s ort t e oppier aters a ead all or a more n an ed strate y t at i e e ted properly an potentially res lt in more alp a ased ret rns e rst onsideration is t e impa t on in ome rom an es in ommer ial rents and s elter rates nli e a ond it a ed o pon many orms o real estate an e perien e a relatively i re pri in o rents to li t as lo s alon side in lation e s orter t e lease d ration t e more i ly rents an e repri ed lti amily leases avera e nder a year and pri es ave een lim in steadily sin e in lation too old nitially driven y a re o nd rom pandemi level rent ts t e s stained in rease in o sin osts no re le ts a si ni ant s pply demand im alan e r in ome pri es and i er Perspectives | 23 SUMMER 2022 | ISSUE 3 Multifamily Rents Have Risen Sharply Alongside Broader Inflation 40% Asking Rent Annual Rate Change 35% Zillow Apartment List Average REIS Costar Q4 Q1 Census 30% 25% 20% 15% 10% 5% 0% -5% -10% Q1 Q2 Q3 Q2 2019 o r e illo Apartment ist R ostar Department o mort a e rates ave om ined to ma e ome o ners ip more diffi lt reatin a parti larly attra tive a drop or m lti amily rental investin As in rents ave de elerated rom t e pea in mid year t remain si ni antly i er t an pre D t er s ort d ration areas in l de sel ere leases an repri e on a stora e mont ly asis and otels i ene t rom rents t at literally repri e every ni t nd strial assets ave lon er leases t are e perien in stron demand t e lar est p li ompany in t e spa e elieves t ere is a p ard mar to mar et in its lo al port olio e se ond in lation area o o s is la or i impa t ot t e ost to develop rates ne assets and on oin operational e penses n t e t e rrent ap et een availa le o s and or ers is t e idest in post ar istory and is li ely to eep p ard press re on a es n any ind stry i er a es typi ally translate to mar in ompression and indeed e are o servin or ard earnin s estimates ein red ed or many e ity se tors n real estate o ever several asset types operate it relatively li t la or re irements and o ners are in reasin ly attemptin 24 | Goldman Sachs Asset Management Q3 Q4 2020 ommer e oldman a s As o Q1 Q2 Q3 2021 Q4 Q1 2022 ar to a tomate or se te nolo y or la or intensive roles or e ample many landlords are permanently transitionin to eat res t at ere introd ed d rin t e pandemi s as onta tless e in at otels and sel ided apartment to rs As mar ets remain ti t real estate is relatively etter positioned to maintain mar ins as la or and ot er varia le operatin osts remain lo ere may even e a real estate opport nity to servi e less ilt mar ets t at are ene tin rom in reasin a es e t ird ey in lation omponent is t e ost o onstr tion materials it many ate ories s r in to re ords in amid s pply ain iss es and in reased demand i er osts an e o set it i er rents in some ases ile ot er pro e ts simply ail to ma e sense on paper istori ally i er development osts ave served to s pport real estate val es as repla ement osts in rease and additional s pply is averted t real estate investors need to monitor ey materials mar ets losely as s i ts may re ire ne ass mptions or development lo ali ation trends do indeed reverse it o ld lead to str t rally i er material osts or t e oreseea le t re ile a ead ind to ne onstr tion e orts t is o ld present promisin opport nities in ind strial development as more man a t rin is ro t a on s ore Despite enerally avora le positionin i er in lation is not a niversal y si nal or real estate e i est and most o vio s ris is in lon term leases it lo ed rate in reases or even orse no rental rate in reases ese eat res ere a epta le en in lation as mild and reas ry yields ere depressed t t ey pose a t reat in t e rrent environment Rents in offi e mar ets may eep pa e it in lation t t at o ten omes it ommens rately i apital e pendit res and tenant improvement dollars i means less o a net in lation ed e to o ners e ave seen remar a ly stron otel rates in leis re and resort properties t today t ere are more overnors on pri in po er t an ever e ore as travelers ene t rom real time pri in data and re oo in options as ell as alternative options li e Air n t at didn t previo sly e ist otels also arry some o t e i er la or ost omponents amon real estate asset lasses i a ain l nts t e ottom line to o ners ertain lon term leased assets or la or intensive leis re properties may still per orm ell despite t e allen in a drop Ne ly developed offi e ildin s it top o t e line s staina ility eat res are still i ly so t a ter in mar ets ere or rom ome is less attra tive A re overin otel asset in a mar et servin ons mers loo in to spend t eir i er a es it proa tive mana ement installin la or savin ro oti s ere possi le o ld ene t rom an in mar et dynami s And i str t red it o t any e pos re to risin e penses a triple net leased asset i e ere t e tenant pays all e penses in l din ta and maintenan e to t e ri t redit o ld e an opport nity n addition to di erentiation et een asset types nan in osts aro nd t e lo e are diver in i is rt er impa tin ret rns rom similar assets e overridin t eme is dispersion it a ei tened importan e or t e spe i ara teristi s and operatin per orman e o ea asset it many e onomists e pe tin t e pea o in lation to e near t e s se ent de eleration is anti ipated to e led y ore oods e sed ars ele troni e ipment ile o sin osts are e pe ted to remain elevated is o ld e onsidered a oldilo s s enario or real estate eadline in lation t at moderates eno to slo interest rate in reases t s ests pri in po er or real estate assets Core PCE Inflation Is Expected to Decline by the End of 2022 GS Forecasts May 2022 End 2022 End 2023 End 2024 Weight YoY YoY Contribution to Change YoY Contribution to Change YoY Contribution to Change Core PCE 100.0 4.7 4.2 -0.5 2.5 -2.1 2.3 -2.4 Core Goods 27.6 5.5 2.6 -0.8 -1.6 -1.7 -0.6 -1.5 -2.0 -0.3 -0.3 New Vehicles Used Vehicles -0.3 -0.3 -0.2 Household Appliances 0.0 0.0 -0.1 0.0 0.0 -0.1 0.0 0.0 0.0 0.0 0.0 0.0 Video, Audio, Computers 2.3 Recreational Vehicles -3.2 3.2 3.2 Jewelry, Watches Clothing & Footwear 3.3 3.3 0.3 -0.2 0.3 -0.2 Pharma & Medical 0.0 -0.2 -0.1 0.0 Pets Products 0.0 3.3 0.0 0.0 0.0 -2.3 0.0 0.0 Expenditures Abroad 0.2 -2.2 Residual Core Good Core Services -0.3 72.4 4.4 Housing 4.7 0.2 3.9 -0.6 0.0 -0.6 -0.4 3.3 -0.8 0.2 -0.1 -0.2 0.0 0.0 0.0 Air Transportation -0.3 -0.3 Food Services & Accommodation -0.3 -0.3 Financial Services & Insurance 0.3 0.3 0.2 Ground Transportation 0.3 -0.3 Medical Services 0.0 0.2 Foreign Travel 0.0 -0.1 Residual Core Services -0.2 o r e oldman a s lo al nvestment Resear as o ay e ran e o olors represent t e dispersion et een t e n m ers presented erein are or in ormational p rposes as o t e date o t is p li ation ere an e no ass ran e t at t e ore asts ill e a dis los res at t e end o t is p li ation 3.2 -0.1 -0.4 e e onomi and mar et ore asts ieved lease see additional Perspectives | 25 SUMMER 2022 | ISSUE 3 This could be considered a “Goldilocks” scenario for real estate—headline inflation that moderates enough to slow interest rate increases but suggests pricing power for real estate assets. Interest Rates e rea o t in in lation as een met it a steep rise in interest rates in t e as t e ederal Reserve ed attempts to rein in pri es e yield on year reas ries as more t an do led d rin to appro imately today and erman year onds ave also moved dramati ally i er al eit at lo er nominal levels is ris ree rate is a ey omponent in t e dis o nt rate t at is t eoreti ally sed to pri e all assets in l din real estate Real estate val ations are o ten oted in ap rates or t e yield at t e time o property p r ase i an e ompared to yields on onds As a res lt many investors ass me t at ap rates m st in rease it interest rates t ere ore de reasin real estate val es t t e data tell a di erent story nt e some periods o ed ti tenin over t e last years e perien ed ap rate e pansion ile ot ers sa ompression learly t e ro t o tloo plays a ma or role t apitali ation rates are in l en ed y orei n apital lo s as ell rt ermore real estate per orman e at t e s se tor level as diver ed more t an ever today it di erent asset types avin ndamentally di erent ro t prospe ts ven as interest rates in rease or e ample residential and ind strial real estate o ld see val ations e pand d e to str t ral tail inds e asset s lease d ration is anot er ey a tor as t e a ility to in rease as lo s an miti ate t e potential ne ative impa t o risin rates on ap rates Real estate o ners an also levera e ot er tools s as te nolo y and investment apital t at an ave a meanin l impa t on t e as lo o t omes o a property e most dire t impa t o risin rates ill e to in rease orro in osts i ave already in reased a ross t e oard in re ent mont s All else e al t is ill ave a ne ative impa t on ross ret rns a star reversal rom t e stron per orman e tail ind rom lo rates sin e t e nan ial risis t as dis ssed a ove e see no asis or movin ap rates at a ed spread to reas ries and e elieve in reased per orman e dispersion is li ely amon asset types se tors and eo rap ies as t e ris ree rate moves i er e also note t at lar e pools o apital raised or private real estate dry po der ave s pported real estate val ations over t e last several years a dynami t at may ontin e i investors reallo ate some apital o t o ed in ome and as in t e omin years The Relationship Between Cap Rates and Interest Rates Is Inconsistent 12% Strong Correlation 2,400 Weak Correlation 2,200 10% 2,000 9% 1,800 8% 1,600 7% 1,400 6% 1,200 5% 1,000 4% 800 3% 600 2% 400 1% 200 0% 0 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 o r e oldman a s lo al nvestment Resear R A reenstreet R arterly year treas ry data provided in t is p li ation represent t e rate at t e end o ea t e arit meti avera e o t e offi ial daily rates As o De em er 26 | Goldman Sachs Asset Management arter rior to t e arterly data as al lated y sin Spread (bps) 10 Year UST Private Market Cap Rates 11% Spread Between 10 Year and Cap Rates and Yield 10 Year UST* ffi e ap Rate U.S. All Property Types Cap Rate U.S. Apartment Cap Rate U.S. Hotel Cap Rate U.S. Industrial Cap Rate Recession e nal ma ro reality to ontend it today is t e in rease in re ession ris s ile t e near term li eli ood o a re ession in t e remains lo iven ro st la or onditions mar et implied ris s ave een on t e rise As a res lt investors need to in orporate re essionary onditions into t e do nside s enario en nder ritin ne investments appin to istori al re essions is an easy eno e er ise di in more t o t lly into o t e tri ers o t is ypot eti al re ession o ld play o t in real estate is more allen in or e ample m lti amily and ospitality are o ten ass med to e o tper ormers in an in lationary environment t t at does not old tr e in a re ession ere o losses and spendin restri tions e ome important a tors onversely lon term leased assets to ood redits i o ld are orse in an in lationary environment are li ely to per orm est in a re ession ne area e e pe t o ld per orm relatively ell are assets in s pply onstrained mar ets it demand t at is not e onomi ally sensitive in ot er ords assets it inelasti demand t at li ely ill ave some pri in po er ne s mar et o ld e li e s ien es real estate n a re ate t e entire li e s ien es real estate mar et in t e is still only aro nd mm s are eet and ile t ere are no n diseases only are rrently ein medi ally treated a ordin to t e lar est p li ompany in t e spa e Resear and development investment into disease treatment as istori ally een airly ins lated rom t e e onomi y le Residential o sin as also istori ally proven airly de ensive it relatively s ort and s allo e onomi do nt rns ime ill tell at parti lar allen es t e ne t re ession ill old t it is li ely several orms o real estate ill prove resilient istory to e a per e t ide ese t ree ma ro a tors ill ave impli ations or one anot er it i er in lation and rates tri erin re ession si nals and onversely in reasin re ession si nals potentially stemmin rate i es t slo in ro t does not e ate to e onomi ontra tion and many lo al e onomies remain in redi ly resilient nderneat all t e ma ro ris s ore t an any ot er time in t e last de ade e elieve investors need a n an ed real estate strate y to position t emselves or more alp a opport nities as dispersion in reases ile in lation an e a riend to real estate t e est riend to a real estate port olio is alan e or olsterin t e a ility to o tper orm re ardless o t e ma roe onomi environment n Future Implications Real estate as an asset lass as many attra tive eat res in a i er in lationary environment t t e orollary o in reasin rates and t e loomin t reat o a re ession represent o nter alan in on erns ese ma ro a tors de ne t e ne RR a tors in real estate and e don t e pe t o r es 2. Re nitiv rolo is ay earnin s all Perspectives | 27 SUMMER 2022 | ISSUE 3 DRIVERS WANTED: SOURCES OF RETURN IN ALTERNATIVE INVESTMENTS Dan Murphy is t e ead o port olio sol tions or Alternatives apital ar ets trate y at oldman a s Asset ana ement 28 | Goldman Sachs Asset Management Juliana Hadas o ses on port olio sol tions or Alternatives apital ar ets trate y at oldman a s Asset ana ement Michael Hillman is a mem er o t e Alternative nvestments ana er ele tion ro p at oldman a s Asset ana ement KEY TAKEAWAYS • Alternative investment strate ies an provide a ess to di erentiated so r es o ret rn i an e roadly onsidered in t o ate ories alternative eta a tors and alp a so r es rom mana er s ill • ese distin t ret rn drivers rat er t an a sin le illi idity premi m may e plain t e istori al per orman e o private mar ets strate ies • ie in ed e nd strate ies t ro t e lens o t eir nderlyin ret rn drivers an elp tailor port olio onstr tion or spe i port olio sol tions ort olio onstr tion strate ies and te ni es are e omin in reasin ly sop isti ated Asset o ners and mana ers are see in to etter nderstand t e spe i ret rn drivers and e pos res o t eir investments an approa t at an elp de ne ea investment s strate i port olio role and positionin a ross di erent mar et re imes Alternative investments in parti lar private mar et and ed e nd strate ies an ene t rom a more ompre ensive nderstandin o t eir nderlyin ret rn drivers a o t ese asset lasses en ompasses a ide variety o strate ies it e pos res to di erent ret rn drivers ome o t ese ret rn drivers an also e a essed in traditional e ity and ed in ome mar ets ot ers may e str t rally ni e to alternatives oo in eyond t e asset lass la el t ere ore an ena le etter di erentiation and port olio positionin or instan e one port olio onstr tion approa o ld e to emp asi e alternative strate ies t at o er e pos re to t e most diversi yin ret rn so r es relative to t e port olio s traditional assets Anot er approa mi t o s on strate ies it t e reatest potential ret rn impa t iven t e investment or ani ation s reso r es and availa le opport nities onsideration an also e iven to ret rn drivers t at may e espe ially val a le in parti lar mar et re imes PRIVATE MARKETS A ro in ody o resear as s o n t at private mar et strate ies ave istori ally o tper ormed p li assets over a variety o time rames and not simply d e to di eren es in levera e se tor or style omposition ompared to t e most appli a le p li en mar s op per ormin mana ers ave enerated o tper orman e meanin lly i er t an t e ind stry in a re ate 2 eadlines o ten attri te t is o tper orman e to an illi idity premi m e elieve o ever t at t is o tper orman e is t e res lt o e pos re to a set o distin t di erentiated ret rn drivers ese an e onsidered in t o ate ories alternative eta a tors and alp a so r es Alternative eta a tors are systemati e pos res to ompensated ris in areas ed e o t e mar et it lo or no orrelation it road mar et dire tion Alp as are s ill ased sit ation spe i and i ly dependent on t e s illset o t e investment mana er ese e pos res an drive ret rns and provide diversi ation to traditional p li e ity and redit ret rn drivers Traditional Beta Exposures in Private Markets e ore delvin rt er into t e diversi yin so r es o ret rn it is important to a no led e t at private mar et strate ies ave eta e pos res to traditional mar et a tors as ell orporate and real asset e ity and redit trate ies vary in t eir de ree o sensitivity to t ese a tors and in t e effi ien y it i t ey an ain e pos res to t em ompared to p li mar et strate ies or instan e ot private and p li e ity strate ies o er e pos re to orporate e ity eta t t is e pos re is more effi iently a essi le in p li mar ets deployment is immediate monitorin osts are enerally lo and e e tive e pos re is readily availa le via lo ost s n t e ot er and real asset e ity eta may e tar eted more e e tively in private assets as p li real asset se rities are dominated y road e ity eta or instan e sin e R s e ame a omponent o t e nde t ey ave ad a orrelation o to t at inde is is do le t eir pre in l sion 3 s estin t at a orrelation o meanin l idiosyn rati ris and ret rn omponent as een s s med y t e mar et dynami s o mana ers it road p li e ity mandates investin in and mana in t eir R e pos res similarly to ot er e ities in t eir port olios and mind l o tra in error to t e road mar et inde Accessing Diversifying Sources of Return ese alternative eta a tors and alp a so r es are not o nd ni ormly a ross individ al strate ies ome s as str t ral s pply demand im alan es t at a e t t e ost and availa ility o nan in permeate t e road set o private mar ets strate ies al eit to di erent de rees t ers are enerally limited to a smaller s set o strate ies nds and ot er alternative investments are only s ita le or sop isti ated investors meetin t e appropriate nan ial ali ation and a reditation standards Perspectives | 29 SUMMER 2022 | ISSUE 3 Alternative Beta Factors PRIVATE MARKETS DIVERSIFYING SOURCES OF RETURN—A FRAMEWORK Private Capital Beta apitali in on str t ral im alan es et een t e s pply and demand o apital m alan es an arise rom an o tri t s ar ity o p li apital or instan e or early sta e ompanies or rom a pre eren e or private nan in ompanies may pre er private apital despite its i er ost relative to p li apital e a se it as lo er indire t e administrative and re latory osts and e a se it provides reater ertainty o e e tion and visi ility into pri in e ormer may elp e plain y ompanies ave een oosin to stay private or lon er over t e past t o de ades ile t e latter an elp e plain y ompanies are in reasin ly t rnin to private lenders Innovation, Secular Trends, Population Shifts nvestin in ompanies and assets t at apitali e on lon term t emes trends se tors and ile typi ally asso iated it vent re and ro t strate ies t is eta eat res demo rap i s i ts more roadly amples in l de yo t strate ies a in mat re ompanies adaptin to in reasin ly te nolo y ena led paradi ms and real asset strate ies providin real estate and essential servi es or t e e onomy o t e t re Tailored Capital Solutions ptimi in apital str t res and spe i ris ret rn parameters aided y t e str t ral advanta es o a simpli ed str t re it a sin le or e o ners or lenders or e ample redit sol tions are o ten tailored to t e parti lars o t e orro er s sit ation and may e str t red to eat re ot do nside miti ation and pside parti ipation provisions Alternative Risk Premia Derivin val e rom e pos re to ris premia it little or no sensitivity to overall mar et dire tion or instan e spe ialty nan e strate ies are levera in data s ien e to nder rite an in reasin ly road and omple set o redits rom rail ars and s ippin ontainers to intelle t al property li e media ontent and p arma e ti al royalties Alpha Sources Insight o r in identi yin and e e tin on individ al investments t at o tper orm t e roader niverse ile present a ross strate ies t is alp a may e parti larly important or strate ies it t e reatest idiosyn rati omponent o ret rns ent re apital and distressed are t o e amples Capital Flexibility ivotin opport nisti ally and i ly providin temporary asymmetries in s pply and demand e amples o t is alp a so r e Complexity val atin str t rin and reali in val e rom omple idiosyn rati sit ations or rom assets it spe ialty or omple nderlyin ollateral An e ample is a ildin onstr tion loan eat rin provisions aro nd delayed dra s interest reserves interest rate aps and ot er terms Operational Expertise A eleratin val e reation o port olio assets via initiatives to drive sales ro t operations effi ien y and ot er aspe ts is alp a so r e is e omin an in reasin ly prominent part o ret rn eneration a re ent st dy as o nd t at reven e ro t rat er t an t e e e t o levera e relative to p li mar ets as een t e lar est driver o val e reation o post private e ity nds Network Effects evera in t e investor s net or o relations ips it ot er investors ompanies and val e add is s ill is operators to so r e opport nities and reate val e or port olio ompanies and assets parti larly prominent amon vent re apital and ro t e ity investors o levera e net or s o ot investors and operational and talent e perts and amon val e add and opport nisti real asset investors o partner it operatin and onstr tion or ani ations or asset development 30 | Goldman Sachs Asset Management apital sol tions in times o dislo ation or o rnaro nd and opport nisti strate ies are lassi ri at trat i a i r tA t r t t tial Alt r ati ta act r a Al a Alternative Beta Factors Real Assets Private Credit Private Equity rivate apital eta nnovation e lar rends op lation i ts ailored apital ol tions rc Alpha Sources Alternative Ris remia nsi t apital le i ility omple ity perational pertise Net or e ts yo t ro t ent re apital Distressed rnaro nd enior orporate redit e anine pe ialty inan e Real Asset enior redit Real Asset nior redit Real Asset ore ore l s Real Asset al e Add Real Asset pport nisti tron est ositive o r e oldman a s Asset pos re imited pos re ana ement or ill strative p rposes only pos re to some so r es an e o tained in ot p li and private strate ies t may nd di erent e pressions et een t e t o or instan e all a tive strate ies ave t e potential to enerate alp a rom insi t t private e ity strate ies ave an e panded set o opport nities to oose rom as t e niverse o private ompanies as e panded ile t e niverse o p li ompanies as ontra ted over t e past t o de ades imilarly ompanies apitali in on innovation are o nd in ot p li and private mar ets t t ose in t e earliest most innovative i est ro t p ases o t eir tra e tory are almost e l sively privately nded t er e pos res may e str t rally parti lar to or si ni antly more e e tive in private mar ets is is parti larly t e ase amon a tors t at rely on ontrol over t e investment s as tailored apital sol tions and operational e pertise o r in is also a i er omponent to alp a eneration in private mar ets as y de nition private opport nities are not easily visi le to all And t e type o omple ity nderta en y ertain private sit ations may ar e eed t e amo nt t at p li mar et investors o ld e om orta le it e e ess ret rn potential or a iven strate y is not simply a n tion o t e s m o its a tor e pos res pos res di er y t e ma nit de o t eir potential ret rns t e si e o t e opport nity and t e onsisten y it i t ey may e availa le a ross t e mar et y le ertain so r es o ret rn may e more val a le in spe i environments ome o t is may e int itive or instan e alternative ris premia e ome more val a le en orrelations et een traditional e ity and redit e pos res rise apital le i ility and operational e pertise e ome more riti al levers o val e reation and potentially a sta ili in or e in re imes o reater stress and mar et volatility t er dynami s may e nder appre iated or instan e private apital eta may o er investors a steadier ay to navi ate an n ertain mar et environment Re ent resear as o nd t at private e ity o ners s pport o port olio ompanies t ro do nt rns a translates into lo er osts o distress ompany does en o nter distress a sin le lender s o ld e etter positioned to or alon side t e ompany s o ners to e e t effi ient modi ations and or o ts ompared to a roader syndi ate o lenders it potentially ompetin interests n addition periods o mar et volatility ma e t e ertainty o e e tion asso iated it private apital more val a le to ompanies see in nan in i an translate into a reater premi m in t e ost o apital e e ess ret rn potential o e pos res to t ese ret rn drivers also varies reatly a ross mana ers it in ea strate y istori al dispersion a ross nds in a iven strate y o ers idan e as to t e impa t t ese so r es may ave A orollary is t at mana er sele tion and a ess to s perior mana ers are riti al a tors in private mar ets port olio onstr tion and an in l en e t e set o strate ies t e investor may oose to o s on Exposures differ by the magnitude of their potential returns, the size of the opportunity, and the consistency with which they may be available across the market cycle. Perspectives | 31 SUMMER 2022 | ISSUE 3 Dispersion of Returns by Quartile from Median IRR i t rical ri at ar t trat i t r i r i a r i a c a t t act t r ri r +30% +20% +10% Median -10% -20% -30% Venture Capital Growth Buyout Distressed Real Estate Subordinated Senior Debt Credit Real Estate Capital Value-Add Opportunistic Opportunities o r e am rid e Asso iates as o Net o ee Ret rns or ea strate y represents t e avera e o t e dispersion a ross nds o vinta e years vinta e nds are onsidered too yo n to ave meanin l per orman e d e to t e e e t o t e per orman e rve Past performance does not guarantee future results, which may vary. inally t e impa t o some o t ese so r es may vary y t e ve i les in i t ese strate ies are a essed or instan e nds o nds mana ers an enerate ret rns in e ess o t ose rom t e median sin le nd mana er it t e est per ormin onstit ent nds rin in p t e avera e a ross investments o ever nds o nds may not o tper orm t e i est per ormin sin le nd mana ers diversi ation a ross m ltiple nderlyin nds elps miti ate do nside ris at t e e pense o dil tin t e pside impa t o top per ormin port olio onstit ents e ondary ve i les may o er t eir o n e pos res to a n m er o diversi yin so r es o ret rn a ove t ose o ered y t e nderlyin investments as se ondary rms ave evolved to e ome providers not st o li idity t o espo e apital sol tions to nd mana ers and investors omple ity and tailored apital sol tions are t o s ret rn drivers HEDGE FUNDS imilar to private mar ets a are lly onstr ted s ill ased ed e nd port olio may introd e parti lar n orrelated so r es o ret rn to an asset o ner s port olio And li e private mar ets ed e nd ret rns an e separated into distin t 32 | Goldman Sachs Asset Management omponents eta e pos re to traditional and alternative ris a tors and alp a enerated rom mana er s ill Alp a s ill ased ret rns are t e ret rns enerated in e ess o at is e pe ted iven t e ile not ris s ta en to enerate t em asso iated it any ommon ris a tors ed e nd alp a an e se mented ased on t e approa es sed to enerate it is yprod t o mana er s ill is enerally vie ed as t e most desira le omponent o a ed e nd mana er s ret rn and it t e re ent elevated levels o mar et volatility and i er orrelations o sto s and onds t o ndamental ildin lo s o most allo ators port olios e elieve t at in reasin e pos re to idiosyn rati or s ill ased ret rns an address some o t e i est allen es ed e nd investors a e today What Hedge Funds Seek to Capitalize On e ed e nd niverse en ompasses a plet ora o investin strate ies o sed on a ide ran e o asset lasses and individ al se rities ome nds ta e dire tional ets in t eir port olios al eit it lo er e pos re to traditional etas t an is t e ase in traditional e ity and redit ve i les t er nds p rs e mar et ne tral strate ies i o s on p re alp a eneration o ever a ommon t eme a ross t ese strate ies is apitali in on an es and ineffi ien ies in t e mar et environment nan ial mar ets ere per e tly effi ient and evolved in an effi ient ay diver en e in mar et pri es o ld not lead to t e emer en e o opport nities it a normally i ris ad sted ret rns n reality a an in e onomi environment and t e rea tion o mar et parti ipants to t ese an es an move pri es a ay rom effi ient levels reatin temporary potential pro t opport nities istory as s o n t is pro ess is not sim ltaneo s and may evolve slo ly ntil pri es onver e ar ets display varyin to effi ien y de rees o effi ien y at di erent points in time ma in or onstantly an in opport nity sets e more n ertainty and t e reater t e dispersion o potential o t omes t e reater t e potential opport nity to apitali e en t ese opport nities do arise ompetition or idiosyn rati ret rns an e er e Role of Hedge Funds in a Portfolio e do not vie asset lass it investor s port s ill ased ret developin sol ed e nds as a monolit i one spe i role in every olio Rat er e onsider rns as omponents or tions or di erent port olio Alpha Sources Alternative Beta Factors HEDGE FUNDS DIVERSIFYING SOURCES OF RETURN—A FRAMEWORK Uncertainty Beta apitali in on dispersion reated rom n ertainty in t e pat or ard n ertainty an lead to ris ein mispri ed or on li tin o t omes ein pri ed in it in di erent mar ets at t e same time or instan e i t e sto mar et is pri in in a i er terminal ederal nds rate t an t e ond mar et a dire tional mana er o elieves t at t e sto mar et is too pessimisti an in rease e ity e pos re and reali e val e i t e ris premi m de lines Mosaic Beta eneratin insi ts on ross asset onne tions so as to e press a t eme t ro m ltiple an les or e ample a ma ro mana er an e press a vie on str t rally risin ener y pri es y oin lon ener y t res an alternative ener y and t e rren ies o oil prod in o ntries ile s ortin a as et o t e i est ener y ons min orporations and rren ies o oil importin o ntries Alternative Risk Premia Derivin val e rom e pos re to ris premia it little or no sensitivity to t e dire tion o overall mar ets or e ample a arry trade an orro in t e lo er yieldin apanese yen to invest in t e i er yieldin dollar to ta e advanta e o rren y yield di erentials A ross se tional moment m trade may apitali e on te ni al a tors to o lon re ent o tper ormers and s ort nderper ormers e a ility to implement t ese strate ies it derivatives ena les a di erent ris ret rn pro le t an a traditional lon ased tradin strate y rt er de reasin orrelations to dire tional e pos res Liquidity a in advanta e o pri e di erentials a ross assets it di erin li idity pro les and o evolvin li idity osts in an in mar et onditions avin t e le i ility to p rs e lon er term sit ations n ampered y onstraints aro nd providin daily li idity A distressed mana er o ld apt re a premi m rom oldin a stressed investment or t e len t o t e restr t rin pro ess d rin i t e se rity is lar ely illi id it e investors illin or a le to ta e on t e asso iated ris ey to arnerin t e ene t o illi idity is ens rin t at t e investment str t re o t e nd orresponds to t e time ori on o t e opport nity set Insight denti yin and pro tin rom ar itra e opport nities in asset lasses se tors or individ al se rities is re ires an nderstandin o o e onomi s and mar ets may evolve and t e a ility to ma e orre t d ments ased on t is in ormation or instan e a relative val e mana er an posit t at re ent diver en e et een t e pri es o t o similar sto s as an overrea tion t at de o pled pri es rom ndamental val e ortin t e re ent o tper ormer and oin lon its peer o ld e a et on t e pri es re onver in onversely a mer er ar itra e mana er elievin t at re lators ill re e t an anno n ed mer er on anti tr st ro nds and a se t e pri es o t e nderlyin ompanies to diver e to pre anno n ement levels an s ort t e tar et and o lon t e a irer Complexity and Innovation nvestin in sit ations too omple or many mar et parti ipants to properly eval ate or implement or or val e reali ation or instan e volatility ar itra e strate ies seein a di erent innovative approa aim to apitali e on t e mispri in o volatility via trades a ross m ltiple derivatives ontrollin or dire tional pri e movements and t e rates o an e in pri e movements o t e nderlyin se rity nnovation an also ta e t e orm o an a tivist investor advo atin or a di erent pat to val e reation and en a in in potentially omple initiatives to e e te on t is pat Capital Flexibility ivotin opport nisti ally a ross asset lasses and opport nities and varyin t e port olio s net e pos re An e ample is an event driven mana er pivotin et een mer er ar itra e in an environment o ro st orporate onsolidation a tivity and spe ial sit ations event driven opport nities in an e onomi do nt rn is alp a an en an e ret rns ile elpin limit a nd s orrelation to any spe i ris premia over lon er time ori ons Perspectives | 33 SUMMER 2022 | ISSUE 3 needs e role or ed e nds ill li ely vary y asset o ner ased on a port olio s rrent e pos res desired o t omes and an in mar et onditions it over di erent ed e nds in t e mar et today p rs in a ide variety o strate ies identi yin t e desired mi o nds alls or a systemati approa e rst step o ld e to identi y elevated ris a tors or potential s ort omin s in an asset o ner s port olio e port olio s istori al ret rns an e de omposed to identi y ma or mar et ris s en a ran e o e pos res and sensitivities to ndamental mar et and ed e nd a tors an e assessed in l din e ity pri es implied volatility interest rates redit spreads ommodity pri es and orei n e an e levels nderstandin an es in ret rn drivers and t e port olio s ris pro le an elp assess t e evol tion o port olio ris and at opport nities an e omplementary to t e port olio s pro le and o e tives ret rns parti lar to ea investor s sit ation ree se ases elo re le t ommon iss es a in investors in today s environment In an environment in which traditional fi i c a iti ar iti l c rr lat r ca a i t r fi attractive sources of uncorrelated returns? A diversi ed port olio o lo orrelation strate ies it s ill ased mana ers o ave little or no dire t str t ral e pos re to e ity mar ets an elp o set elevated eta ris o er dire t e ity e pos res may reate a ret rn pro le it lo er e pe ted orrelation to e ity ret rns ese port olios typi ally ave more e pos re to relative val e mar et ne tral and ta ti al tradin strate ies If a portfolio’s projected returns are below the stated return objective, can returns be enhanced without increasing equity beta? or investors a in a potential ret rn s ort all it limited le i ility it t eir ris d et t e o s an e on a sol te ret rn sol tions ose primary oal is eneratin i er alp a ere is a m ltit de o se ases or in l din a ell desi ned port olio o s ill ased an investor may onsider ed e nd mana ers o invest it a medi m term time ori on and are relatively a nosti to strate y styles or asset lasses allo in or an e pansive opport nity set Are there ways for an investor with a midduration time horizon to be opportunistic? An investor an onsider opport nisti e pos res in port olios o sed on on entrated investments in a sin le t eme nderta en in partners ip it an e ternal mana er ten t ese opport nities are tied to spe i atalysts t at ill ta e a year investment ori on to lly materiali e ey tend to e i est on t e ris ret rn spe tr m o ed e nd strate ies Identifying and Accessing Manager Skill ed e nds ave many tools to see to ma ni y t eir e ess ris ad sted ret rns tili in s ortin and levera e to in rease or red e ris e pos res ta in diversi ed or on entrated positions and investin in a manner n onstrained y en mar in onsiderations o ever t ese tools also Top Asset Owner Challenges and Potential Hedge Fund Solutions in the Current Market Environment Asset Owner Challenge Potential Solution Finding attractive sources of uncorrelated returns Enhancing returns without increasing equity beta o orrelation ort olio trate y A sol te Ret rn n onstrained Being opportunistic given a mid-duration time horizon ed e o r e ne oldman a s Asset ana ement nd o investments or dis 34 | Goldman Sachs Asset Management ssion p rposes only Types of Strategies Used Strategy Characteristics a ti al radin ar et Ne tral Relative al e ittle or no dire t str t ral e pos re to e ity mar ets trate y A nosti eta A nosti Dislo ation radin pport nisti inan in s ill ased omple ol tions Alp a oriented it a sol te ret rn o s diosyn rati and tied to ertain atalysts e ploitin ineffi ien ies in a year investment ori on ma ni y t e potential dispersion o ret rns ma in tr e mana er s ill all t e more riti al to nd ile time series analysis provides a istori al antitative assessment o a mana er s a ility to enerate s ill ased ret rns it is more riti al to assess a man er s a ility to enerate persistent alp a in t e t re e elieve a mana er s or ard alp a prospe ts are more dependent on t eir analyti al apa ilities and pro ess t eir e avior and in entives and t e or ani ational and lt ral val es t an on istori al per orman e ma in tra re ord an important t in omplete inp t into t e eval ation pro ess in e investment ris s are m lti a eted o r e perien e as s o n t at s ill ased a tive mana ement or s est in an environment o e er onstraints and is est implemented it a diversi ed set o mana ers apitali in on a om ination o di erent so r es o s ill ort olios diversi ed in t is manner tend to demonstrate ot more attra tive orrelation dynami s and etter do nside miti ation t ro vario s mar et y les As s a ell ra ted diversi ed port olio t at prioriti es s ill ased investment strate ies s o ld en an e ris ad sted ret rns and may ltimately improve t e lon term onsisten y o an asset o ner s per orman e IMPLICATIONS FOR PORTFOLIO CONSTRUCTION Alternatives private mar et and ed e nd investments omprise myriad strate ies t at an play di erent roles in port olios t t ese strate ies ave t o eat res in ommon irst t ey o er diversi ation to traditional p li e ity and ed in ome instr ments omplementin traditional investments via di erentiated so r es o ret rn e ond t eir nat re and str t re ma e t em ill s ited to traditional mean varian e optimi ation approa es As s onsiderin t ese strate ies t ro t e lens o nderlyin ret rn drivers an e in ormative Admittedly not all o t e ret rn drivers noted in t is paper an e anti ed As s t is rame or is not a repla ement or a more ro st optimi ation approa Rat er it an e an additional lens t ro i to vie t ese asset lasses a tool to omplement t e investor s e istin port olio onstr tion pro ess or reatin diversi ed port olios o traditional and alternative investments n o r es 2. 3. ee or instan e Ro ert arris im en inson and teven N aplan o Do rivate ity nvestments er orm ompared to li ity o rnal o nvestment ana ement and as ersisten e ersisted in rivate ity viden e rom yo t and ent re apital nds RN ar and er orman e Analysis and Attri tion it Alternative nvestments atteo in are re ory ro n Andra ent endy ristian nd lad Ri ard a ell a n nday and i an ary am rid e Asso iates ased on in eption to date per orman e o nds a ross vinta e years NAR omp ted sin mont ly total ret rns on t e and NAR All R indi es rom to and t e rst mont o R in l sion in t e to ased on avera e a e o ompany at so r e ro essor ay Ritter as o De em er in are ro n et al er orman e Analysis and Attri tion it Alternative nvestments an ary it oo orld an insey as o Diversi ation does not prote t an investor rom mar et ris and does not ens re a pro t ee or instan e a e ar il Does rivate ity ystemati ally ver ever ort olio ompanies ly and elya ov Ale ander onomi s o evera ed yo ts eory and viden e rom t e rivate ity nd stry ar De nin Alp a t s ill Not ess Ret rn apital ne oldman a s lo al nvestment Resear Alternative nvestments ar et Diver en e Dislo ation and oment m loom er oldman a s Asset ana ement A ed e nds eam ay Perspectives | 35 SUMMER 2022 | ISSUE 3 DISRUPTIVE TECHNOLOGY: MORE RELEVANT THAN EVER Katie Koch is ie nvestment ffi er o ity at oldman a Asset ana ement li s 36 | Goldman Sachs Asset Management Sung Cho is a ort olio ana er in ndamental ity at oldman a s Asset ana ement Brook Dane is a ort olio ana er in ndamental ity at oldman a s Asset ana ement KEY TAKEAWAYS • n lation en o ra es sinesses to invest in te nolo y e a se it elps t em to do more it less and identi y sol tions to ottlene s and ineffi ien ies • e ompanies o erin innovative prod ts tend to e ert onsidera le pri in po er allo in t em to pass on inp t osts to stomers • A tive mana ement is riti al in t is environment as in reased volatility and n ertainty are li ely to drive reater sto level dispersion movin or ard I n mid Novem er t e e ity mar et e an to p ll a driven initially y on erns a o t risin interest rates and i er in lation o date te nolo y e ities ave e perien ed t e s arpest orre tion iven t eir relatively reater sensitivity to interest rates and startin point o elevated val ations t e pri e to ne t t elve mont s earnin s ratio o te e ities iss do n rom its pea in eptem er We see t is orre tion as ma ro driven and lar ely indis riminate te ndamentals remain stron and e elieve sele t te ompanies are ell positioned to o tper orm in an in lationary environment in e t e sell o e an in mid Novem er t e road e ity mar et as allen y and te e ities ave e perien ed t e most severe sell o p llin a y e e ities ave e perien ed t e deepest sell o lar ely e a se t ey ave t e i est anti ipated ro t rates and derive t e ma ority o t eir val e rom as lo s e tendin ar into t e t re en t e mar et anti ipates i er rates it applies a i er dis o nt rate to t ose t re as lo s lo erin t eir present val e ompanies are no ad stin to an environment ere apital is not ree in lation is elevated and persistent and investor appetite is transitionin rom ro t at any pri e to ro t at near term pro ta ility At t e same time t e lo al e onomy is nder oin idespread ines apa le di ital trans ormation t at is an in o orporations operate and invest to advan e t eir siness oals e elieve t at demand or innovative te nolo y is not y li al t rat er is deeply se lar and t at sinesses olstered y t eir stron alan e s eets ill ontin e to invest in t e te nolo ies t at elp t em ma imi e effi ien y As i roso t atya Nadella e plained on a re ent earnin s all ave not seen t is level o demand or a tomation te nolo y to improve prod tivity e a se in an in lationary environment t e only de lationary or e is so t are As a per enta e o D te spend is on a se lar asis y t e end o t e de ade oin to do le Inflation Encourages Businesses to Invest in Technology e elieve t at as e s i t to t e p li lo d and transition to ard so t are as a servi e aa models te nolo y ompanies ill elp ot er sinesses improve operational effi ien y identi y ottlene s and predi t dislo ations e ore t ey o r or an tanley s latest rvey o nd t at on avera e s e pe ted t eir te nolo y d ets to ro y in nota ly i er t an t e year avera e o o t are p rades are e pe ted to drive t is in reased spendin it lo d omp tin y erse rity and di ital trans ormation at t e top o priority lists e enter or n ormation ystems Resear R mean ile re ently o nd t at ompanies t at omplete t eir di ital trans ormations tend to see mar ins i er t an t eir ind stry avera e olsterin t e ase or prioriti in t is spendin Productivity Is the Main Motivation for Robotic Process Automation (RPA) Increasing Productivity Data Integration Purposes Customer Experience Improving Accuracy Reducing Costs Compliance/Audit Needs Employee Experience 0% 20% 40% 60% 80% 100% Where Organizations Are Looking to Implement Robotic Process Automation (RPA) o r e o en Resear R A rvey April or ill strative p rposes only Perspectives | 37 SUMMER 2022 | ISSUE 3 Selected Tech Equities Have Pricing Power Demand or tr ly innovative prod ts and servi es is o ten less dis retionary and t ere ore more inelasti t an it is or traditional oods and servi es y erse rity sol tions are a ey e ample o avoid t e devastatin nan ial and rep tational impa ts o y eratta s ompanies are in reasin ly relyin on advan ed sol tions to se re t eir data And ompanies are proa tively see in innovative se rity prod ts one s e ample is a ne te nolo y t at resolves y eratta s in real time a ross net or endpoint and lo d e ompany t at developed t is prod t as een a le to pass on ost in reases to its end stomers ile ontin in to see a eleratin demand d e to t e ality o its innovation avin innovative prod ts an elp ompanies sti y i er pri es and 38 | Goldman Sachs Asset Management 12% 9.4% Budget Growth 10% 8% 7.7% 6% 5.0% 5.0% 4% 2% 0% o r e 2021 2022 Security Growth or an tanley s an ary 2021 2022 Software Growth rvey or ill strative p rposes only Semiconductor Margins Are Expected to Continue Widening 65% Average Gross Margin Average Operating Margin 40% 60% 30% 55% 20% 50% Forecast: Margins expected to improve again in 2022 45% 10% 40% 35% 06 07 08 09 10 11 12 13 14 15 16 17 18 19 20 21 2E 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 202 o r e a t et and e eries Resear Semi Quarterly Operating Margin e rrent in lationary environment as proven espe ially allen in or small and medi m si ed enterprises s as t ey o ten la t e time d et and te ni al teams to onne t to t eir stomers in rease t eir offi e prod tivity and drive reven e e pansion lo d ased mar etin and sales sol tions an provide lear visi ility to s a ross t e stomer o rney and i li t tan i le atalysts to siness ro t e elieve t ese sol tions an i ly in rease s traffi and ontra t val e and de rease stomer rn Security Budgets Are Primed to Rise Semi Quarterly Gross Margin ne potential sol tion or ompanies is in reased investment in a tomation so t are As la or osts in rease ompanies ill loo or ays to a tomate t e simplest most repetitive tas s sin te nolo ies s as ro oti pro ess a tomation R A R A an ree p employees to o s on i er val e add tas s res ltin in in reased la or prod tivity and lo er overall osts or e ample attended and nattended ro ots may elp save t o sands o man al o rs y red in t e time needed to olle t pro ess and analy e data t ere y drivin millions in savin s in operatin e penses 0% ay esta lis pri in po er is ro st pri in po er an also e seen amon semi ond tor e ipment man a t rers t e pi s and s ovels ompanies developin t e in rastr t re re ired to reate t e ips t at po er lo d mi ration ve i le ele tri ation a tomation intelli ent a ri siness and t e ildo t o rene a le ener y in rastr t re all o i e elieve are in t e very early innin s o ro t Despite inp t ost in reases leadin semi ond tor ompanies ave seen a eleratin even re ord level ross mar ins and ese ompanies ave een a le to pass on ost in reases to t eir stomers or innovative prod ts e need or more ips per ar per data enter et and more innovation is insatia le and e elieve t at t e semi ond tor ompanies providin di erentiated val e to t eir stomers ill see s stained demand as t e orld ontin es to di iti e THE CASE FOR AN ACTIVE APPROACH TO TECH INVESTING e elieve t e mar et as nderestimated t e tail inds t at a ne in lationary re ime ill provide to sele t te nolo y ompanies t ose t at eit er elp ot er ompanies miti ate t e e e ts o risin osts or ave pri in po er d e to t e ality o t eir innovation is nderestimation an e partly e plained y o traditional a o ntin met ods do not lly apt re t e val e o intan i le investments t ose made not in p ysi al assets s as a tories t in intan i le ones s as so t are Resear and development t e en ine o innovation is e pensed instead o apitali ed and t ere is virt ally no a o ntin dis los re o t e ality o a iven ompany s R D t lon term o sed a tive ndamental investors an ta e a deep dive into t e ality o te ompanies innovation and invest sele tively in t ose t at ave t e potential to in over t e lon term Investing in Tech in the Public Versus the Private Markets ereas investin in private mar ets o ers a ess to more nas ent te nolo i al innovations i o ten reate entirely ne mar ets as e i li ted in t e last edition o erspe tives investin in p li e ities o ers omplementary e pos re to te nolo i al innovation in areas it i er apital intensity more e tensive re lation and less inary ris or e ample p li mar et investors an ain tar eted e pos re to a apital intensive part o t e te niverse semi ond tor apital e ipment ompanies i e elieve ill potentially ene t rom road ased moves to res ore semi s pply ains and intensi yin ompetition et een t e ey leadin ed e players nvestors an also ain e pos re to to ers s e t to ar rea in tele omm ni ations re lation and primarily a essi le to investors t ro p li ly traded R s i e elieve may also potentially ene t rom o r in reased relian e on data in rastr t re n so t are private ompanies tend to e s e t to more inary ris t an e see in t e p li mar et y t e time most te ompanies ome to t e p li mar et t ey ave validated t eir prod t mar et t and m o t e siness model and te ni al ris as y e tension een red ed meanin t at t e investment de ision enters aro nd i ompanies ill ain s are e elieve t at or t ese ey reasons investin in p li te e ities provides investors omplementary e pos re to private mar et innovation A Selective, Well-Balanced Approach to Investing in Public Tech Companies ile n ertainty and t e res ltin mar et volatility are li ely to persist or some time one t in is or s re n ertainty and volatility drive in reased di erentiation et een sto s ma in a tive mana ement riti al e elieve t e rrent environment also ei tens t e need or a tive mana ers to e sele tive sin a dis iplined ndamental approa and ild ell alan ed port olios ali ned it d ra le se lar ro t t emes is means investin in sinesses it ro st alan e s eets i pro t mar ins stron ree as lo and lo levera e i e elieve are est positioned to it stand i er rates and risin osts n addition to ein sele tive at t e sto level e elieve it is in reasin ly important to invest lo ally and a ross mar et apitali ations A alan ed approa to investin in te innovation means investin in ot i ro t so t are ompanies and semi ond tor apital e ipment ompanies traditionally onsidered to e more val e oriented sto s it in t e te nolo y niverse Looking Forward istory s ests t at investin in te nolo i al innovation and disr ption an e a innin strate y ver t e last years t e ompanies e de ne as disr ptors ave o tper ormed t ose t at are v lnera le to ein disr pted y o t e ompanies t at ere part o t e years a o no lon er e ist eit er d e to o soles en e or ein a ired At present e elieve t at over o t e ompanies in t e o ld e at ris o ein disr pted reatin potential opport nities or innovative enterprises to enerate meanin l val e over t e lon term t is t ere ore riti ally important or investors to loo eyond mar et apitali ation ei ted en mar s i allo ate too m apital to t e past inners and potentially leave investors ndere posed to t e inners o t e t re nvestors s o ld onsider leanin into lon term se lar ro t t emes s as di iti ation and te ena led ons mption to invest in t e most innovative te nolo y ompanies no matter t eir si e or o ntry o ori in oin or ard e elieve t at te ndamentals ill remain ro st a ainst a a drop o stron orporate and ons mer alan e s eets and t at demand ill ontin e to ro as t e orld ontin es to di iti e n a orld ere ro t is in reasin ly s ar e e elieve t at t e te ompanies ose ro t is eled y anti ipatin and respondin to t e allen es ot er ompanies a ross se tors are a in ill e t e most val a le and over t e lon term ill e pri ed a ordin ly y t e p li mar et nvestors an position t emselves on t e ri t side o disr ption y investin in t e te nolo y leaders o tomorro n o r es 2. 3. loom er a t et as o ne All ret rns are net loom er as o ne All ret rns are net road e ity mar et represented y t e All o ntry orld nde A loom er as o ne All ret rns are net e e ities represented y t e A ele t n ormation e nolo y omm ni ation ervi es nternet Dire t ar etin Retail nde ll a Novem er t ro ne i roso t arnin s all April 2022. or an tanley Resear As o an ary 2022. D Realisin t e al e o Di ital rans ormation par line apital As o April o international to ers are o ned y t ree to er o sed p li real estate investment tr sts o en omm ni ations n rastr t re o ers art o t e ee ne oldman a s Asset ana ement as o ne e a on A to er Perspectives | 39 Insights On: DIGITAL INFRASTRUCTURE Leonard Seevers is on t e orporate ity and n rastr t re nvestment teams at oldman a s Asset ana ement How is the world of infrastructure changing? e overar in t eme is a more n an ed approa to at onstit tes in rastr t re t is o r o servation t at investors are onsiderin ris pro les and asset lass dynami s rat er t an e lists o ara teristi s And it t at e elieve t e apert re roadens Di ital assets er to ers and data enters ave e ome lly a epted as in rastr t re ile al a de ade a o t ey ere lar ely onsidered private e ity assets e an e as ome a o t as di ital onne tivity as e ome an essential servi e and as investors e amine ndamentals t ro a more analyti al lens or instan e in rastr t re s resilien e and reven e sta ility ave traditionally een a ieved via lon term ontra ts it lar e redit ort y o nterparts i er to t e ome on t e ot er and eat res mont ly ontra ts it t o sands o individ al lients o varyin redit ality and a o nt level rn r ns at per mont t t e vast ma ority o t at rn omes rom people movin ile t e er s s ription s ally trans ers rom t e ome s prior tenant to t e ne one Normali in or t at ome level rn is in line it ot er resilient sta le in rastr t re sinesses Anot er aspe t t at e elieve ma es er a resilient siness is t e nderlyin p ysi s ere s no aster or more effi ient transmission me anism t an li t over lass so e elieve it s not v lnera le to te nolo i al o soles en e What are the implications of these changes for investors? ere is no reater overlap et een t e types o investors p rs in ertain assets o ers and data enters or instan e are also t e p rvie o real estate strate ies ile some e ity investors ontin e to p rs e er ese dynami s pl s stron in lo s into di ital strate ies mean reater ompetition and a more allen in investment lands ape e potential impli ations are t ree old irst investors m st e strate i in settin t eir nd si e to re le t t eir investment o s oday smaller er assets trade at more attra tive val ations onsiderin t ey re ire less e pansion to a ieve attra tive ris ad sted ret rns t an lar e s aled ompanies t t ere is a limited amo nt o t ese assets lo ated in attra tive mar ets it a avora le ompetitive lands ape nd si e s o ld ali n it t e mana er s a ility to invest in order to avoid press re to p rs e lar e i ly ompetitive tar ets or t e sa e o deployin apital 40 | Goldman Sachs Asset Management Alejandro Batista is on t e n rastr t re nvestment team at oldman a s Asset ana ement e se ond impli ation is an in reased o s on operational improvements it in rastr t re en ompassin in reasin ly omple sinesses t e operatin plat orm team and lt re in reasin ly e ome di erentiators An investor s operatin s ill and e perien e in addin val e to t e port olio assets an ma e or rea an investment inally reativity and a roader s ope an elp investors identi y overloo ed opport nities or e ample e re seein es alatin demand or di ital systems ildo t ompanies t at lay and onne t er e onstr tion pro ess is ommoditi ed t spli in to et er strin s o er is a i ly spe iali ed s illset ompanies s illed in t is are seein tremendo s opport nities and improvin e onomi s rom a ris and ret rn standpoint t ese opport nities are t e p rvie o private e ity rat er t an in rastr t re t an or ani ation t at an invest a ross t e spe tr m o asset lasses may e etter positioned to apitali e on s opport nities Where does connectivity go next as we move from 4G to 5G, and beyond? very ne eneration o onne tivity introd es t e same estion at to do it t e e tra speed and and idt istori ally se ases ave ollo ed t e ildo t o te nolo i al apa ilities it t e transition rom to mo ile a i se ase as mo ile video it it mi t e a tonomo s ve i les i need very i levels o and idt to pro ess all t e data to ens re driver sa ety r it may e a mented or virt al reality A mented reality ena les easier a ess to in ormation or instan e lasses t at tell yo t e pri e o everyt in yo al y in a store or t e name o every ody at a at erin irt al reality s stit tes t e analo orld it a di ital environment t at en an es so ial intera tion or repla es less t an satis yin aspe ts o p ysi al reality is o ld mean a virt al meetin t at eels li e ein in a room it people or i om ined it a sensory dimension eelin a virt al to e ma e or rea a tor ill e t e inter a e e e tion i is ere t in s an et really interestin n o r e li ompany lin s As o ar LIFE SCIENCES: ENTERING A GOLDEN ERA OF INNOVATION Amit Sinha is ead o i e ien es nvestin at oldman a s Asset ana ement Josh Richardson, M.D. is a mem er o t e i e ien es nvestin team at oldman a s Asset ana ement Kevin Xu is a mem er o t e i e ien es nvestin team at oldman a s Asset ana ement Perspectives | 41 SUMMER 2022 | ISSUE 3 Life Sciences Comprises the Majority of Healthcare Venture Funding 5% Healthcare Services KEY TAKEAWAYS • • • 18% Healthcare IT i e ien es is rrently t e lar est se tor it in t e ealt are ind stry and as ontin ed to e pand rapidly it ei tened demand or t erape ti s driven y a in demo rap i s and t e risin prevalen e o roni disease rea t ro s a ross s ienti dis iplines ave ena led ne t erape ti andidates to e developed more i ly effi iently and pre isely nnovation is in reasin ly o rrin at small iote start ps rat er t an lar e p arma ompanies Life Sciences 10% Medtech 54% Biotech / Pharma 13% Tools / DX Life Sciences Has Grown to a $2tn+ Market R&D Spending As dr development evolves e elieve ne approa es to nan in and apital ormation ill e needed e s ala ility o modern dis overy plat orms may allo or reater opport nity t also re ires si ni antly more apital Revenue $280bn $160bn o r e H it oo As o De em er $2tn +110% +74.9% 2010 $995bn 2020 2010 tatista As o ealt are is an inte ral part o t e lo al e onomy t at impa ts every individ al e lar est se ment o t e ealt are se tor is i e ien es i applies t e st dy o livin or anisms and li e pro esses to ards t e development o novel medi ines and related te nolo ies e D pandemi i li ted t e importan e and impa t o t e innovation and str t ral an es t at are drivin ro t lo ally e elieve t e rrent lands ape provides opport nities to drive resear or ard in riti al areas and e plore ne aven es or streamlinin dr development and approval pro esses 42 | Goldman Sachs Asset Management Innovative therapeutics and vaccines Research tools / reagents and diagnostics products e r ary 2020 rand ie Resear As o ar n o r vie t e o ndation or innovation is s pported y several ey drivers nderpinned y de ades o stron investment rom ot t e private and p li se tors ail inds rom s stained ro t in ndin and resear are leadin to a proli eration o s ienti p li ations and ne patents it rea t ro s a ross dis iplines in l din eneti s imm nolo y and ell iolo y n parallel te nolo i al advan ements s as t e se o arti ial intelli en e A are leadin to aster dr development timelines and t e reation o more personali ed t erape ti s Advan ements in t e nderstandin o disease and a onver en e o innovation a ross many s ienti dis iplines are ena lin t e development o ne dr plat orms t at reate novel ays to treat disease and solve patients nmet needs eparately re latory odies are reatin poli ies to etter levera e ne te nolo y and reate ne approval pat ays it a on erted e ort in many eo rap ies to s pport domesti innovation and development t e ne t de ade ill see an a eleration o some o t e riti al trends t at ave s aped p arma strate ies and pipelines istori ally is ill reate allen es or in m ents t opport nities or innovative ne ompanies and te nolo ies to ome to t e ore ront Accelerating Life Sciences Product Development As t e dr development pro ess is evolvin so are ompany ormation timelines reatin a need or ne nan in models and apital sol tions n t e ne t de ade o t e top sellin dr s in ill lose patent e l sivity res ltin in a loss o n in sales or lar e p arma ompanies As s lar e p arma is reeval atin its lon standin strate y o developin most dr s in o se and in reasin ly loo in to smaller iote ompanies as a ay to a ire innovative dr s to replenis pipelines o ever small iote s o ten ave limited a ess to nan in to effi iently pro ress t ro lini al trials ile remainin private and independent oin or ard e elieve Dr development is t e most reso r e and time intensive se ment o istori ally re irin a o t years nvesti ational Ne Dr to approval and n to advan e a sin le dr to approval ese lon development timelines are t e res lt o a traditionally ri id re latory str t re t at as developed to ens re t e sa ety and effi a y o prod ts or man se e dr development pro ess ontin es to ene t rom advan ements in tools dia nosti s te nolo y and re lation As a res lt e e pe t timelines to ompress and t e pro ess to e ome more ost effi ient in t e omin years Ne appli ations o A and ma ine learnin adaptation o mod lar dr desi n and improvements in lini al trial desi n and operations are reatin a paradi m s i t rom a traditional model o dr dis overy to an emer in model o rational dr desi n is more en ineerin ased approa to dr development is ena lin aster s ala ility in reased pro a ility o s ess a elerated timelines and red ed ost mproved omp tin po er and advan ements in A te ni es ave made it possi le to lean insi ts rom an e ponentially ro in set o ealt are data As te ni es e ome more sop isti ated A as t e potential to in rease effi ien y and red e osts at many sta es o dr development ne re ent appli ation is protein str t re predi tion i is e pe ted to ave ro nd rea in impli ations or s ien e and medi ine iven t e pivotal role t at protein str t re as or ena lin dr dis overy e orts and t e ard o s e perimental approa es t at are o ten needed to o tain protein str t re any ot er e amples o t e val e o A in dr dis overy ontin e to emer e Innovation is Unlocking an Emerging Model for Drug Development 1. Target tificati Traditional Model 2. Drug Candidate 3. Preclinical Testing 4. Clinical Testing Drug Discovery perimental Emerging Model i ro p t reenin tandard odels road op lations Drug Design A na led od lar Dr Desi n n stomi ed odels De ned Narro op lations Advantages ala ility ro a ility o ess imelines ost Validated Platform + Modular Design = Rapid Product Cycles o r e oldman a s Asset ana ement or ill strative p rposes only Perspectives | 43 SUMMER 2022 | ISSUE 3 it novel insi ts ein derived or aster tar et identi ation and prioriti ation more a rate identi ation o disease relevant p enotypes streamlined ompo nd desi n and optimi ation and pre ise predi tions rom i ontent ima in and di ital pat olo y ompanies en a e a road system o sta e olders t at an es over t e o rse o development ran in rom a ademi and resear or ani ations in early development to re latory odies and payers i e ins rers t at play a riti al role in t e approval and ommer iali ation o dr s o t at end advan ements in t e dr development pro ess are omplemented y an evolvin re latory environment i is ena lin reater le i ility Re ent re latory modi ations ave more learly de ned sit ations ere t e lini al development pro ess an e modi ed to etter meet patient needs et i al onsiderations or spe i re irements o t e disease or dr modality n t e i prod es t e most iote patents orld ide t e DA as introd ed ne poli ies t at are providin s pport or a ess to innovation and novel t erapies e res lt as een t at ann al DA approvals do led in t e de ade rom to imilar initiatives are ein nderta en y re lators in ot er re ions in l din t e A rope and N ina Advancements in the drug development process are complemented by an evolving regulatory environment, which is enabling greater flexibility. REGULATORY FLEXIBILITY IN CLINICAL TRIAL DESIGN... • Breakthrough designation priority review and accelerated approval pathway to red nmet needs • Concurrent clinical trials / adaptive design to modi y trial timelines • Real-world evidence (RWE) to red e approval timelines or dr s addressin e trial osts and time Example n olo y prod ts approved sin t e a elerated approval pat ay are ro t to mar et years aster t an traditionally approved on olo y t erapies ...MORE CUSTOMIZED APPROACHES ARE ACCELERATING DRUG DEVELOPMENT Priority Review Desi nation or dr s t at s o si ni ant improvements in sa ety or effi a y dire ts DA reso r es to s orten de ision timeline to mont s Fast Track ro ess desi ned to a ilitate development e pedite revie o dr s to treat onditions it an nmet medi al need to et dr to patients aster Accelerated Approval or dr s t at re ire an e tended period to meas re intended e e ts approval an e ranted ased on s rro ate endpoints in some ases Breakthrough Therapy A ility to ain approval ased on preliminary lini al eviden e i data indi ates dr may provide s stantial improvement over availa le t erapy s Use of Policies in Novel Drug Development Priority Review Fast Track Accelerated Approval Breakthrough Therapy 0% o r e 44 | Goldman Sachs Asset Management 20% 40% 60% 2021 Novel Drug Approvals that Used Expedited Review Programs (%) ood and Dr Administration As o De em er 80% The Convergence of Breakthroughs is Creating New Drug Development Platforms with Robust Potential Last 10 Years Genetics Whole Genome Cancer Viral-Based Sequencing Genomics Gene Therapy Gene Therapy Insertion of a function functional gene to address a genetic mutation CRISPR-Based Prime-Based Gene Editing Gene Editing Gene Editing ditin o a spe i gene to correct a genetic mutation Immunology Antibody Therapies Cell Biology Immunomodulatory Cytokines Development of Stem Cell Applications Induced Pluripotent Stem Cells (iPSCs) i pe i s + T-Cell Engagers Autologous Cell Engineering Allogeneic Cell Engineering AIBased AI-Based Target Gene + Protein Delivery Characterization In Silico Screening Artificial Intelligence Checkpoint Blockade for Oncology mRNA Delivery of mRNA that encodes vaccines or therapeutics Integration of discoveries, insights, and technologies AIBased Drug Design Breakthroughs Across Multiple Disciplines… RNAi Suppression of gene expression through small RNA molecules CAR-T T-cells with engineered receptors to target cancer cells Pluripotent Stem Cells Stem cells that can mature into required cell types (e.g., for regenerative therapies) ...Are Enabling New Drug Platforms with a combined market potential of >$5tn o r e oldman a s Asset ana ement DA DA oli ies Innovations in the Science of Life Sciences Dr development is e omin in reasin ly interdis iplinary it rea t ro s a ross ey dis iplines s as eneti s imm nolo y ell iolo y and A onver in to reate ne modalities and dr plat orms ver t e last ten years t e emer en e o R R ased ene editin as reated an a ility to pre isely edit and manip late enes to orre t eneti m tations potentially treatin eneti diseases at t e so r e A reater nderstandin o imm nolo y as ena led more tar eted t erapies t at se a patient s o n imm ne system to t disease mm ne e point in i itors i e se o oli ies or ill strative p rposes only dr s t at lo si nals sed y an er ells to evade t e imm ne system allo in t e ody to re o ni e and ill an er ells are no idely sed to treat a ran e o an ers n ineered imm not erapies reated it i spe i anti odies and ell en a ers i e modalities t at dire t t e imm ne system to tar et and ill an er ells are reatin more tar eted an er t erapies t at reatly in rease t e standard o are over traditional emot erapy and radiation approa es Advan ements in ell iolo y o er a omple onte t dependent a ility to treat disease it potential appli ations in re enerative medi ine e rapid ro t in A apa ilities provide a po er l tool not only or improved omp tational s reenin t also or t e identi ation o novel tar ets and desi n o ne dr s olle tively t e inte ration o dis overies insi ts and te nolo ies a ross dis iplines yields a more tar eted innovative and e e tive ay to treat disease t ro ne dr plat orms Structural Changes Lead to New Opportunities ienti rea t ro s and improved re latory rame or s are leadin to str t ral an es t at are s i tin o innovation ta es pla e e evol tion o li e s ien es start ps an o ten mirror t e Perspectives | 45 SUMMER 2022 | ISSUE 3 Illustrative Drug Development Process 1. Research & Development 5,000-10,000 compounds Exploratory research to identify drug candidate 3. Phase I-II Clinical Trials 5-10 candidates Phase I: Small-scale test for safety ase edi m s ale test or sa ety effi a y and dose ndin 5. Approval 1 approved drug Data submission and review by FDA 4. Phase III Clinical Trials 1-2 candidates Phase III: Large-scale test or effi a y and sa ety 2. Pre-clinical 100-200 candidates Animal testin to eval ate sa ety and effi a y 3-6 years o r e oldman a s Asset 6-7 years ~1 year ana ement or ill strative p rposes only dr development pro ess it ompanies e perien in di erent ris s opport nities and nan in needs as t ey rea ne milestones and p ases o development As dr development pro esses evolve t e timeline o ompany ormation and mat ration is s i tin too maller iote s are o ten more spe iali ed a ile and loser to ey so r es o innovation e niversities t an lar e p arma ma in t em etter s ited to advan e novel t erapies rom on ept to lini al trials e ost o la n in an start p and developin ne as allen as te nolo y and pro esses ave improved similar to o lo d omp tin no ode pro rams and aa prod ts ave red ed t e ost to la n a te start p ile it is no eaper to la n a ne ompany and esta lis an initial proo o on ept it is more apital intensive t an ever to navi ate lini al trial desi n and operations as ell as t e ever an in re latory approval pro ess raditional nan in models or ave not yet adapted to t e an in lands ape 46 | Goldman Sachs Asset Management Not only ave t e n m er o start ps in reased t t e s i t to more plat orm ased ompanies as res lted in in reased apital re irements eyond t e apa ity o traditional so r es ompanies in t e early resear sta e rely eavily on overnment or p ilant ropi apital t at is enerally not see in a nan ial ret rn e rants to elp esta lis a via le idea e allin osts o la n in a start p ena le t is initial ndin to ta e a ompany rt er t an e ore arly sta e vent re rms ave een inte ral in s pportin ompany ormation aro nd early ideas it ann al investment more t an triplin to n in t e de ade t ro raditionally vent re rms nded ompanies or lon periods t ro initial lini al trials en s ienti and lini al ris remained i o ever ile p ront osts ave one do n lon er term apital re irements ave intensi ed im ltaneo sly nan in as een ins ffi ient to meet t e needs o start ps As a res lt e elieve t at private ro t apital provides a ni e sol tion to ompanies t at ave a di erent ro t rve Dr development at small ompanies is o ten a ilitated t ro partners ips it lar e p arma ompanies ose operational apa ilities are more ond ive to lini al trials dr man a t rin and distri tion rat er t an dr development e more re ent o s o developin plat orm te nolo ies it non inary o t omes as opposed to sin le assets also means t at iote ompanies an prod e diversi ed prod t lines ile s alin more i ly t an in t e past ar e p arma ompanies o are in reasin ly a in loss o e l sivity on top sellin dr s loo to t ese prod ts developed y smaller ompanies to replenis e istin and t re dr pipelines The Growth Gap or ompanies t at oose to remain independent t e in reased apital needs o lini al development ave led t em to o p li earlier in t eir development et een and t e per enta e o iote ompanies oin p li in pre lini al or p ase sta e s r ed rom to ile iote p arma ompanies a o nt Lifecycle of Life Sciences Companies is Tied to Drug Development Stages Company Stages As ompanies a ieve development milestones t eir ris pro le and investment needs evolve Company Formation Platform and Preclinical sta lis via ility property and esta lis team Develop nderlyin and resear te operations ain approval s ale and it man trials to test sa ety nolo y and identi y potential dr Commercial Clinical Development Development i ense intelle t al ommer iali e prod t and effi a y andidates Funding Sources A ide variety o sta e olders ontri te to i e ien es ompany ndin over t e o rse o a ompany s li e y le VC Growth Capital Royalty Monetization Common Exit Paths ere are di erent e it pat s ased on investor pre eren e or ompany per orman e IPO: nter p li mar ets Acquisition: o r e oldman a or less t ind stry least need or s Asset yo t y lar e strate i ompany ana ement or ill strative p rposes only an o deals ann ally t e as onsistently a o nted or at o a ed s re le tin t e ompanies to tap p li mar ets any ompanies today still ave i lini al and re latory levels o s ienti ris at t e time o o ten it inary options or s ess is ris an e diffi lt to pri e in p li mar ets it many investors pre errin opport nities at t e late lini al or ommer ial p ase en s ienti and re latory ris as lar ely een minimi ed o t at end t e median ret rns mont s post de lined rom in to in Additionally t e daily volatility o p li mar ets an lead ompanies to trade it road mar et onditions rat er t an ased on t e development o t e nderlyin te nolo y ese iss es are parti larly pertinent en additional nan in is needed to s pport rt er lini al development as is o ten t e ase or many early sta e ompanies enterin p li mar ets today As a res lt p li mar ets As the drug discovery and development process is evolving, so are company formation timelines, creating a need for new financing models and capital solutions. Perspectives | 47 SUMMER 2022 | ISSUE 3 Private Growth Capital Gap & Drug Development Life Cycle Early Stage Research Discovery Preclinical Phase I Phase II Phase III Historic Average Stage at IPO Public Equity Venture Capital Crossover and public capital supported earlier stage investments during bull market Recent Private Growth Gap Venture Capital Public Equity Average Stage at IPO o r e oldman a s Asset Retrenchment has created a funding gap better suited for private ro t apital ana ement or ill strative p rposes only are o ten a s optimal nan in option or nan in t ro o t lini al trials raditional s ontin e to s pport ro st idea and ompany ormation o ever t ese ompanies re ire s stantial apital eyond t is sta e to nd de nitive e periments to de ris and s ale t e plat orm and develop asso iated t erape ti s it t e in reasin n m er o ompanies ein ormed and de reasin a ility to a ess p li e ity apital e e pe t t is to res lt in an opport nity set o i ality private ompanies t at re ire private apital to s ale A New Era Ahead As ma ro trends drive demand or etter ealt are e elieve t at innovations in tools te nolo ies and pro esses or treatin disease om ined it a s pportive re latory environment as reated a olden a e or t at ill ena le aster etter innovation lo ally ile si ni ant advan ements ave een made in re ent years e elieve e are still in 48 | Goldman Sachs Asset Management t e early sta es o a m lti de ade era o npre edented ro t As ndin or resear a ro in or or e and etter lo al dr development in rastr t re ontin es to ena le reater s pply o novel ideas ne nan in models ill e needed to s pport ompany ormation and development is is presentin an opport nity or private mar et investors it t e re isite e pertise and net or to apitali e on a timely opport nity to advan e t e t re o ealt are innovation t ro investment in n o r es 2. 3. e op lo ster atent pirations omin is De ade i ins D nn Noa ier e arma ly Resear and Development in t e arma e ti al nd stry on ressional d et ffi e April alla ay t ill an e everyt in A ma es i anti leap in solvin protein str t res Nat re De em er nderstandin t e istory and se o t e A elerated Approval at ay Avalere an ary ood and Dr Administration it oo As o oldman a s it oo ar GROWING CYBER THREATS TO SUPPLY CHAINS AND THE POTENTIAL SOLUTIONS Fortress Information Security is a supply chain cybersecurity provider that helps secure 40% of the U.S. power grid and critical assets, as well as enterprises in other sectors such as aerospace and defense, manufacturing, telecoms, pharmaceuticals, transportation and insurance. We spoke with Betsy Soehren-Jones, Fortress COO, to discuss the growing cyber threats to supply chains and the potential solutions required in order to protect key industries. Betsy Soehren-Jones COO of Fortress Information Security As ie peratin ffi er oe ren ones is responsi le or ortress ales and trate y or ani ations servin t e riti al n rastr t re De ense siness lines R ar etin an a t rin li oli y and Department o Perspectives | 49 SUMMER 2022 | ISSUE 3 Essential industries are facing more cybersecurity threats emanating from the supply chains that underlie them. As a result, companies on the frontline of critical infrastructure need better data and analytics to understand threats and tools to defend themselves. Why are supply chain cyberattacks a growing trend within cybersecurity? Betsy Soehren-Jones: odern effi ient s pply ains an reate vast e onomi and so ial ene ts t t ey also rin ris s r ani ations an sometimes lose ontrol o t e so t are and p ysi al omponents or t e prod ts t ey provide is res lts in in reased v lnera ility to net or intr sions a s and more sop isti ated y eratta s i p ts in ormation riti al in rastr t re and lo al s pply ains at ris nd stries t at ma e p t e riti al in rastr t re se tor ele tri oil and as aste and ater are more desira le tar ets Alt o many ompanies in t ose se tors ave ro st se rity and an eep o t potential enemies doin so e omes more diffi lt en yo r enemies loo li e riends at s y t ird parties s ally vendors are so at ris Where are the biggest vulnerabilities in critical infrastructure? Soehren-Jones: e private se tor o ns or r ns a o t o riti al in rastr t re any lar e orporations and overnment entities ave done an e ellent o o prote tin t emselves rom dire t y eratta s o ever t ere are t o sands o small and medi m si ed enterprises t at s pport t e lar e or ani ations t at mana e riti al in rastr t re ese smaller ompanies s pply prod ts or omponents as omple as n lear po er enerators or m ndane as air onditionin systems et t ey ave a ess to lar e riti al in rastr t re entities even i it is st via t e a o ntin system to s mit ills and re eive invoi e payments n many ases t ese s pply ain partners ave limited y er de enses and o er a doors or a ers riminals and even nation states to la n atta s a ainst o r nation s riti al assets ese partners are t e rst pla e t at t reat a tors loo en tryin to nd a a door ey s ally don t ave se rity li e a ort ne ompany e a se t ey an t a ord it y rea in t ro t e ront door ere all t e se rity is en yo an nd an n arded door in t e a How can these smaller businesses make strategic investments for their future operations? Soehren-Jones: t starts it visi ility mall sinesses need to nderstand ere all t e ildin lo s or t eir prod ts ot rom a ard are and a so t are perspe tive ome rom n e t ey ave a ll l eprint o t e o ndational omponents t at omprise t eir sol tions ompanies an determine ris s e ond it re ires ind stry olla oration ar e sinesses s are many o t e same s ppliers or e ample in t e ener y se tor tilities all or it many o t e same several ndred vendors ese or ani ations m st s are in ormation data and analysis a o t potential t reats and ris s t ey ave identi ed to ena le proa tive y erse rity pro rams ortress as a entral repository o in ormation t e Asset to endor A ar etpla e t at ena les asset o ners and s ppliers to minimi e t e time and ost to pro ess and assess t e impa t o y er t reats rA i rary is a ni e omm nity or 50 | Goldman Sachs Asset Management in ormation s arin and olla oration providin lients it a ess to more t an vendors and millions o assets oin or ard e plan to develop t is o erin or all riti al in rastr t re se tors providin a ompre ensive set o tools to over ome s pply ain se rity and omplian e allen es asso iated it t ird party ris mana ement all ile red in osts Effective compliance can be timeconsuming and costly for companies without a partner that understands both the threat and regulatory environment. How are public and private sector stakeholders addressing national security issues stemming from supply chain vulnerabilities? Soehren-Jones: As riti al ind stries in reasin ly a e y erse rity t reats dire ted to ard t e s pply ains t at nderlie t em all orners o t e ederal overnment and private se tor ave i ly re o ni ed t at se rin riti al s pply ains is a national se rity iss e n t e past e years a t orities s as t e y erse rity and n rastr t re e rity A en y A and t e Nort Ameri an le tri Relia ility orporation N R ave released s pply ain y erse rity idelines o ever ompanies are dealin it enormo s re latory rdens la ma ers and re lators ave implemented and are ontin in to on eive ne s pply ain ris mana ement r les t at ave and ill impose very omple re irements or all overnment s ppliers ontra tors rantees e tive omplian e an e time ons min and ostly or ompanies it o t a partner t at nderstands ot t e t reat and re latory environment ta li rtr cti l c r a i ati fi t ac a tr l a r i t t ir fi a l c ai t Soehren-Jones: ortress ena les ompanies to assess miti ate and remediate ris s asso iated it vendors assets and so t are in t eir s pply ains e ompany s sol tion as o developed it leadin ele tri tilities and as sin e ro n into a onsorti m tool or t e ele tri tility ind stry led y leadin an or stomers omprisin ve o Nort Ameri a s ten lar est investor o ned tilities e elieve t e siness is positioned to repli ate its s ess in t e tility se tor a ross all riti al ind stries in l din oil and as transportation aste and aste ater nan ial servi es and ealt are r plat orm is a so t are sol tion t at a tomates s pply ain mana ement n tions in l din ris assessments or lo s data pro essin and analyti s ontin o s monitorin and re latory reportin y doin so e ena le overnment and siness leaders to ta le t e si ni ant allen e o se rin prod ts and sol tions ilt it t o sands o omponents man a t red y ompanies a ross do ens o o ntries As critical industries increasingly face cybersecurity threats directed toward the supply chains that underlie them, all corners of the federal government and private sector have quickly recognized that securing critical supply chains is a national security issue. How do you see the cybersecurity industry evolving from here? What risks are on the horizon and how can organizations best prepare for, respond to, and recover from the next line of attacks? Soehren-Jones: e most re ent A d et ited t e need to prote t riti al so t are t ro en an ed se rity meas res as one o t e o r ore reasons or an d et in rease o more t an mm e spendin pa a e represents t e ro in e orts to address t e spate o y eratta s on ey or ani ations and ind stries oo in a ead e elieve riti al in rastr t re providers and poli yma ers m st o tline spe i standards t at ena le developin and revie in a o t are ill o aterials a ormal ma ine reada le inventory o so t are omponents and dependen ies to minimi e y er ris amon omple s pply ains ile many standards and idelines re ire varyin levels o so t are se rity e elieve ortress is ni ely positioned to or it ind stry and overnment to implement a pra ti al standard or preparin and analy in s to meet today s riti al in rastr t re y erse rity t reats n Perspectives | 51 SUMMER 2022 | ISSUE 3 STAYING AHEAD OF THE DIGITAL CURVE Investing in technology can provide a first-mover advantage in private markets and has the potential to transform the investment life cycle. Darren Cohen is lo al o ead o ro t ity at oldman a s Asset ana ement 52 | Goldman Sachs Asset Management Luke Flemmer is ead o Di ital trate y or Alternatives at oldman a s Asset ana ement How have you seen the use of technology change in private equity in recent years? Darren Cohen: very p li asset lass e ities redit rates as one t ro a similar trans ormation rom man al i lateral or lo s to data intensive i ly a tomated di ital mar ets it n an ed mi rostr t res As t ose mar ets di iti ed early investments in te nolo y plat orms and data analyti s ena led rst movers to et a ead o t e rve and apt re disproportionate e onomi s and mar et s are ose o ere late to evolve and adapt s ered as ompetitive dynami s an ed and t e mar et str t re s i ted Luke Flemmer: e are startin to see a real i r ation in t e mar et ome private mar et rms ere a ead o t e rve investin in ndamental data re irements and systemati in pro esses No t ese rms an operate at s ale and ave s rpl s apa ity to invest in more advan ed te nolo ies t at are leadin to e ponential ains ose t at aven t made investments are no playin at p spendin most o t eir d ets to et asi data y iene in pla e as t e amo nt o availa le in ormation proli erates t is very similar to t e dynami e sa over t e last ten years in t e p li mar ets ere some an s ad made o ndational investments t at allo ed t em to really s ale di ital and analyti s apa ilities ile ot ers ere st eedin t e maintenan e o le a y systems and operations Where in the investment lifecycle are you seeing technology be most impactful? Cohen: e ave seen some o t e i est an es in deal so r in and nder ritin initially in ro t and vent re t in reasin ly in t e ot er asset lasses too r teams no ave a ess to val a le datasets t at provide insi ts into private ompany ndin ro nds re r itin trends mar et s ares and lient revie s e are also a le to a ment t ese insi ts it o r proprietary resear data and net or s to rt er optimi e o r so r in strate y as ell as en an e o r nder ritin dili en e y applyin t is ottoms p approa e an ild an in redi le mosai o data t at elps o r investin teams identi y emer in ate ory leaders early and inte rate data driven insi ts into o r investment pro ess Flemmer: As e en a e it ompanies e are apt rin more data t an ever e ore a ross t e ll li e y le o t e investment pro ess And t at is not st t e deals e ave ompleted t also t e ones e ave passed on e ave proven t e ommer ial impa t o applyin t ese te nolo ies and or lo s a ross o r teams and are no really s alin t eir appli ation Ri er ompany and se tor models not only s pport reater effi ien y in o r traditional investin pro esses t also reate opport nities or ne met ods o so r in nder ritin and val e reation T Technology is allowing investors to source and underwrite pools of risk that historically could not scale. How is technology being used to open new markets? Flemmer: e nolo y is allo in investors to so r e and nder rite pools o ris t at istori ally o ld not s ale y ein a le to dynami ally mat sinesses and ons mers it di erent so r es o nan in yo an enerate a more attra tive ris ad sted ret rn or investors ile also o erin a lo er ost o apital e are seein t is appen in strai t or ard standardi ed prod ts li e mort a es and a to loans t a tivity is e pandin into more opa e areas o t e mar et Cohen: ons mer lendin plat orms are a prime e ample nder ritin nse red individ al orro ers sed to e nearly impossi le at s ale t it ri datasets availa le today and sop isti ated redit mat in plat orms massive mar ets are ein reated imilar innovations are ta in pla e a ross vario s aspe ts o orporate and asset a ed lendin too is is parti larly po er l as t e mar et str t re o private asset lasses an es ese emer in and s aled lendin mar etpla es are in reasin ly e e tive at mat in ndin it ris ena lin apital to lo seamlessly et een orro ers and lenders is as reated an opport nity to nder rite and a ess a diverse array o ris e pos re t at istori ally o ld ave een allen in to a ess effi iently and at s ale How is technology being used to assess and manage risk? Cohen: Ris mana ement is predi ated on data and it is lear to me t at e an reap e ene ts as e start to apt re more data a ross o r port olio ompanies en t at is done at s ale a ross a lar e port olio it leads to a deeper nderstandin o road e onomi developments as ell as val ation and operational en mar s a ross se tors and eo rap ies No en a ma or event n olds e an i ly assess t e potential impa ts a ross t e port olio sin data t at is pdated in real time rat er t an parsin stale reports and memos is also ma es s etter in all types o s enario modelin in l din ore astin ndin and li idity needs Flemmer: or apital allo ators it is no easier to nderstand e pos res a ross di erent private mar et asset lasses and strate ies nly a e years a o many investors ere still t in in a o t asset allo ation in road ets it o t ne essarily onsiderin t e vario s layers o e pos res it in spe i strate ies y apt rin detailed onstit ent level data e are a le to ond t a tor analyses t at ere previo sly only possi le or li id p li positions Perspectives | 53 SUMMER 2022 | ISSUE 3 How are better analytics changing the investment process? Cohen: As analyti s improve it allo s investors to assess ris s alon ne dimensions Rat er t an ta in t e typi al top do n approa to asset allo ation investors ill e a le to onstr t a port olio at an atomi level t at provides more ran larity and le i ility to tailor t eir spe i ris e pos res And all o t is an e delivered di itally sin advan ed analyti s e an pinpoint ere a port olio is la in et er it s a diversi ation ris li idity need or re irement e nolo y and data an t en e levera ed to deliver dynami prod ts t at address t e investor s ni e o e tives Flemmer: ne o t e i est allen es lies it o less li id prod ts are sold traded and e e ted i remains a very man al pro ess is is an area ere lo ain te nolo ies ave attra ted interest as t ey potentially o er a di erent model or syndi ation s s ription and se ondary li idity Do you think blockchain is being actively adopted and integrated i t t tra iti al fi a cial c t Flemmer: t in t ere are t o t in s appenin i are some at symmetri al ere is a mi ration o traditional nan ial e osystem assets and tradin in rastr t re into t e rypto orld li e ne rren ies and asset types and t e re implementation o traditional tradin plat orms derivatives et into an at least nominally de entrali ed ar ite t re onversely t ere is t e importin o rypto paradi ms and te nolo y into traditional nan ial arenas primarily t ro t e se o lo ains as t e anoni al s ared re ord and to ens representin traditional nan ial laims As analytics improve, investors will be able to construct a portfolio at an atomic level that provides more granularity and flexibility to tailor their specific risk exposures. ere as de nitely een some esitation to adopt lo ain te nolo y roadly partially e a se t e te nolo y is still so ne t per aps more ndamentally e a se o t e allen es it reates it t e entrali ed a t ority model i is still very m t e one t at o r ind stry nderstands and tr sts or ood reason ere an see it ein disr ptive in t e s orter term is e a se a rypto asset s as a non n i le to en is not only a representation o val e or o ners ip t it is also a omp ter pro ram meanin t at it an impose additional eat res and 54 | Goldman Sachs Asset Management e aviors on o it an e sed and trans erred or e ample r les aro nd se ondary tradin an e pro rammed to restri t en t e asset an e sold or to provide a royalty to t e initial iss er ese eat res provide at least in t eory more prote tion and onsisten y ile also allo in or ne or lo s t at o ld ndamentally an e ertain siness pro esses s as distri tion and se ondary tradin There is no doubt that blockchain is where significant talent is concentrating, so it seems almost inevitable that interesting solutions will be built—but it will take time. Cohen: t in lo ain and di ital assets ave tremendo s potential lon term t ill not dire tly res ape nan ial mar et in rastr t re in t e s ort term iven t e re latory n ertainty and t e omple ity o inte ratin t ese te nolo ies arly in my areer e invested in several ind stry leadin tradin plat orms t at ltimately s pported t e ele troni ation o e ities and ed in ome t o ld typi ally ta e t e leaders ip teams t ree to ve years to rea a minimal level o riti al mass and ve to years to a ieve real s ale or di ital assets e o ld e pe t t e innovation y le to a elerate iven t e massive levels o ndin and o s as ell as t e pa e o te nolo y adoption o ever in many areas o o r siness elieve e ill nd more strai t or ard appli ations o te nolo y t at ena le s to solve spe i pro lems and address t e ineffi ien y in t e ind stry Areas it t e most promise s as a tomatin nd distri tions o ld e in redi ly po er l t annot e solved easily d e to lin erin iss es aro nd data standardi ation and reportin re irements e t in lo ain te nolo y as promise and e ollo it losely t e ave not seen a material impa t in private mar ets so ar Flemmer: t is diffi lt to predi t t e timeline or development and adoption o lo ain te nolo y t t e s ale o investment and on entration o p enomenally talented en ineers is note ort y D e to t e intrinsi omple ity o t e spa e t e arriers to entry are i and deep e pertise is needed to ild anyt in meanin l ere is no do t t at t is is ere si ni ant talent is on entratin so it seems almost inevita le t at interestin sol tions ill e ilt t it ill ta e time n This interview was originally published April 1, 2022 in PEI. Insights On: ROBOTICS IN ECOMMERCE Yu Itoki is on t e est treet lo al ro t team at oldman a s Asset ana ement i r tic a t ati a i r tiat the growing demand for ecommerce? a t ca itali ere are m ltiple ays to apitali e on t e ro in demand are o ses and or e ommer e real estate investors ildin lo isti s enters is one ommon pat Ro oti s a esses it rom a di erent an le addressin s pply ain ottlene s in l llment enters ere individ al orders et assem led and s ipped to t e ons mer e pi in pro ess is time ons min and la or intensive re irin a reat deal o movement et een di erent parts o t e are o se Ro ots an introd e reater effi ien y to t e pro ess as t ey travel et een pi in ones to olle t vario s items ile are o se or ers stay at t eir desi nated pi in ones and mana e t e ro ots is also an onvert are o se o s into i er s illed roles ma e t em sa er and a ordin to or er a o nts more en a in and less repetitive ildin a ne ro oti s ena led l llment enter is a t t ere s limited land or ne ilds strai t or ard tas espe ially in a o ntry li e apan e a se o t is retro ttin e istin properties is o ten more pra ti al tm more allen in a enter is desi ned di erently and re ires a stom sol tion ese sol tions are availa le t most o t em re ire stoppin t e assem ly line to install t e te nolo y is reates a dra on prod tivity as enters are o ten r nnin to eep p it t e i demand e nolo y t at an retro t t e assem ly line it o t dist r in t e operation is t ere ore a very attra tive proposition oday t ere are e sol tions t at o er t is apa ility and t e s ope o opport nity or t em is vast in o r vie Japan has historically been a leader in electronics and robotics. What factors have contributed to this? any people in apan train as en ineers i is an important t t e apanese overnment s poli ies s pportin di ital a tor trans ormation and a tomation ave een riti al as ell n lar e part t ese poli ies stem rom demo rap i realities a de linin and a in pop lation portend a str t ral la or s orta e o address it t e overnment as introd ed poli ies to a ilitate prod tivity ro t and improve or in onditions espe ially or p ysi al la or ar e s sidies ave one to ards s pportin Hikari Hasegawa is on t e est treet lo al ro t team at oldman a s Asset ana ement start ps t at reate e e tive i te sol tions Ro oti s and a tomation ave ertainly ene tted t t ere are ot er interestin areas o o s as ell or e ample e re startin to see sol tions t at se arti ial intelli en e to s pplement no led e ased or Long-term trends portend resilient demand for warehouse automation and logistics, in our view. How do recent stock market dynamics, which have pressured t c l c t c a ct ra t t opportunity set? e nolo y o sed sto s ave ertainly traded do n sin e t eir i s t in private mar ets e o s on t e lon Novem er term on term trends in reasin demand or ot e ommer e sol tions and prod tivity sol tions as n mero s o ntries a e similar demo rap i allen es as apan portend resilient demand or are o se a tomation and lo isti s in o r opinion e nd o rselves in a more allen in n ertain ma roe onomi environment t elieve t at prod ts aterin to asi man needs are more resilient in a do nt rn n a re ession people ill t t eir dis retionary spendin t lar ely maintain spendin on non dis retionary items e elieve te nolo y t at elps are o ses e pedite delivery o asi items li e ood and toiletries s o ld prove more resilient is may e y e aven t seen t e same val ation ompression in t is spa e as e ve seen in some ot er te nolo y se tors n Perspectives | 55 SUMMER 2022 22 | ISSUE 3 BEYOND THE HEADLINE: EXAMINING RECENT DISPERSION IN GROWTH EQUITY Darren Cohen is lo al o ead o ro t ity at oldman a s Asset ana ement Juliana Hadas o ses on port olio sol tions or Alternatives apital ar ets trate y at oldman a s Asset ana ement 56 | Goldman Sachs Asset Management SETTING THE STAGE KEY TAKEAWAYS • e elieve mar et volatility s o ld reate si ni ant nd per orman e dispersion • e re ali ration o p li mar et m ltiples s o ld event ally reset private mar et val ations • e elieve t at ompanies it stron ndamentals so nd val ations and resilient end mar ets s o ld o tper orm e D pandemi p lled or ard demand or te nolo y a eleratin ot t e tra e tories o and investor interest in te nolo y ena led ro t ompanies is led to a massive val ation re ratin espe ially amon t e astest ro in ompanies rom a nadir in to Novem er p li ly listed yper ro t so t are ompanies or instan e sa m ltiple e pansion o over times rom to t in Novem er investor sentiment t rned dramati ally a lmination o on erns over ma roe onomi ead inds and t e prospe t o risin interest rates li ro t e ities ave sin e iven a ains o t e prior mont s t e NA DA omposite is do n sin e its Novem er i s and t e R ssell ro t nde is do n as o t e end o ne 2 o ever eadline res dis ise si ni ant dispersion a ross individ al names and se tors st li e in t e prior re ime an in investor sentiment as ad its most pro o nd impa t on t e astest ro in ompanies yper ro t so t are ompanies ave seen t eir val ations de line y t ree arters rom t eir Novem er i s to t e end o ne to an avera e val ation o ne t t elve mont reven es is is elo t e ran e seen in ompanies it more moderate ro t on t e ot er and e perien ed val ation re ratin s on a si ni antly smaller s ale ot p ards and s se ently do n ards Valuation Re-Ratings in Public Markets Have Varied Widely Across Companies 40x Hyper Growth Software (>40%) High Growth Software (20% – 40%) Moderate Growth Software (10% – 20%) Mature Software (<10%) Next-12-Month Multiples of Revenues 35x 30x 25x 20x 15x 10x 8.0x 5.7x 5.2x 3.9x 5x 0x Jun-19 Dec-19 Jun-20 Dec-20 o r e en eim e rities ompany lin s and a t et as o ne Note ro t ets de ned ased on reven e ro t rate yper ro t o t are in l des A N R N A D ND N A A R AR N are in l des AD A A R A N AN A A N A R R DA N R N N N A R N RN ND N N N AN A R D N A N RN R N oderate ro t o t are in l des AD A AN N A AN DN NA N R N N N at re ro t o t are in l des A A A A A N N A N R N R A D D RN R N Jun-21 AN R R D DAR D R AN R R AN A Jul-22 Dec-21 R D A R D D D i D DD D ro t o tR N D D RN R D A A A N A DN D D RD R N R DA R N A R N Perspectives | 57 SUMMER 2022 | ISSUE 3 n t e meantime a n m er o metri s o er l es to evolvin investor sentiment in private mar ets n late sta e vent re apital t e median deal si e de lined in Deal o nts and median val ations ontin ed to trend p t t ese res in l de deals a reed to in and anno n ed in n ro t e ity ot t e deal o nt and t e avera e deal si e de lined in and respe tively alt o t ese res still represent some o t e i est on re ord A ter pea in in private mar et ndin avera e deal si es and val ations are set to de line The average late-stage venture deal size was in line with the top-quartile deal, while the average valuation has exceeded the top-quartile figure. $20 Median Deal Size By Stage ($mm) ome o t e p li mar et dynami s ave e n to impa t private mar et strate ies as ell per orman e as lat or t e median vent re and ro t e ity mana er 3 o ever t e ll impa t o an in sentiment on ro t e ity and vent re apital a ed ompanies ill li ely ta e several arters to e determined d e to t e la in and smoot in in erent in private mar et val ations and reportin Late-Stage Deal Sizes Have Fallen from Record Levels Late VC 58 | Goldman Sachs Asset Management Seed Angel $15.5 $15 $14.0 $11.0 $10.0 $10 $2.6 $0.7 $5 $2.7 $0.5 2012 2014 2016 2018 2020 2022 Late-Stage Valuations Have Continued to Climb $140 Late VC Early VC Seed Angel $120.0 $120 $105.0 $100 $67.0 $80 $60 $45.0 $12.5 $12.0 $40 $9.0 $7.1 $20 $0 As is t e ase in p li mar ets o ever eadline res dis ise dispersion nderneat nd stry ide statisti s ave een driven y t e lar est deals so m so t at t e avera e reported late sta e vent re deal si e as in line it t e top artile deal ile t e avera e reported val ation as e eeded t e top artile re And it s t e lar est deals t at ave seen t e lar est impa t in ile t e median late sta e val ation in reased in t e lar est deals sa lo er val ations Early VC $0 Median Valuation By Stage ($mm) PRIVATE MARKET DYNAMICS o r e it 2012 oo N 2014 A ent re onitor As o 2016 ar 2018 2020 2022 ome o t is deviation re le ted p li mar et val ation dynami s Anot er important a tor as t e in l en e o non traditional investors orporate vent re arms rossover investors yo t investors e pandin into t e vent re and ro t e ity spa e and ot ers Non traditional investors parti ipated in o total vent re apital deal val e in and ere espe ially a tive in t e late sta e mar et No some o t em espe ially rossover rms are startin to retreat parti larly rom t e late sta e se ment o t e mar et roni ally t e lar e amo nt o apital raised may ave near term miti atin in impli ations or private e ity mar s s are typi ally less li ely to an e mar s on deals less t an a year old so to t e e tent t at a meanin l proportion o mar s is ased on transa tions ompleted it in t e past year mar do ns may e s allo er t an o ld ave een t e ase ad port olios een older on avera e Ro st ndraisin may also mean t at do n val ation ro nds remain limited in t e near term any ompanies are no ell apitali ed some Average Late-Stage VC Deal Size Has Been in Line with the Top Quartile Deal Range of Late-stage VC Deal Sizes ($mm) Also in line it p li mar et dynami s serves as a parti larly allen in omparison avin ro t si ni ant deviation rom lon term trends in vent re apital and ro t e ity mar ets Deal a tivity deal si es val ations val ation step ps and t e n m er o me a deals all re s arply last year $60 Top Quartile Average Median $30 $20 $16.0 $10 $4.9 $0 2011 o r e it oo 2013 eo rap y $500 $400.0 $400 $300 $200 $120.0 $100 3.0x A ent re employee morale retention and re r itin n t e attle or talent t ose ompanies t at did not optimi e or ma imi in val ation at t e top o t e y le s o ld ene t as t ey ontin e to nd in line it or at a premi m to t eir last ro nd o ever a prolon ed period o ma roe onomi allen es and n ertainty o ld mean t at an ad stment is merely postponed rat er t an avoided As s investors s o ld loo eyond t e p omin arters and eval ate at t ese dynami s mean or t eir port olios in t e lon r n Median Average 2.6x 2.4x 2.2x 2.0x 1.8x 1.6x 1.4x 1.2x 1.0x oo N 2021 Late-Stage Valuation Step-Ups Increased Sharply in 2021 $38.5 2014 2019 2.8x $572.0 2012 2017 As o De em er Bottom Quartile $600 it 2015 ave s ffi ient r n ay to nd operations or as lon as several years it o t needin to ret rn to apital mar ets espe ially i t at means a eptin a do n ro nd t er ompanies may avoid t e appearan e o do n ro nds y str t rin terms it reater prote tions or ne investors e reater li idation pre eren es rat et provisions onverti le str t res ile nominally maintainin a lat val ation tr t red e ity transa tions are li ely to in rease si ni antly in vol me and apital ommitted as mana ement teams try to avoid t e ne ative opti s o a do n ro nd and t e related ne ative impli ations or $700 $0 $56.4 $54.9 $40 Median and Average Late-Stage VC Step-Ups Quartile Distribution of U.S. Late-Stage VC Pre-Money Valuations ($mm) o r e Top Quartile Average Bottom Quartile $50 Average Late-Stage VC Pre-Money Valuation Has Been Above That of the Top Quartile Deal $800 Median 2016 onitor As o 2018 ar 2020 2022 11 012 013 014 015 016 017 018 019 020 021 2 2 2 2 2 2 2 2 2 2 20 o r e it oo eo rap y As o De em er Perspectives | 59 SUMMER 2022 | ISSUE 3 INVESTMENT IMPLICATIONS it t e e tremes o in t e rearvie mirror today s investments are ein made at val ations t at appear more reasona le relative to ot istori al levels and ompanies nderlyin ndamentals any ro t e ity sta e ompanies ave so nd siness models it ompellin nit e onomi s in o r vie and are s alin i ly and effi iently e roader t eme o di ital trans ormation o t e e onomy and so iety s o ld ave m ltiple more years to play o t o ever iven t e m ltiple ma roe onomi ead inds and reat n ertainty in t e near to medi m term e e pe t dispersion to in rease a ross ompany se tor and nd per orman e oin or ard n ertain se tors demand may prove more resilient t an in ot ers or instan e so t are as e ome so deeply em edded in ons mers lives and ompanies operations t at stomer retention s o ld old p etter t an in past re essions Demand rom ne lients is enerally more elasti it an attendant impa t on reven e ro t t ertain areas s as y erse rity s pply ain sol tions and or lo a tomation are seein str t rally driven demand t at may ave less y li al sensitivity e end stomer matters too ompanies aterin to lar e esta lis ed ompanies are etter positioned to retain t eir stomers and reven es t ro a prolon ed do nt rn t an are ompanies aterin primarily to smaller emer in ompanies t at may t emselves e less resilient perational and nan ial dis ipline in l din as mana ement s o ld also e ome an in reasin ly important di erentiator e ndin mar et ill li ely e more allen in oin or ard espe ially as some o t e players t at drove t e i velo ity o e rossover nds ave p lled a As a res lt ompanies it o t s ala le s staina le siness models and s ffi ient as to nan e operations t ro a do nt rn may ail more o ten tron er ompanies on t e ot er and s o ld do 60 | Goldman Sachs Asset Management ell and ro into t eir val ations over time or instan e a ompany nded at reven es e perien in ann al reven e ro t o ld ave an implied val ation o reven es one year en e yper ro t ompanies remain a tively p rs ed and may ontin e to raise apital at ealt y premi ms nd per orman e dispersion ill e a n tion o ot di eren es in t e o t omes o nderlyin port olio ompanies and o t e timin and dis ipline o apital deployment n a re ate nds deployin t e ma ority o t eir apital in more dis iplined environments may are etter t an t ose t at deploy si ni ant apital in more e erant mar ets nds t at maintain val ation dis ipline t ro e erant mar ets s o ld e ell positioned to o tper orm t eir peers aminin t e ealt o nderlyin port olio ompanies t e onsisten y o o s and dis ipline o investment strate y o s and t e pa e o apital deployment are all important as asset o ners assess t e state o t eir vent re and ro t e ity port olios and plan or t e t re n o r es 2. 3. De ned as ompanies it ann al reven e ro t ar ee as o t e lose o ne 2022. am rid e Asso iates as o ay it oo as o ar Deal o nts in late sta e vent re in l de ot re orded deals and estimated deals ased on istori al patterns o deals reported it a la eyond t e data release period it oo as o ar it oo as o ar FUNDRAISING FRENZY: NAVIGATING PRIVATE MARKET MANAGER SELECTION Amy Jupe is lo al o ead o rivate ity ana er ele tion at oldman a s Asset ana ement Perspectives | 61 SUMMER 2022 | ISSUE 3 KEY TAKEAWAYS • sta lis ed s are raisin ne nds at an a elerated pa e it t e avera e time et een nds allin elo t ree years or t e rst time in a de ade • it a re ord n m er o nds in mar et and an n ertain ma ro a drop s ave a m ltit de o a tors to onsider as t ey mana e t eir private mar et port olio • oday s mar et presents n mero s allen es to navi ate t it also reates opport nities or s t at ave in o se e pertise operational apa ity and apital le i ility I t is diffi lt to overstate t e ro t o private mar ets in re ent years Ann al ndraisin as e eeded tn every year sin e p s in dry po der to an all time i As ame to a lose sentiment aro nd private mar ets as over elmin ly positive n addition to stron paper ains amidst risin val ations nds distri ted as a to investors at re ord levels t an s to avora le apital mar et onditions Appetite or ne strate ies remained i as a prolon ed s i t in asset allo ation a ay rom traditional strate ies and to ards private mar ets driven y stron istori al ret rns as rt er s pported y re ord lo interest rates ile distri tions rea ed re ord levels in so did t e pa e o apital deployment it pent p demand ollo in t e pandemi ind ed slo do n eneral partners s ave een ta in advanta e o avora le onditions to deploy more rapidly leadin t em to ret rn to mar et more i ly to raise t eir ne t la s ip nd rt ermore many are e pandin into ne strate ies and or la n in spe iali ed nds o sed on spe i se tors and se ments o t e mar et oday esta lis ed s are raisin ne nds at an a elerated pa e it t e avera e time et een nds allin elo t ree years or t e rst time in a de ade ese ompressed ndraisin timelines ave p t press re on limited partners s n a re ord n m er o ne private mar et nds are see in apital 2 ome s are ndin t emselves at t e pper end o t eir allo ation limits or t e rst time in years or in t e position o avin e a sted t eir ann al ommitment d ets in only t e rst arter Re ent dra do ns in p li mar ets are also raisin on erns a o t t e denominator e e t ere a de line in t e total si e o a port olio i e t e denominator a ses t e private mar et allo ation to ro as a per enta e o t e port olio At t e same time many s are a in s stantial mar ps in t eir private mar et port olio res ltin in a n merator e e t t at as p s ed some s to t e top o or in some ases over t eir allo ation tar ets As private mar et allo ations s ell some s are t rnin to t e se ondary mar et to trim t eir oldin s and ens re t ey an allo ate to ne nds any s a e reso r e allen es and time onstraints as t ey attempt to assess all o t eir re p ommitments let alone ne opport nities ile many s nd t emselves at or near allo ation limits ot ers are still in t e pro ess o rampin p t eir private mar et pro rams and strivin to it allo ation tar ets t at ave een in reased in re ent years n today s A Record Number of Private Equity Funds Are Seeking Commitments Capital Targeted Funds in Market 2,500 $1,000 2,000 $8,00 1,500 $600 1,000 $400 500 $200 0 $0 Jan-19 o r e re in As o April 62 | Goldman Sachs Asset Management $1,200 Jan-20 Jan-21 Jan-22 Apr-22 Aggregate Capital Targeted ($bn) Number of Funds Raising 3,000 Proportion of Respondents Investors Continue to Increase Private Market Allocations 70% Private Equity Venture Capital Private Debt Real Estate Infrastructure Natural Resources 60% 50% 40% 30% 20% 10% 0% Decrease Allocation Maintain Allocation Increase Allocation Decrease Allocation Maintain Allocation Increase Allocation Nov-20 ted in Novem er nds too lon er to rea a nal lose in d e to t e allen es o t e pandemi it t e avera e time to lose a private apital nd risin to mont s a ter ein mont s or less ea year sin e at trend as ontin ed early in n addition to t e pandemi impedin d e dili en e pro esses a prolon ed s i t to ards lar er nd si es is also playin a role Not only are nd si es trendin lar er t t e avera e nd t at losed in rea ed o its tar et at moment m as also ontin ed in it t e avera e nd losin at o tar et 3 ven as nds ro lar er t e time et een ndraises as allen to less t an t ree years or t e rst time in a de ade As some s raise lar er nds and in i er s ession t e pa e o apital deployment is top o mind apital all rates or post vinta es are aster t an or nds raised earlier in t e de ade i is $700 $600 $500 $400 $300 $200 $100 $0 20 00 20 01 20 02 20 03 20 04 20 05 20 06 20 07 20 08 20 09 20 10 20 11 20 12 20 13 20 14 20 15 20 16 20 17 20 18 20 19 20 20 20 21 20 22 NEW DYNAMICS IN THE FUNDRAISING MARKET The Average Fund Size Has Hit an All-Time High Funds Are Eclipsing Fund Targets but Taking Longer to Close 25 Average Months to Final Close % of Target at Final Close 120% 100% 20 80% 15 60% 10 40% 5 20% 0% 0 20 00 20 01 20 02 20 03 20 04 20 05 20 06 20 07 20 08 20 09 20 10 20 11 20 12 20 13 20 14 20 15 20 16 20 17 20 18 20 19 20 20 20 21 20 22 ro ded mar et apital availa ility an e an advanta e or s as an internal reso r es to effi iently ond t d e dili en e Re ardless o t eir rrent positionin s need to e o ni ant o mar et dynami s as t ey develop t eir ommitment plannin and onsider t e terms presented y ot esta lis ed and emer in s ere is never a sin le play oo in private mar ets t t at is parti larly t e ase today and Novem er Average Fund Size ($mm) re in investor s rveys ond Fundraising Duration (Months) o r e Nov-21 o r e re in As o ay Perspectives | 63 SUMMER 2022 | ISSUE 3 Private Market Funds Have Been Resilient in Market Downturns a Dra do ns D rin ar et Do nt rns Venture Growth Buyout Senior Debt Subordinated Credit Opps Distressed Real Estate Infrastructure Dot om N D o r e nd strate ies are de ned and lassi ed y am rid e Asso iates As o De em er or t e respe tive strate y d rin t e desi nated period Dot om era is is perpet atin a y le o i ndraises om ined t ese trends nders ore t e i r ation t at as een in reasin in t e mar et or some time top tier s ave een a le to raise apital seemin ly at ill o ten in s ort order ile s par and avera e s are spendin lon er in mar et ost investors ontin e to ave i e pe tations or t e private mar ets it a s rvey in ar s o in t at instit tional investors e pe t private e ity and real assets to deliver t e est ris ad sted ret rns over t e ne t mont s a ross all asset lasses t investors need to e espe ially dili ent in t e rrent environment as si ni ant mar ps ave een made to private mar et port olios in tandem it t e post pandemi r n p in private mar ets iven t e s orter time in et een ndraises s ave less pro ress to eval ate en a ret rns to mar et ne essitatin reater relian e on nreali ed ret rns Re ardless o t e mar et a drop resear as o nd t at a rrent nd s per orman e ran is at its pea en t e is ndraisin or a ollo on nd or t o reasons t at are pertinent in today s mar et irst is t at s appear to ndraise on t e eels o ood e its and private mar et s ave set re ords in re ent years e se ond is t at lo rep tation s appear to p ardly mana e val ations at t e time o ndraisin NAVIGATING THE MARKET it a re ord n m er o nds in mar et s i tin val ations in p li and private 64 | Goldman Sachs Asset Management a dra do n represents t e pea to tro D is mar ets and an n ertain ma ro a drop s ave a m ltit de o a tors to onsider as t ey mana e t eir private mar et port olio e rrent environment and mar et dynami s ertainly need to e onsidered t private mar et investin is in erently a lon term endeavor t at re ires a mindset t at loo s eyond today s allen es and onsiders at de isions an e made today to set a etter pat or t e t re Top tier GPs are able to raise capital seemingly at will, often in short order, while sub-par and average GPs are spending longer in market. Make a Roadmap ommitment pa in and as lo modelin is t e o ndation o private mar et investin and needs to e revisited at a re lar aden e to ens re investments ein made today mat t e intended tra e tory o t e allo ation or years into t e t re ome s today are ndin t at t e prior ommitment s ed le may e too a ressive and t at less apital is availa le t an previo sly t o t or ne and re p ommitments n t ese sit ations rat er t an red in relations ips some s ave een optin to rite smaller e s to maintain e pos re to top tier nds and a re ate per orman e not ris losin a ess to t e ne t vinta e As t ese ad stments are made s need to assess vinta e year diversi ation to ens re t e port olio is not overe posed to a parti lar part o t e y le it s lar ely di tatin en ne nds ome to mar et and o m apa ity is availa le s an o ten eel po erless in ontrollin t e ndraisin alendar ile ertain aspe ts ill al ays e o t o t eir ontrol s an e proa tive it t eir e istin s y dis ssin e pe tations or en ne nds ill ome to mar et n t e rrent environment s in some sit ations ave een en o ra in s to delay ndraises iven t e s r eit o ve i les in mar et and t e desire to maintain vinta e year diversi ation Go Line by Line s need to ta e a ndamental approa to nder ritin ot ne and e istin s Re ppin it e istin s tends to e ere s start and t at is parti larly tr e today more t an al o investors are prioriti in e istin relations ips in p rom only a year a o o ever a ottoms p analysis is needed to nderstand t e per orman e o ea nd in t e port olio it ne nder ritin or ea nd re ardless o o ell t e mana er is no n viden e or per orman e persisten e is la in in yo ts it a re ent st dy s o in t at or post yo ts t e onventional isdom to invest in previo sly top artile ile t ere is nds does not old eviden e o persisten e in t e people it in t e or ani ation are t e r ial omponent it resear ers ndin t at t e partner s man apital is t o to ve times more important t an t e rm s or ani ational apital in e plainin per orman e o t at end eval atin t e spe i people responsi le or so r in leadin and mana in individ al investments is essential to nderstandin o to attri te per orman e it in a rm Not only does t e need to e i ality t so does t e spe i investment strate y oday t e mar et as lar ely i r ated et een lar e m lti strate y s it si ni ant s ale and smaller o ti es t at o s on narro er ran es or even a sin le area in reasin ly de ned y ot a eo rap i and se tor ind stry spe iali ation or esta lis ed s investors s o ld eval ate o ret rns ere enerated in t e past levera e m ltiple e pansion operational improvements or inor ani ro t and et er t e same play oo is via le oin or ard arti larly or ne s or t ose la n in nds in ne ni es t e mana er s o ld e a le to demonstrate y t ey are parti larly ali ed to so r e deals and enerate di erentiated per orman e aro nd a tar eted ell arti lated strate y or esta lis ed s re ent a tivity s o ld e ompared to ot prior nds and t e p rported strate y or t e ne nd to identi y style dri t et er in terms o deal si e ind stry re ion or str t re rivate e ity a tivity is in reasin ly movin into te nolo y or e ample i o ld leave investors it more e pos re to t e spa e t an t ey e pe t any nds t at p rport to e lo al are eavily tilted to ards developed mar ets or even a sin le lar e o ntry li e t e ile re ional nds are o ten tilted to ards spe i o ntries LPs should be cognizant of their competitive advantages as they vie with other capital allocators. nvestors s o ld also e a are o an es in apital deployment as a i er investment pa e an lead to more e pos re to ertain mar et environments and lessen t e ene ts o vinta e year diversi ation any s are also levera ed at t e nd level i represents an added e pense and an an e t e pro le o t e nd Additionally s ess l s o ten a ressively in rease t e tar et si e or s se ent nds i an not only a se a s i t in strate y and position on entration t also alter in entives Understand the Fine Print n today s mar et as many s are ta in lon er to lose nds and dealin it ei tened ompetition s may e in a relatively etter position to ne otiate t an in re ent years t even i s are n illin to d e on eadline terms s need to read t e ne print and ens re t ere is ali nment in t e me ani s o t e nd operations Additionally s may e a le to ne otiate additional ene ts s as o investment opport nities t at may not e odi ed in le al do ments t old material val e ven en reso r es are stret ed t in revie and deadlines loom a t oro o t e le al do mentation is re ired eadline ees and terms remain little an ed rom istori levels t s need to loo eyond t e mana ement ee and rdle to nderstand o ees are ein al lated and e penses are a o nted or ome s may ar e administrative ees o tside o t e mana ement ee reatin additional osts t at are diffi lt or s to dete t ome nds implement ontra t ally modi ed or red ed d iary d ties into nd do mentation i an lead to impli it osts pro lemati d rin o investments ere detailed dili en e is re ired nder an e pedited time rame s s o ld o s t eir e orts ere t ey ave di erentiated s ill ile or in strate i partners ips or o tso r in ertain elements o t e port olio to ma imi e impa t and s ale oday s mar et presents n mero s allen es to navi ate t it also reates opport nities or s t at ave t e in o se e pertise operational apa ity and apital le i ility to e e te s a ed it allo ation limitations need to nd reative ays to allo or le i ility in t eir private mar et pro ram to ens re de isions made today set t e orre t pat or t e t re or s t at are nder allo ated and a le to ma e ne ommitments no may e an opport nity to a ess s t at ot er ise may e apa ity onstrained and or e ne relations it t e leadin mana ers o tomorro n o r es 2. 3. it oo nd trate ies Report As o De em er re in As o April re in As o April ommon nd ommon nd rvey inds nstit tional nvestors n reasin ly a tio s Amid ei tened onomi Ris s As o ar ar er rad and as da Aya o nterim nd er orman e and ndraisin in rivate ity ly o rnal o inan ial onomi s ol No Ro ert arris im en inson teven N aplan and R edi er t e as ersisten e ersisted in rivate ity viden e rom yo t and ent re apital nds Novem er ens i ael and R odes rop att e sa artners ip reater t an t e m o ts artners As o ly Know Thyself o t e dis ssion in private mar ets enters on t e aptit de and reso r es o t e t s s o ld also e o ni ant o t eir apa ilities as t ey vie it ot er apital allo ators ne t in t at many s ave in ommon is a relative la o internal reso r es to e e te on t e am itions o t eir private mar ets pro ram is an e parti larly Perspectives | 65 SUMMER 2022 | ISSUE 3 THE ENERGY TRANSITION TRINITY Vikrum Vora is a ort olio ana er and enior Resear Analyst or t e i id Real Assets team at oldman a s Asset ana ement 66 | Goldman Sachs Asset Management ENERGY SECTOR TRENDS • Ne eopoliti al and ener y mar et realities ave a elerated t e est or lon term a orda le lean and se re ener y t e ener y transition trinity • rom a p li mar ets investment perspe tive e e pe t ot traditional and alternative ener y providers to ene t in a s stained environment o i ossil el pri es rapid deployment o lean te nolo y and t e res orin o ener y s pply • o ma e t e ener y transition possi le e elieve t e orld needs to see ontin ed a tion rom poli yma ers alon it si ni ant apital investment in nderinvested areas o de ar oni ation T ere s little do t t at o r t a ainst limate an e as driven remar a le s i ts in te nolo i al development re lations ons mer pre eren es and investor sentiment as e transition to a lo ar on e onomy ore re ently o ever ne eopoliti al and ener y mar et realities ave emer ed e R ssia raine on li t ile deeply psettin on a man level as sent ossil el pri es even i er led to t e temporary emer en y re introd tion o dormant ossil el in rastr t re in parts o rope and i li ted t e dan ers o over relian e on any sin le o ntry as an ener y s pplier ese a tors ave only intensi ed t e est or lon term a orda le lean and se re ener y at e t in o as t e ener y transition trinity A ievin t is trinity is a er lean tas and it on t appen overni t o et t ere e elieve ontin ed poli y a tion is needed to miti ate and adapt to limate an e ild s pport or at ill e a diffi lt and ostly transition and in entivi e si ni ant apital in nderinvested areas o lean ener y val e ains e ore e onsider at mi t e re ired to ma e t e trinity possi le e need to p t t e rrent ener y mar et environment into onte t and e amine t e ma or trends in motion i ossil el pri es t e a elerated rollo t o eap lean te nolo y and t e res orin o ener y a trend as an impa t on t e orld s o rney to ards a orda le lean and se re ener y and as investors in p li mar ets e elieve t ey o ld prove to e lon lastin t emes ene tin ot traditional and alternative ener y providers Trend 1: tai i il l ric a or ener y en mar s are p et een and sin e . Nat ral as pri es are i er d e to aster demand re overy omin o t o D as ell as ti t as ndamentals driven y s pply o ta es in t e lo al as val e ain and years o nderinvestment rope is relatively orse o t an t e d e to t e re ion s dependen e on R ssian as and avin less stora e o as needed or inter mont s Oil & Gas and Power Prices Have Seen a Dramatic Increase Since The End of 2020 600% 500% Change YoY KEY TAKEAWAYS n dere lated or li erali ed po er mar ets li e t e and rope nat ral as sets po er pri es i is y e see i pri es or ele tri ity rent r de t e lo al oil en mar as in reased or similar reasons o stron demand re overy and ti t s pply ri es o minerals li e opper ni el o alt and al min m ey inp ts or rene a les po er rids and ele tri ve i les are also p e a se o pandemi related apa ity o ta es s pply ain ottlene s and i er transport osts or pri es to ease mar ets o ld need to see eit er demand destr tion or ne s pply And ile e do see some ne s pply omin on or ener y transition minerals e elieve it s li ely t at ossil el pri es ill remain elevated as most prod ers ave investors loo in or ret rn o apital and or ave lo isti al onstraints arrin more strin ent overnment poli ies t e more li ely ase or ossil el demand destr tion o ld e d e to ontin ed i pri es as opposed to a s it to reener alternatives 400% 300% 200% 100% 0% European Natural Gas Prices European Power Prices U.S. Power Prices Brent Oil Prices Key Energy Transition Mineral Prices o r e oldman a s Asset ana ement and loom er Data as o ne ropean nat ral as pri es eneri st Nat ral as ase oad ont ly t res ropean o er ri es ermany o er aseload or ard ear o er ri es estern Day A ead R Avera e ey ner y ransition inerals re le t an avera e pri e ret rn o Ni el o alt opper and Al min m e l des lit i m d e to data availa ility All pri es denominated in dollar Perspectives | 67 SUMMER 2022 | ISSUE 3 Trend 2: Rapid Deployment of Cheap, Clean Tech e transition o ever isn t st a o t solar and ind t re ires a step an e in investment and deployment o lean te nolo ies raditional ener y ompanies ill li ely play a ma or role sin e t ey ave de ades o e perien e in resear and development and mana in apital intensive pro e ts and also ene t rom improvin alan e s eets it risin levels i er ossil el pri es serve as a si nal t at an speed p t e transition to reen ener y ile e elieve it s ell nderstood t at t e ost o ne ild rene a les is eaper t an ne ild ener y so r es see art on pper ri t at e t in is less appre iated is t at even it t e ost in lation e ve seen in t e spread et een ne ild rene a les and e istin ele tri ity pri es is ide or e ample en e loo at t e lended solar and ind pri in in rope it s eaper t an rrent ele tri ity pri es see art on ottom le t is demonstrates t at in spite o in lation onvertin to rene a le ele tri ity is still in t e money espe ially iven t e rally in as and po er pri es n a t many lean ener y ompanies are no sayin t at lo al rene a les development is a seller s mar et a trend e t in ill ontin e iven t e massive rene a le ildo t needed over t e ne t e de ades o ree as lo availa le to invest ver t e last t ree years a o t tn per year as een spent on t e transition a ross p li and private mar ets t to et to net ero y e o ld need to see a si ni ant in rease in investment to a o t tn per year on po er eneration ener y effi ien y rene a le el s it in and ar on apt re see art on ne t pa e Renewables Are Now Cheaper Than Traditional Energy Sources USD Per Megawatt Hour $500 2021 $400 $300 -87% $200 -66% $100 $0 The transition, however, isn’t just about solar and wind. It requires a step change in investment and deployment of clean technologies. 2009 Solar PV Wind Coal Renewable Energy Sources Includes $12/Mwh of intermittency costs* Nuclear Gas - Combined Cycle Traditional Energy Sources o r es oldman a s Asset ana ement loom er and a ard atest ll year data as o ne erman aseload year or ard pri es as o Past performance does not guarantee future results, which may vary. Pricing Power Driven By Security, Costs, and Clean Mandates 1600 150 100 Blended wind & solar PPA price is 65% lower 50 0 Average German Baseload Price Average European Blended PPA Price Capacity Additions (GW/Year) Average Q2 2022 European PPA Prices (EUR/MWH)1 200 Utility Batteries Wind 1200 800 400 0 2012-2020 o r es oldman a s Asset ana ement loom er N and evel en ner y atest data availa le as o ne a reement or ele tri ity po er a reement is a ontra t et een t o parties one i enerates ele tri ity and one year or ard pri es as o Past performance does not guarantee future results, which may vary. 68 | Goldman Sachs Asset Management Solar i 2021-2030 2031-2040 2041-2050 A po er p r ase a reements A po er p r ase is loo in to p r ase ele tri ity erman aseload Around $4tn of Clean Energy Investment Is Needed Globally Per Year to Reach Net Zero Annual Clean Energy Investment ($tn) $5 Current Planned Investment $4 Net Zero Investment Scenario $3 $2 4X $1 $0 2X Average Investment (2017-2019) Average Investment (2021-2050E) Average Investment (2021-2050E) o r e oldman a s Asset ana ement and R NA Data as o De em er e e onomi and mar et oreasts presented erein are or in ormational p rposes as o t e date o t is presentation ere an e no ass ran e t at t e ore asts ill e a ieved lease see additional dis los res at t e end o t is presentation Trend 3: ri r ner y is no a se rity iss e or many nations and some o t e orld s lar est e onomies ave a s ort to medi m term o s on res orin ener y s pply i e a ay rom R ssian as and oal s pplies n rope or e ample t e R o er plan o tlines steps to red e rope s dependen y on R ssian ossil els i in t e near term is a o t diversi ation o ossil el s pply alon it a o s on deployin lean te nolo ies and red in ons mption lon er term ore roadly most ma or e onomies are aimin to a elerate t eir transition not st it more solar and ind t also ar on apt re or ard to a ate emissions as ell as a p po er te nolo ies li e n lear rene a le nat ral as atteries and ydro en ne allen e in s i tin to rene a les o ever is t e on entration o riti ally needed minerals in sele t o ntries a pro lem t at o ld mean t e orld is e an in t e relian e on petro states or ele tro states i is li ely to o r nless e ave s ala le te nolo ies t at rely on more a ndant elements n t e attery spa e t is o ld mean minerals li e iron or man anese displa in lit i m ni el and o alt MAKING THE ENERGY TRINITY POSSIBLE ile e are seein some pro ress to ards ievin t e limate oals and tar ets set y vario s o ntries e t in t e transition is still in t e early sta es o m lti de ade an e iven t e s eer s ope o entirely re ildin t e orld s ener y systems and reatin t e in rastr t re to s pport it As t e ener y transition pro resses e elieve ot additional poli y a tion and apital is needed a ross t e traditional and lean ener y val e ains a li at a r i t r r e est or lon term a orda le se re and lean ener y starts it a tion rom poli yma ers e re seein steps in t e ri t dire tion it ro in lo al politi al onsens s on t e importan e o rea in net ero t o it s ort i li tin t at ina and ndia o olle tively a o nt or a o t one t ird o lo al emissions ave net ero tar ets t at e tend eyond ar ets need to e ollo ed p it implementation plans or le islative mandates at t e o ntry or orporate level and s o ld si nal t at i eavy ind stries don t transition to a lo ar on e onomy t ey ll e le t o t o t e mar etpla e oreover rom a s ienti perspe tive t e latest assessment report rom t e nited Nations nter overnmental anel on limate an e states t at it s no or never to a t in order to limit t e orld s armin to and it pea emissions y ile t is may e nli ely espe ially iven t at ina is tar etin pea emissions in it s an alarm ell e ore asts imply t at orld leaders and poli yma ers need to ramp p redi le step y step plans to rea t eir net ero oals to ild on den e amon investors ind stry iti ens and ot er o ntries e tas ill e diffi lt and ostly t ne essary n o r vie it o ld e desira le or poli yma ers to ave a lear o s on lo erin reen premi ms t e additional ost o oosin a lean te nolo y over one t at emits a reater amo nt o reen o se ases so de ar oni ation te nolo ies an ain s ale e ve already seen t is play o t it mat re rene a le te nolo ies li e ind and solar t e elieve more overnment in entives and mandates are needed to mpstart moment m in ne er sol tions and te nolo ies e elieve reen ydro en and ar on apt re are t o areas in most need o ontin ed a tion rom poli yma ers n t e or e ample t e ta redit is t e main poli y drivin t e adoption o ar on apt re it plans to in rease t e ta redit rom t e rrent per ton o ar on dio ide apt red to per ton ere are also plans or a separate reen ydro en ta redit Alt o overnments ill ave to e mind l o reen lation t e s arp rise in t e pri e o materials and minerals sed in t e reation o rene a le te nolo ies e elieve poli y a tion and nan in rom ot overnments and apital mar et parti ipants is essential e also e pe t re latory e orts t at see to in orporate s staina ility metri s in nan ial mar ets s as t ose made y t e staina le inan e Dis los re Re lation DR and t e a onomy as ell as e rities and an e ommission proposals to in reasin ly ave an impa t on apital allo ation Perspectives | 69 SUMMER 2022 | ISSUE 3 Energy Policy Responses in Light of Russia-Ukraine Conflict European Union United States China • • • aradi m s i t to ener y a tonomy o sed on endin ossil el imports and in reasin solar ind and eat p mp deployment ort term all o t e a ove strate y to r ener y risis it oal n lear rd and non R ssian as tar etin red tion y i rrently a o nts or o as s pply on term o s on a eleratin rene a les ydro en and po er mar et re orm • • • • Alt o t e is not a ma or R ssian ener y importer o s is s pplyin t e it as and res orin rene a le man a t rin e rin a ade in Ameri a pply ain or riti al inerals t at are an essential part o t e ener y transition Alt o time is r nnin o t a ead o a eptem er re on iliation deadline o s remains on t e potential passa e o limate related provisions in t e ild a etter A t • • iven oal and nat ral as s orta es in ina is oostin domesti nat ral as and oal prod tion Ne oal mines and plants ave een approved y t e state planner it a oal to oost domesti prod tion apa ity y mm tons ann ally and ild a mm ton sto pile till remains ommitted to net ero tar et o rene a les pea emissions y and rene a le man a t rin leaders ip o r e oldman a s Asset ana ement loom er ner y n ormation Administration A Data as o ne nevita le oli y Response arterly ore ast ra er pdate o lo al ener y land poli y and te nolo y developments e e onomi and mar et ore asts presented erein are or in ormational p rposes as o t e date o t is presentation ere an e no ass ran e t at t e ore asts ill e a ieved Past performance does not guarantee future results, which may vary. r a ital i itt A ross p li mar ets e see nota le ener y transition investments ein made in l din e ity nan in o limate te i e reen innovation ro in s staina le ed in ome iss an e and e orts y traditional ener y providers to diversi y t eir siness models and de ar oni e n t o t irds n o all limate te investment ame rom p li e ity mar ets driven y a stron pipeline o initial p li o erin s s a ordin to loom er N . ind and solar onstr tion and ener y e ipment ere t e most pop lar ompanies or p li e ity investors parti larly s and se ondary o erin s A ross private mar ets limate te start ps raised n irms ildin ele tri ve i les ele tri airplanes e s ooters and atteries ave een pop lar it ot p li and private investors lately as ompanies loo to raise lar e amo nts to ild man a t rin s oo in rt er a ead e elieve lean ener y ompanies a p po er te nolo ies nat ral as n lear atteries ydro en et and non R ssian ommodity s ppliers o ld emer e as t e lon term ener y transition inners a ross p li e ity mar ets 70 | Goldman Sachs Asset Management t s also ort i li tin t en t at t e orld s lar est oil and as prod ers and re ners spent n on lean ener y in a re ord year and a mp o rom ind and solar ma e p t e ma ority o spendin or oil and as ompanies t investment as diversi ed a ross ne te nolo ies s as ener y stora e and ydro en in re ent years any traditional ener y providers are also strivin to t t eir o n emissions in more innovative ays y sin te nolo y to red e met ane emissions or e ample ltimately nless t ere are si ni ant s i ts in rrent overnment poli ies and rea t ro s in lean ener y te nolo ies rom a p li mar ets perspe tive e elieve ot traditional and lean ener y se tors ill need to oe ist or m ltiple de ades e ore t e orld an rely lly on alternative so r es o ener y and as s t e traditional ossil el val e ain s o ld e de ar oni ed as m as possi le n t e ed in ome orld a deepenin pool o s staina le ond iss an e ot orporate and soverei n is allo in investors to dire t apital to ards ener y transition and e e pe t t is pattern to persist reen onds ave e ome t e most pop lar variety o s staina le de t and iss an e o reen onds do led in to land at n rope is still t e most proli mar et o all or reen ond iss an e t Asia re t e astest as entities t ere ent rom iss in st o t e reen ond mar et in to in As t e move to ards a orda le lean and se re ener y pro resses e elieve ell alan ed ed in ome port olios need to ta e into onsideration le t tail do nside ris s related to t e ener y transition and limate events or e ample a o ntry s emissions ap at t e soverei n level ile also identi yin ri t tail investment opport nities in ompanies and o ntries t at are ell positioned or t e transition Where Is Capital Needed? ost p li and private apital as ed into rene a les and transport over t e last de ade res ltin in nderinvestment in ey areas in l din ener y se rity ar on removal te nolo y and end o li e aste mana ement mportantly e elieve ea ind stry o ld still ene t rom ape spend on de ar oni ation res orin and s pply ain simpli ation or o ntries to ens re ener y se rity and s ess lly res ore ener y s pply providin an ninterr pted availa ility o ener y so r es at an a orda le pri e and de ar oni e po er mar ets e elieve t o ey te nolo ies ill li ely ontri te to solvin t e ener y stora e allen e tility s ale atteries and ydro en a an ave a omplementary role it atteries addressin intermitten y and ydro en addressin seasonality ile atteries s per apa itors and ompressed air an also s pport alan in t ey la t e po er apa ity or t e stora e timespan needed to address seasonal im alan es ydro en o ld t ere ore event ally emer e as t e pre erred sol tion or lon term ener y stora e re ired to alan e t e seasonal variation o po er eneration demand t ntil t e relevant ener y stora e in rastr t re net or s and smart rids and te nolo ies tility s ale atteries and ydro en are ready to s pport an in reasin ly ele tri ed ener y e onomy ot nat ral as and n lear po er ave a si ni ant role to play to ena le a smoot ener y transition e also see nderinvestment in te nolo ies desi ned to red e emissions in ard to a ate se tors s as ement and steel prod tion Despite t e moment m e sa in as more ar on apt re and stora e pro e ts ere anno n ed t an ever e ore last year did not see a rise in investment otal ar on apt re and stora e ndin is sensitive to lar e pro e ts ein nan ed and loom er N didn t re ord any investments lar er t an n o ever e see sele t e amples o ar on apt re te nolo y providers or in it a tories to develop ll s ale ar on apt re onditionin ompression eat inte ration and stora e a ilities dramati ally red in emissions rom ind strial plants aro nd t e orld ome are sin t ermo atalyti pro esses rea tin t e it ydro en to ma e synt eti li id els ot ers are o erin ar on apt re as a servi e sin ater and solvent as a ents t ltimately e need to see more o t is vent ally e e pe t ar on apt re osts to de line and elieve t at t e se tor ill ro into a ma or lo al ind stry playin an important role to rea net ero y Anot er area in need o apital is re y lin aste rom end o li e solar panels and atteries olar panels typi ally last no lon er t an years e ore eadin to land ll t ne e orts to re y le panels o ld red e ot t e amo nt o aste prod ed and ne material mined is also applies to atteries as attery ener y stora e systems re ire a t oro disassem ly o t e attery pa s to e tra t t e val a le materials e o alt ni el lit i m and man anese rom t e at ode ese materials are not as easy to e tra t as t e lar e metal plate in a lead a id attery and tility si ed attery stora e nits are lar e ind ener y is also diffi lt t r ines are enormo s and re ire lo isti al eats st to transport t em to and rom t e installation site and llin rene a les removes val a le materials rom t e e osystem so e e pe t ompanies t at an solve t is allen e ill ene t inally e elieve t e ma nit de o demand or ra materials is nderappre iated and t e s pply ain s ale p re ired to meet ener y transition oals is reater t an many people ompre end or e ample demand or lit i m ni el man anese o alt and rap ite in redients in lit i m ion atteries may ro y as m as in t e ne t de ade An added layer o omple ity is t e lo ation o t e ra materials and t e roader s pply ain oday many o t ese ra materials are mined in pla es t at may not e relia le so r es or Nort Ameri an and ropean man a t rers in t e lon term e t in man a t rers on t ese t o ontinents ill p s to lo ali e in rease ontrol o t eir s pply ains and ma e atteries rom alternative more a ndant minerals ere possi le We regard energy security, carbon removal technology and end-oflife waste management as underinvested areas of the value chain. LOOKING AHEAD Deliverin ener y t at s not only eaper and leaner t also more se re is a mon mental allen e t a ievin t is ener y trinity is at t e eart o t e sol tion to limate an e o et t ere e elieve e need to see ontin ed a tion rom poli yma ers and in entives rom overnments t at elp s ale p investments and innovation in areas ran in rom ener y se rity and ar on removal te nolo y to end o li e aste mana ement e e pe t t e omin de ades to e a period o in en ity in t e ener y se tor i ill o er a ide spe tr m o potential opport nities to investors ile n mero s ideas ill inevita ly ail ot er ro nd rea in te nolo ies may o er si ni ant investor pside e e onomi s ave to or and poli yma ers ill ave to a ree on a pat to e e tion ltimately t e o rney to ards a ievin t e ener y trinity ill re ire dis ipline patien e and oresi t all allmar s o ast te investin n o r es 2. 3. oldman a s lo al nvestment Resear A N reen ape a in in rastr t re appen to er lo al ar et ntelli en e As o e r ary loom er N ner y ransition nvestment rends an ary oldman a s lo al nvestment Resear e lean ydro en revol tion e r ary oldman a s Asset ana ement levera es t e reso r es o oldman a s o s e t to le al internal and re latory restri tions viden e rom yo t and ent re apital nds Novem er Perspectives | 71 SUMMER 2022 | ISSUE 3 EUROPE: RECOVERING INTO A NEW REGIME Samuel Finkelstein is t e o i ed n ome and i idity ol tions at oldman a s Asset ana ement 72 | Goldman Sachs Asset Management Gurpreet Gill is a a ro trate ist on t e i ed n ome and i idity ol tions team at oldman a s Asset ana ement A TURN OF EVENTS KEY TAKEAWAYS • • • it in lation r nnin at a year i monetary poli y in rope as entered a ne era o positive rates i may attra t lo s into e ro area ed in ome ore astin ere e ro area ro t in lation and rates ill settle t o remains diffi lt in t e a e o s i tin poli y priorities and interrelated str t ral or es in l din a in demo rap i s an in mi ration patterns di iti ation and i er ener y pri es e e pe t rad al normali ation o e ro area monetary poli y and a reorientin o s al poli y aimed at artin a reener and more e ita le pat to ro t As re ently as a year e ore t e pandemi t ere as a ro in on ern amon poli yma ers and investors aro nd t e apani ation o rope a ne version o apan s lost de ade o lo rates lo in lation and lo ro t Despite years o ltra a ommodative monetary poli y e ro area ann al eadline and ore in lation avera ed st and et een and ore in lation missed t e oalpost or t e entire period e s ort all as attri ted to lo al a tors as ell as ropean spe i ones s as ree movement o la or and s al onservatism ree years later eadline in lation is r nnin at t e i est level in years and ore in lation as rea ed its i est point A similarly s arp s i t in t e monetary poli y o tloo as ollo ed n late t e ropean entral an ad dropped its poli y rate deeper into ne ative territory it no end to antitative easin in si t and it e tended t e pro ram s time ori on as re ently as oday t e as ended and e ited t e ne ative interest 2 rate poli y t at as adopted in i tin interest rates o t o ne ative territory is a momento s event or ropean ed in ome mar ets it impli ations or lo al and lo al investors o et er it str t ral re orm positive rates may reverse t e o t lo s t at ropean ed in ome as e perien ed over t e last ei t years t to val e lon term onds and determine strate i asset allo ations investors need an idea o ere ropean ro t in lation and rates ill settle in t e years to ome And t at s not easily ans ered iven t e n ertainties reated y ma or eopoliti al events li e re it t e pandemi and ar in raine as ell as a ross rrent o ve ey interrelated str t ral or es Force 1: Aging Demographics and Migration Flows tr t ral nemployment as een a lon standin eat re o t e e ro area la or mar et it an a ndant s pply o mi rant la or rom astern ropean o ntries a e ro t as een tepid D rin t e pandemi s ort term or s emes limited t e rise in nemployment No a dynami re overy as p s ed t e e ro area nemployment rate to an all time lo and li ted la or or e parti ipation to a re ord i ile ey meas res o a e ro t s as ompensation per employee and t e la o r ost inde a elerated to de ade i s in t e rst arter o t is year o ey str t ral a tors may limit t e e tent to i t e la or mar et deviates rom t e rrent y li al ti tness irst rope s a e pyramid is invertin d e to onsistently lo irt rates and i er li e e pe tan y As t e a y oom eneration retires in t e omin de ades t e pool o availa le or ers ill s rin potentially reatin an p ard impet s or a es a ey determinant o medi m term in lation o t omes Cumulative Net Portfolio Flows Into Euro Area Bonds (€tn) Higher Rates and Structural Reform May Reverse the Trend of Net Fixed Income Outflows €1.5 The introduction of negative rates in June 2014 led to an r r a fi income. rom t ro m lative net in lo s into ro area ed in ome assets totaled tn sin e t at time m lative net o t lo s ave totaled tn or o ro area D €1.0 €0.5 €0.0 €-0.5 €-1.0 €-1.5 €-2.0 €-2.5 2000 o r e aver Analyti s 2002 2004 2006 2008 oldman a s lo al nvestment Resear 2010 As o 2012 ay 2014 2016 2018 ross domesti prod t 2020 2022 D Perspectives | 73 SUMMER 2022 | ISSUE 3 e ond rmer a e ro t in astern ropean e onomies may moderate mi ration lo s into t e e ro area in t e omin years en years a o a Romanian or er loo in or employment in t e man a t rin se tor o ld in rease earnin s ten old y mi ratin to ermany 3 At t e end o t at a e advanta e ad more t an alved iven ermany s e onomi prominen e in t e e ro area i er erman a es d e to e er mi rant or ers o ld propel t e roader re ion into a i er a e environment at said e elieve t ere are several o settin onsiderations A in demo rap i s an also promote disin lation t ro i er savin s and t e do ntrend in la or nion mem ers ip t at as ontri ted to m ted a e ro t is nli ely to reverse o rse n addition le i le or arran ements adopted d rin t e pandemi may e disin lationary inso ar as t ey e pand la or or e parti ipation and oost prod tivity t ro red ed time and osts on omm tin inally over t e lon er term le al mi ration pat ays or re ees rom raine and ot er o ntries into t e or or e o ld elp to o nter t e e onomi impa ts o a in pop lations Force 2: Accounting for Housing e ropean in lation inde s o sin is amon t e lo est a ross ei t advan ed e onomies and o r times lo er t an t at in t e o etter re le t t e livin ost o e ro area o se olds t e said last year t at t e in lation meas rement ill e pdated to in l de o ner o pied o sin osts stimates s est t is ill li t ann al ore in lation y to ea year D e to t e y li al nat re o o sin osts o sin s entry into in lation statisti s may speed p t e responsiveness o in lation to t e o tp t ap parti larly ore in lation o ever it may ta e a de ade e ore t e an e is made ere is also onsidera le n ertainty aro nd medi m term o sin demand and s pply dynami s n o r vie o sin s in l sion into in lation statisti s is li ely to e a se ondary onsideration or t e lon term in lation o tloo relative to ot er ey str t ral a tors 74 | Goldman Sachs Asset Management Force 3: A New Era of Energy Inflation Developed mar et entral an s typi ally loo t ro s pply s o s s as i er ener y pri es as t eir dire t e e t on in lation is ass med to e temporary en t e departed rom t is play oo in and its rate i es proved ine e tive t today t e risin presen e o p ysi al and transition limate ris s and a s r e in reen investment s ests t e onventional vie may need pdatin overnin oard mem er sa el na el as i li ted t ree elements o ener y related in lation ntil rope a ieves a orda le lean and se re ener y 1. Fossilflation: or i er ossil el pri es is a n tion o i demand and nders pply in ossil els d e to years o nderinvestment and ar related s pply disr ptions e de ar oni ation a enda ill preserve ti t nan in onditions or ydro ar ons red in s pply and li tin pri es 2. Climateflation: t e osts in rred rom limate events in l din ood in lation i are e pe ted to e ome more re ent and severe 3. Greenflation: as ot a mi ro and ma ro element At a mi ro level reenin t e e onomy may p s p pri es or ertain metals and minerals At a ma ro level t e ropean reen N Deal t e Ne t eneration pandemi re overy pa a e and t e R o er plan see to oost ener y se rity and advan e t e ener y transition e s r e in limate related investment may add p to a si a le o e ro area D avera in almost o D per year d rin is reen investment as potential to li t a re ate demand and in t rn in lation e in lation impa t o reen investment spendin is omple and n ertain t o ld e lessened i prod ers and ons mers s i tly s it to reen alternatives in response to poli y in entives or i er pri es A oost to potential ro t o ld also temper t e in lationary impa t verall e see s ope or i er ener y related in lation ntil ar onomi s prevails it te nolo i al innovation and t e ene ts o s ale elpin to latten t e de ar oni ation ost rve or lean te nolo ies a ross almost all se tors A Green Investment Surge Could Lift the Level of Real GDP in Europe by About 2% In the Mid-2020s CCS 3% le troly ers 5% Heating 5% ses r Renewables 24% s 5% Charging Stations 3% Passenger EV 12% The E.U. Green Deal €10tn Transmission grids 5% Distribution grids 3% Batteries 11% ner y ffi ien y 22% o r e oldman a s lo al nvestment Resear ropean limate an e As o ay ar on apt re tora e H2T, H2 Infra 4% onomi s Analyst e osts and pport nities o Force 4: A Digital Tipping Point o rope as istori ally la ed Nort Ameri a and Asia in t e di iti ation o its e onomy di ital transition no appears to e a ey ropean poli y priority t at ill omplement its ener y transition oli yma ers are also o sed on t e on ept o di ital soverei nty t e a ility to ontrol t e ne di ital te nolo ies and t eir so ietal e e ts At least o t eN re overy nd ill e spent on t e di ital transition in l din e pansion o road and servi es alon side res illin and ps illin o t e or or e Di ital priorities o pled it reen investments may improve e onomi o t omes in rope alon t ree dimensions apital a m lation employment e pansion and prod tivity ro t e t in t e di ital tippin point as potential to elp rope avoid limate tippin points ile potentially improvin ro t and tamin in lation Force 5: Shifting Policy Priorities e pandemi and t e ar in raine ave rt er entren ed reen and di ital am itions in rope on li t in t e re ion as also led to a reset in orei n and se rity poli y ot s o s ave already p s ed poli y o ndaries into ne realms tensive ond yin as enlar ed t e entral an s ootprint in taly s ond mar et rom pre pandemi to more t an today leadin to on erns a o t and s al dominan e oo in a ead e t in in lation on erns d e to poli y a tions may e almed y a ret rn to s al dis ipline and a is poli y it t e entral an adoptin a atever it ta es tone on rin in in lation a to tar et at its ly meetin mportantly t o ra mentation o t e rren y nion remains a roni iss e t at as een on ealed y years o monetary stim l s A rise in de t servi in osts o ld inter ere it t e s rate i in pat and p t on erns a o t de t s staina ility a into o s parti larly or i de t mem er states s as ree e taly ort al and pain t it is in times o risis t at t e e pands its tool o and overnments a ieve s al oordination eN Re overy nd provides a pre edent or a rope ide s al response t at an e sed a ain d rin a t re risis and t e ne ransmission rote tion nstr ment o ld e a po er l tool in an orin soverei n ond yields in rope at said limited larity on t e onditions nder i t e o ld e a tivated ill li ely preserve t e ris o volatility in ropean ond mar ets parti larly d rin times o i politi al n ertainty All told e e pe t a rad al normali ation o monetary poli y in t e e ro area i s o ld elp sa e ard a ainst ra mentation ris e are also en o ra ed t at t e oal o s al poli y rat er t an simply see in a y li al oost to demand as t rned more str t ral in nat re to art a reener more e ita le and di iti ed pat to ro t RECOVERING INTO A NEW REGIME A ey estion or investors is et er ill mar a pivot point or ropean in lation monetary poli y and ed in ome assets e see t ree pla si le s enarios 1. Reflation reset. rolon ed loose s al poli ies may dampen t e impa t on t e e onomy rom risin rates allo in t e la or mar et to ti ten rt er and a e ro t to pi p om ined it a s rin in or or e e o ld e pe t t is to lead to i er in lation and rates 2. New normal. rope may ret rn to s al dis ipline as t e impa t o pandemi and ar related s pply s o s s side le i le or and res illin o ld improve in la or or e parti ipation eepin a e ro t in e t elements o ener y in lation may persist it ot rates and in lation settlin a ove pre pandemi levels n o r vie t e pat li ely r ns et een t e re lation reset and lo lation reprise s enarios it rope enterin a ne normal o moderately i er in lation and interest rates relative to t e last y le e move into a positive rate environment may attra t more ed in ome apital lo s s pportin t e e ro over time and sponsorin a steeper ropean yield rve t at o ld e s pportive or t e an in se tor e end o o ld also lead to reater di erentiation in orporate ond per orman e reatin se rity sele tion opport nities or a tive mana ers ere is also potential or i er rates to attra t interest rom in ome oriented investors ile str t ral re orm o sed on ener y transition and di iti ation may o er attra tive ottom p orporate ond opport nities verall e elieve t e re overy o rope into a ne re ime as potential to stem or even reverse t e trend o net ed in ome o t lo s o served sin e t e ll ontin e to o serve i e are ra ed or a i er nominal ro t and real rate environment n o r es a ro ond oldman a s Asset ana ement 2. Alt o a tive as ended t e ill still e yin onds as part o its reinvestment s ed le i ill e le i le in nat re t as also nveiled a ne ransmission rote tion nstr ment to address soverei n ond mar et stress 3. rostat ased on o rly la or osts in e ros oldman a s lo al nvestment Resear ropean Daily A trate y Revie and ner pied o sin As o ly e ropean reen Deal is a set o poli y initiatives y t e ropean ommission it t e aim o red in reen o se as emissions y at least vers s levels y and rea in net ero emissions y As de ned y t e ropean o n il on orei n Relations a ro ond oldman a s Asset ana ement ased on oldin s as a proportion o o tstandin talian overnment de t in e r ary and ar is is e a se t e Re overy nd as set a le al pre edent or sin Arti le o t e reaty on t e n tionin o t e ropean nion to iss e de t or redistri tive rant p rposes e e ro also ene ts rom a ealt y e ro area rrent a o nt position 3. Lowflation reprise. essive monetary ti tenin may a se ro t and in lation to pl n e leadin t e to em ra e a lo rate poli y t a sent material do nside in lation ris s e don t e pe t ne ative rates to ret rn Perspectives | 75 SUMMER 2022 | ISSUE 3 THE MARCH OF THE WOMEN: INCREASING DIVERSITY IN ASSET MANAGEMENT Candice Tse is t e lo al ead o t e trate i Advisory ol tions in t e lo al lient siness at oldman a s Asset ana ement 76 | Goldman Sachs Asset Management Wendy Lin is a enior ar et trate ist trate i Advisory ol tions in t e lo al lient siness at oldman a s Asset ana ement • omen are nderrepresented in t e asset mana ement ind stry despite ma in p o t e orld s pop lation and ontrollin more t an one t ird o o se old ealt • st o p li nd mana ers in t e ere omen in a per enta e t at as eld onstant or t e last de ade ere is si ni ant room or improvement else ere in t e ind stry as ell in l din at alternatives mana ers p li pension plans and ons ltants • Addin diversity to mana ement teams rin s ne perspe tives and an res lt in etter de ision ma in improved deal so r in more a ility to attra t and retain talent and etter investment per orman e W Diversi ation doesn t st apply to allo atin a ross di erent asset lasses and mana ers to red e volatility and improve ris ad sted ret rns t also applies to t e teams mana in money and allo atin assets and diverse teams an lead to etter o t omes ore perspe tives and a ro nds an drive i er ality de ision ma in improved deal so r in and etter a ility to attra t and retain talent elpin to drive siness lon evity and investment per orman e iven t e potential ene ts t ere are ommon approa es and deli erate e orts t at investors and asset allo ators an ma e to improve representation o omen in investin Public Markets p li mar ets ot e ity and ed in ome are amon t e lar est in t e orld at tn and tn respe tively li mar et investors ave t e potential to in l en e a si ni ant amo nt o apital n ort nately in st o p li nd mana ers in t e ere omen a per enta e t at as remained ro ly onstant over t e last de ade a ordin e a sol te n m er o to ornin star mana ers as in reased t as not ept pa e it t e ro in ind stry Despite in reased o s in re ent years even mi ed ender teams are still t e minority today Diverse investment teams represented o nds and nearly o assets nder mana ement in y omparison all men teams a o nted or o nds and nearly o assets ile all omen teams represented less t an o teams and o assets e stat s o s ests t at it o t intentional pra ti es to address str t ral arriers or impli it iases t e ind stry ill ontin e to s e to ard men emale nd mana ers ave appeared to t rive in more nas ent mar ets over t e past years ere ni e opport nities meant smaller presen e rom mainstream investment mana ement players and more opport nities or ne diverse ideas n at t e onset o inde and e an e traded nd investin omen a o nted or nearly o passive nd mana ers As t e mar et as mat red omen no represent appro imately o passive nd mana ers oday emale nd mana ers Women Are Underrepresented in Fund Management 80% Proportion of Fund Manager Teams KEY TAKEAWAYS omen ma e p o t e orld s pop lation earn more t an tn every year 2 and ontrol over one t ird o total o se old ealt et a ender ap ontin es to e ist espe ially it respe t to nan es omen s representation in t e asset mana ement ind stry in parti lar la s e ind t e rest o nan ial servi es By Number By Assets 70% 60% 50% 40% 30% 20% 10% 0% All Male o r e Mixed Gender ornin star n and oldman a s Asset ana ement As o De em er All Female or ill strative p rposes only Perspectives | 77 SUMMER 2022 | ISSUE 3 are still etter represented in emer ent nd mar ets s as ina ere omen a o nted or more t an o mana ers in t i e t e lo al avera e e ave seen a similar pattern a ross ind stries etter representation in smaller ne er mar ets and at smaller ne er rms eein omen ontri te in t ese spa es is en o ra in t e elieve eepin t em as ind stries ro to s ale is riti al and translatin diversity mandates into lt ral in l sivity may elp Alternatives Investors A ordin to re in data omen represented st over o employees or in in alternative assets in A ross individ al eo rap ies asset lasses o n tions and seniority levels t e ender ap e omes even reater Diverse teams may have access to differentiated deal pipelines, recognize new business initiatives, or create relationships with a broader group of founders. And omen s parti ipation de lines si ni antly as t eir areers pro ress it omen a o ntin or o senior roles ompared to at t e mid level and in nior positions Resear y insey s ests t at attrition itsel is not to lame omen leave roles at ro ly t e same rates as men o ever omen are promoted at lo er rates t an men o ile e elieve re r itin nior omen into alternatives is important reatin an intentional str t re aro nd trainin promotion and retention is t e ey to improvin senior representation in t e t re n an ind stry t at is so amiliar it en mar s e t in t at a en mar approa to diversity an elp ettin lear oals and meas rin and reportin a ainst t em may improve a o nta ility or e ample ens rin t at appli ant pools are diverse a ross all roles diversi yin leaders ip positions a ross e perien es e sol tion or ea rm may di er ased on ir mstan es t in s rveyin many o o r ind stry peers in alternatives e o nd a e ommon pra ti es e oldman a s Asset ana ement Alternatives nvestment ana er and ele tion A team olle ted responses rom lon Female Representation in Alternatives Asset Management is Particularly Weak in Senior Roles Female Employees in Alternatives as a Proportion of Total Employees 40% Mid-Level Senior Overall 35% 30% 25% 20% 15% 10% 5% 0% o r e Junior Private Equity Venture Capital re in ro and oldman a s Asset Private Debt Hedge Funds Real Infrastructure Natural Estate Resources ana ement As o De em er 78 | Goldman Sachs Asset Management or ill strative p rposes only only ed e nd private e ity and real estate investment mana ement rms in i o r lients are invested ost ave a ritten poli y on e al employment opport nity or diversity e ity and in l sion D and ond t periodi revie s Diversity and in l sion is not st an iss e o e ity it s an alp a iss e as ell or s and or o r lients n investin espe ially man driven ndamental investin i is at e do every day yo see to reate an ed e y avin a ni e perspe tive relative to t e mar et ne o t e ays to ltivate t at variant perspe tive is to rin in people it di erent perspe tives and a ro nds so t at o r olle tive nderstandin is etter in ormed and less iased Re o ni in t is ompetitive advanta e e ave ilt a team ere over o o r n in Assets nder pervision is led or o led y omen port olio mana ers m i er t an t e ind stry avera e Katie Koch ie nvestment ffi er o li ity at oldman a s Asset ana ement Many Firms are Embracing Diversity, Equity, and Inclusion Have a Written EEO/DEI Policy Conduct Periodic Reviews of Compensation Compliance with the EEO Policy Have DEI Focused Recruitment Initiatives ave mployee Affinity Net or s ave en mar s in Diverse Hiring/Retention/ Promotion ave a ie Diversity ffi er 0% 20% 40% 60% 80% 100% Manager DEI Policies and Actions o r e oldman a p rposes only s Asset ana ement A o omplian e it t at poli y any also o sed re r itment initiatives ave D t e er ave spe i en mar s or diverse irin retention or promotion Alon side t e s rvey many mana ers emp asi ed t e importan e o diversity and in l sion to t eir rm lt re and re o ni e o it an elp t em drive ommer ial s ess or e ample diverse teams may ave a ess to di erentiated deal pipelines re o ni e ne siness initiatives or reate relations ips it a roader ro p o o nders Additionally e t in t at proa tive D pra ti es an elp asset mana ers re r it promote and retain more omen ma in pro ress on emale representation in t e investment orld DIVERSITY THROUGH ASSET ALLOCATORS Diversity as also e ome top o mind or asset allo ators t o pro ress as een more lo ali ed at t e plan sponsor or instit tional level ovin t e needle on diversity typi ally omes t ro t o approa es mana er diversity and allo ation diversity or asset allo ators t e ormer addresses diversity it in t e or pla e ile t e latter o ses on promotin diversity t ro investments e elieve in l sive representation starts Diversity rvey As o De em er or ill strative it avin ood data t so ar data orts to remains s ar e on ot ends normali e diversity reportin similar to nan ial reportin may drive transparen y and reate opport nities or omen diverse and emer in mana ers Public Plans nly listed p li de ned o t e ene t plans ave de lared an e pli it poli y en o ra in t e irin o omen minority disa led or veteran investment pro essionals n allo ation diversity only plan sponsors p li ly reported t e amo nt o assets invested it diverse mana ers as o e r ary Reportin also varied a ross p li plans it some plans prod in re lar diversity report ards to eval ate or monitor ommitment to in l sion ile ot ers remained opa e o e air p li plans an e s e t to state stat tory re irements t at spe i y t at d iaries m st a t pr dently and or t e e l sive p rpose o providin ene ts i an limit t e se o non nan ial a tors in de ision ma in As a res lt many plans ave so t di erent ays to in orporate diversity into investments ome may lean on emer in and diverse mana er pro rams as a sol tion or pair t em it dedi ated asset allo ation arve o t mandates and n private mar ets t ere ave een lar e rivers o apital asin t e same opport nities or many years Diversity to s is a o t ndin di erentiated opport nities or ontrarian ideas and e elieve t ose ome rom all sorts o individ als and a ro nds e elieve t ere needs to e more apital on ot sides o t e ta le to move t e needle so e started a n it ere e see to or it ot nderrepresented investors and o nders e are e ited e a se e ave never seen more investment opport nities t an e do no in n en e rst started a n it e o ten ot t e estion rom sta e olders s t ere eno opport nity to deploy apital in t is area No e elieve e an de nitively say yes it t e data to s pport Suzanne Gauron lo al ead o rivate ity trate ies and a n it at oldman a s Asset ana ement Perspectives | 79 SUMMER 2022 | ISSUE 3 Considerations for Asset Management e ender ap in asset mana ement is a res lt o de ades o str t ral and lt ral iss es n l ential sta e olders in l din asset mana ers and allo ators as ell as senior leaders ip and man reso r e departments s o ld e at t e ore ront o improvin diversity y adoptin an ACT NOW rame or Adopt a written DEI policy in seeking to build accountability. A ormal D poli y is essential in providin a ommitment and rame or to oster a lt re o diversity e ity and in l sion it in or ani ations ompre ensive D poli ies and pra ti es s o ld in l de diverse and e ita le talent a isition retention and promotion pro ed res servin as t e edro to ild a o nta ility and reate an in l sive lt re Cultivate a supportive culture with strong apprenticeship, allyship, and sponsorship. n e a ritten D poli y is in pla e a tions s o ld rin t e poli ies into t e or pla e and port olios in ays t at an e revie ed improved and repli ated in t e t re ere at oldman a s e ave set aspirational oals or omen to represent o analysts o asso iates and o vi e presidents y At a senior level e are meas rin and reportin on omen s representation in mana in dire tor and partner lasses ile t ere is still more to e done e ave o nd t ese oals elp to eep s a o nta le e also ave a omen s net or or omen in asset mana ement and men are el ome to e sponsors and allies in t e net or Normalize diversity reporting standards and commit to regular reporting in industry databases. Outline diversity criteria in investing, and set medium- and long-term target goals. n an ind stry t at revolves aro nd en mar s e t in t at normali in p li diversity reportin is imperative y reatin a standardi ed data ase o meas res sta e olders an eep tra o pro ress and mana ers an learn rom ea ot er s est pra ti es irms an also ontin e to raise a areness y p lis in reports e aminin t e state o diversity a ross t e ind stry till ea rm ill li ely ave its o n diversity riteria in its o n investment pro ess or e ample a money mar et mana er may transa t it diverse o ned ro ers ile a ro t e ity rm may invest in omen led ompanies and an endo ment may see o t diverse o ned or diverse led rms pport n tions s as mar etin investor relations and te nolo y s o ld also eat re diversity 80 | Goldman Sachs Asset Management Tap i t i r tiat recruiting pools, then train, retain, and promote diverse talent. A o s on attra tin omen at t e nior level and eyond ill ens re ompanies maintain a more diverse or or e and leaders ip pipeline t it ill li ely re ire an es to man reso r e strate ies irms s o ld onsider ne re r itin pools in l din st dents it non siness ma ors pro essionals it tan ential yet pra ti al e perien e and omen ret rnin to t e or or e d atin omen on t e ind stry t e vario s roles and o to ild a meanin l areer in asset mana ement is important irms an also or to eliminate ias in revie s promotions and ompensation y sin lear metri s and transparent pro esses Work with external organizations to help eliminate familiarity barriers and review progress toward diversity goals. inally t is is not a solo endeavor Asset mana ers an or to et er en a e it t eir net or o ons ltants and partners and levera e lessons learned rom ot er ind stries losin t e ender ap ill ltimately e a ro p e ort ort nately e elieve t e o t omes s o ld ro t e pie to ene t everyone dili en e pro esses onsiderin diversity as a riterion or eval atin investment partners e o nd t at some p li plans ave also s pported diversity e orts t ro dedi ated partners ips it diverse o ned and led ro era es till relative to t eir peers p li plans are a ead o t e rve on omen s representation as ill strated in t e e i it elo is may e d e to a di erent set o motivations or p li plans li e a ommitment to advan in minority and omen o ned sinesses t at re le ts e istin affirmative a tion poli ies or a ardin overnment ontra ts Also t e re ent spotli t on ender e ality may ave rei nited a p li o s on improvin diversity ven so t ere is still or to e done ile omen s representation at p li plans is a ove avera e it is still ar rom parity pandin t e pipeline or diverse mana ers is important in o r vie li plans typi ally se ons ltants and m lti mana er nds to a ess diverse mana ers t y o tso r in allo ators are relieved o avin to ond t d e dili en e o individ al mana ers ons ltants ave deep net or s a ross investment mana ers t t eir readt o overa e may ave t e nintended onse en e o eepin lesser no n players o t o t e i lea e oreover onsolidation in t e ons ltant niverse alon side t e ro t o asset mana ers means e er ons ltants are responsi le or eval atin a ro in pool o ompetitive in ormation ons ltants may a ard mandates to in m ent asset mana ement rms d e to t eir amiliarity it t ese rms and a ess to per orman e re ords t t ese lar e rms o ten la diversity e t in asset allo ators s o ld onsider opport nities o tside t ese net or s Investment Consultants A ordin to a Ann al nvestment ons ltant rvey o rms on t eir diversity e orts in o se and on e al o lients o rm o ners are omen ile o omen old senior mana ement positions ile rm o ners ip remained dominated y ite men t e st dy o nd t at diversity it in senior mana ement as started to improve e t in t is is an important metri to at as a more ender alan ed resear sta ieldin de ision ma in po er may roaden emale in l sion t ro mana er sele tion till t e or ard pipeline to in l sivity an e improved A ross t e rms o t em ave esta lis ed idelines on diversity irin pra ti es et only ve rms ave a ritten poli y to intervie one or more oman andidate or every availa le position e see areas o improvement or t e investment mana er revie pro ess too ile t e ma ority o s rveyed investment ons ltants ave diverse mana er pro rams in pla e less t an a t ird o t em ave e pli it r les re irin a ali ed diverse o ned rm to e intervie ed or asset mana er openin s oreover only t ree ons ltants a tively Women Are Underrepresented Across Institutional Investors lients are etter served y more diverse mana ers n a t analysis as s o n t at omen istori ally o tper ormed men on a ris ad sted ret rn asis till t e ind stry doesn t al ays ollo t ro on pled es to invest in diversity y irin more omen am pro d to e part o a rm t at lives y its ord and demonstrates in pra ti e its ommitment to i per ormin omen mana ers and a diverse or or e in eneral Maria Vassalou o lti Asset ol tions at oldman a s Asset ana ement Corporate Investor Insurance Company amily ffi e an nvestment an Investment Company Wealth Manager Asset Manager Superannuation Scheme Private Sector Pension Fund Sovereign Wealth Fund Public Pension Fund Government Agency Endowment Plan Foundation 0% 10% 20% 30% 40% 50% Female Employees at Institutional Investors as a Proportion of Total Employees o r e re in ro and oldman a s Asset ana ement As o De em er or ill strative p rposes only Perspectives | 81 SUMMER 2022 | ISSUE 3 Endowments and Foundations Have Room for Improvement Number of U.S. Institutions 100% FY 2017 FY 2020 Imbalances in Gender Diversity Are Acute in Wealth Management Men Women Meno op lation are Women 80% 60% 40% omen 51% 49% 51% 49% 20% 0% Have a Formal Diversity and Inclusion Manager Selection Policy Did Not Respond Affirmatively to the Existence of Formal Policy o r e NA AA t dy o ndo ments and e n m er o instit tions t at did not respond affirmatively to t e e isten e o a ormal poli y is ased on instit tions it endo ments n or reater in si e as o t e respe tive s al year end or ill strative p rposes only tra in omin in iries rom investment rms diverse or ot er ise Endowments & Foundations e endo ment niverse also as si ni ant potential to ma e a positive impa t on e ality meas res e mar et val e o t e endo ment nds o olle es and niversities in t e totals more t an n and t e si e and t e perpet al investment ori on o t e assets may ampli y t e lon r n impa t t at apital an ave n ort nately t ere is si ni ant room to improve investments in diversity A ordin to t e National Asso iation o olle e and niversity siness ffi ers NA AA ann al s rvey only or appro imately o t e instit tions in t e st dy a no led ed a ormal poli y addressin diversity and none o t e instit tions it endo ments reater t an n a no led ed s a poli y t ose it a ormal poli y lar er endo ments ere si ni antly more li ely to ave diverse mana ers in t eir port olios relative to smaller o nterparts potentially d e to di eren es in reso r es needed to ond t d e dili en e and so r e investments o ndations are anot er potentially po er l asset allo ator t at ave o ten led t e ar e in investin it diverse o ned rms to se re stron ret rns identi y ne 82 | Goldman Sachs Asset Management opport nities and en a e it diverse and inter onne ted omm nities oo in at some o t e lar est o ndations in t e o assets or in every are invested in diverse o ned nds in p per enta e point rom en onsiderin t e amo nt o analy ed A e reatest ro t as o served in investments dire ted to ards minority o ned rms ile t e per enta e o investments pla ed it emale o ned rms remained onstant at nly o Men inan ial Advisors are omen Women 18% Financial Advisors ealt mana ement as lon een a male dominated ind stry ver t e years vario s asset mana ers and pro essional or ani ations ave re o ni ed t is iss e and la n ed initiatives to improve t e alan e and yet in only o nan ial advisors ere omen a mere per enta e point in rease rom emale representation rt er de reases at t e top nly o t e arron s top nan ial advisors ere omen and only o top re istered investment advisors R A rms e e tives ere omen in ome o t e o sta les t at emale nan ial advisors a e in l de pipeline allen es ins ffi ient mentorin opport nities or li e alan e and impli it ias n 82% o r e er lli Asso iates and oldman a s Asset ana ement As o De em er or ill strative p rposes only addition to t e re r itment pro ess ead inds many rms still str le it retention and areer pro ression n a t en analy in t e avera e advisor y ender t e a es to represented t e o ort it t e lar est di eren e in male and emale advisor pop lation n t eir prime areer years many omen also ave to alan e are ivin and o se old a tivities it o t str t ral s pport and Women Are Underrepresented During Peak Earning Years U.S. Advisor Age by Gender (2020) 30% Whitney Watson lo al ead o i ed n ome ort olio ana ement onstr tion Ris at oldman a s Asset ana ement o r es orld an as o e r ary data orld an or indi ator 2. 3. ttps rost and llivan as o ar ttps rost om ne s press releases lo al emale in ome to rea trillion in says rost s llivan oston ons ltin ro p as o April ttps om p li ations mana in ne t de ade omen ealt rea o a or tatisti s as o De em er A as o e r ary ornin star as o ar ttps mornin star om arti les t e per enta e o s emale nd mana ers is e a tly ere it as in Assets nder pervision A in l des assets nder mana ement and ot er lient assets or i oldman a s does not ave ll dis retion e o assets mana ed a ross Women 25% 20% 15% 10% 5% 0% r lients are e omin more diverse and t ey ant t ose o mana e t eir investments to ave diverse a ro nds and perspe tives too n asset mana ement t in meetin diversity oals re ires s to t in di erently a o t irin e don t al ays need someone it a spe i a ro nd ive me te ni ally pro ient ood omm ni ators and an train t em Men <35 35 to 44 45 to 54 55 to 64 o r e er lli Asso iates and oldman a s Asset ana ement As o De em er lear opport nities in t e or pla e emale advisors may opt to an e tra s tartin it re r itment ealt mana ement rms an attra t st dents and yo n pro essionals to t e ind stry ile ma in omen leaders more visi le to road a dien es irms an adopt ne de nitions o o des riptions ased on s ills and interests rat er t an la els or e ample relations ip mana er as opposed to nan ial advisor or employees e elieve rms s o ld re o ni e t at or li e alan e is not st ndamental ity prod ts are led or o led y emale port olio mana ers is n m er ill an e as mar ets move and lient asset lo s a se assets in di erent strate ies to in rease and de rease re in as o ar ttps pre in om insi ts resear reports pre in impa t report omen in alternative assets insey as o eptem er ttps m insey om ind stries nan ial servi es o r insi ts losin t e ap leaders ip perspe tives on promotin omen in nan ial servi es ensions nvestments as o e r ary ttps pionline om pi lar est retirement plans diversity pro rams an e times Drin er iddle Reat nvestment Diversity in li e tor Retirement lans as o A st or orporate pension plans ederal Re ister inan ial a tors in ele tin lan nvestments as o Novem er Diverse Asset ana ers nitiative as o De em er ttps d n a pro v m ≥64 or ill strative p rposes only a omen s iss e and t at o erin le i ility and parental ene ts an e elp l or all employees inally sponsorin affinity net or s t at promote in l sivity en an e leaders ip s ills and ild pro essional on den e may elevate retention e ender ap in asset mana ement is t e res lt o de ades o str t ral and lt ral iss es n l ential sta e olders in l din asset mana ers and allo ators as ell as senior leaders ip and man reso r e departments s o ld e at t e ore ront o improvin diversity startin today n lo d ront net intentionalendo ments pa es atta ments ori inal DA Report inal pd Department o d ation National enter or d ation tatisti s e si e o t e endo ment is as o t e end o s al year latest availa le NA AA t dy o ndo ments As o lo al onomi s ro p ni t Diversity Asset ana ers Resear eries ilant ropy As o eptem er ttps ni t o ndation or reports ni t diversity o asset mana ers resear series p ilant ropy er lli Asso iates Advisor etri s arron s op inan ial Advisors and op R A irms erti ed inan ial lanner oard o tandards as o ttps p net media les p oard no led e reports and resear omens initiative p oard in e pd Perspectives | 83 SUMMER 2022 | ISSUE 3 PUBLIC DEFINED BENEFIT PLANS — INVESTING IN A NEW ERA U.S. public defined benefit plans had benefited from the strong performance of risk assets, such as public and private equity and real estate, over the past several years. In 2021, many of them reached their highest funded status since before the global financial crisis in 2008. The market drawdowns in 2022 have erased much of that improvement, potentially leading some to question whether they may have been able to take steps within their portfolios to protect some of those gains. We spoke to Michael Moran to get some observations and approaches for sponsors navigating this environment. Michael Moran, CFA Pension Strategist, Goldman Sachs Asset Management i ael is a pension strate ist in t e lient ol t leaders ip on iss e prod es ori inal t o plans n t is role e ons lts it lients on a mana ement and t e impa t o re latory and 84 | Goldman Sachs Asset Management tions ro p o oldman a s Asset ana ement ere es pertainin to de ned ene t and de ned ontri tion ide ran e o topi s related to asset allo ation pension ris nan ial reportin an es at i t tat lic fi fit la rt li t a Michael Moran: li de ned ene t D pension plans li e all instit tional investors ene ted rom an environment o risin val es or ro t assets s as p li e ities private e ity and real estate in re ent years is ad elped to olster t e total assets or t ese plans and led to a nota le step p in nded levels t e ratio o plan assets to lia ilities A ter lan is in elo or m o t e past de ade t e a re ate nded stat s o t e p li pension system rea ed as o t e end o its i est level sin e e ore t e lo al nan ial risis An nded stat s is a ey level o ten re eren ed or ein ell nded so movin a ove t at mar as a si ni ant a omplis ment or t e ind stry as ell as or many individ al plans o ever iven t e re ent e ity mar et p ll a t e a re ate nded stat s y o r estimate as allen a do n to aro nd as o t e end o t e se ond arter o l lic i la c i r i r t trat i they experience a rise in funded ratios, such as when they move above that critical 80% threshold? Moran: li de ned ene t pension plans are lon term investors espe ially sin e many are open and t eir parti ipants are a r in ne ene ts ea year Nonet eless en t ey e perien e a rise in nded stat s t ey may ant to onsider employin some di erent strate ies in order to prote t some o t ose ains i e many de ned ene t systems aro nd t e orld t e p li pension system as seen its air s are o nded stat s volatility over t e past several de ades At t e lose o t e last ent ry p li D plans ere olle tively over nded d e in no small part to t e e ity ll mar et o t e s et een t e te le Public Pension Funded Ratios Given Back Their Gains from 2021 100% 90% Funded Percentage 80% 70% 60% 50% 40% 30% 20% 10% 20 0 20 1 02 20 0 20 3 04 20 0 20 5 06 20 0 20 7 08 20 0 20 9 10 20 1 20 1 1 20 2 1 20 3 1 20 4 1 20 5 1 20 6 1 20 7 18 20 1 20 9 20 20 2 20 1 22 0% o r e oldman a s Asset ana ement enter or Retirement Resear at oston olle e li lan Data ase All nded per enta es as o ne t o indi ated years e re is a oldman a s Asset ana ement estimate rst o t e early s and t e lo al nan ial risis in t e a re ate nded level ell to t e lo s t dipped rt er into t e mid s d rin t e ei t o t e D risis in early Dra do ns li e t ose ma e it ard to re over to previo s nded levels as t e smaller asset ase m st or arder to erase t e lar er de its Avoidin lar e dra do ns is a ay to ens re t e s staina ility o any plan o rse a ievin t is as e ome more allen in not only e a se o t e re ent e ity mar et p ll a t also e a se o roader str t ral mar et a tors t at ave le t many port olios more on entrated and it t e alan e o ris e pos re to t e do nside orrelations a ross ma or asset lasses ave pi ed p e a er ated y reater speed and ma nit de o e ity mar et dra do ns in re ent years e lon relied pon ne ative sto ond orrelation t rned positive in li e ity indi es ave e ome more on entrated in t e lar est names e top ve oldin s in t e R ssell ro t nde represented nearly o t e inde at t e end o o r o t em te nolo y ompanies in essen e i not in se tor lassi ation or onte t t e top ve oldin s represented less t an o t e inde or m o t e last t o de ades and never rossed t e level d rin t e pea o t e dot om le i ed in ome mar ets are v lnera le to risin rates and ave t eir o n on entration iss e it t e top t ree se tors an in ons mer non y li al and te nolo y it in t e loom er orporate nde representin o t e total inde mar et val e as o ar l a lia ilit i i ati ia fi de-risking strategy for public plans? i c a cti Moran: n t e orporate de ned ene t pension orld many plans ave implemented s strate ies t t at o ld not seem to e an option or p li D plans or t o ey reasons e rst is t at nli e orporate plans p li plans do not val e t eir lia ilities ased on ed in ome yields Rat er t ey enerally se t e plan s lon term e pe ted ret rn on plan assets R A ass mption as t e dis o ntin me anism at means t eir lia ilities do not rise and all it yields so in reasin t e ed in ome allo ation does not ne essarily red e nded stat s volatility st t e opposite in a t in reasin t e ed in ome allo ation at t e e pense o e ities o ld li ely res lt in a lo er R A ass mption i o ld in rease t e val e o lia ilities and lo er t e plan s nded stat s e se ond di eren e et een orporate and p li plans is in t eir ro t rates any orporate plans ave p rs ed ed in ome imm ni ation strate ies sin e in some ases t ey no lon er provide a D ene t to rrent or t re employees li plans on t e ot er and are still open and a r in ne ene ts or parti ipants it o li ations typi ally lin ed to ann al ost o livin ad stments et een t e a retion o t e lia ility ea year ased on t e dis o ntin a tor and ne ene ts earned y rrent employees ann al lia ility ro t or some plans an approa n today s environment lo yieldin ed in ome may not provide eno ret rn to t e overall port olio in order to rea its desired ret rn e pe tation Perspectives | 85 SUMMER 2022 | ISSUE 3 Asset Allocation Has Shifted for Public DB Plans in Recent Years Equity Fixed Income Private Equity Real Assets Hedge Funds Other Allocation Percentage 100% 90% 80% 70% 60% 50% 40% 30% 20% 10% 0% 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 o r e oldman a s Asset ana ement enter or Retirement Resear at oston olle e t is not s rprisin t ere ore t at t ese sponsors a re ate allo ation to ed in ome as steadily de reased over t e past t o de ades ile i er yields seen in may in rease t e attra tiveness o ed in ome to some p li D plans e o ld not anti ipate t em nota ly in reasin t e allo ation to t is asset lass as a ay to red e ris rom an asset lia ility mat in perspe tive as t eir orporate D ret ren ave een doin In today’s environment, low-yielding fixed income may not provide enough return to the overall portfolio in order to reach its desired return expectation. li lan Data ase Anot er so r e o diversi yin ret rns is mana er alp a r mar et strate ists anti ipate t at t e omin investment y le ill see less overall mar et dire tion and more idiosyn rati ret rn a ross individ al ni es and opport nities at and lat is portends a more avora le environment or alp a eneration amon s illed mana ers in ot p li and private mar ets ne ay to apitali e on a tive mana er s ill is to em ra e more le i le mandates n traditional asset lasses t at may mean investin in mana ers o ave t e le i ility to deviate more rom t eir en mar s n alternative asset lasses t at may mean investin in strate ies t at allo t e mana ers to p rs e opport nities a ross a ran e o mar ets and tradin strate ies or ones t at o s e pli itly on alp a eneration s as mar et ne tral ed e nd strate ies or opport nisti private mar ets strate ies is approa ma es mana er sele tion all t e more riti al in o r vie n o r e loom er What approaches should public plan sponsors consider in navigating the next investment cycle? Moran: e s est plans esta lis or a ment positions in diversi yin strate ies t at may e nderrepresented in t eir port olios rivate e ity and redit strate ies an o er str t ral so r es o ret rn n orrelated to road e ity and redit mar ets Real assets s as real estate and in rastr t re an o er ot di erentiated so r es o ret rn and sensitivity to in lation A essin t ese investments in private mar ets may rin reater diversi ation ene ts t an doin so in p li mar ets sin e R s and in rastr t re sto s ave i orrelations to road e ity mar ets ommodities o er less orrelated ret rns and in lation sensitivity as ell any ed e nd strate ies an provide diversi ation too parti larly ones t at o s on ris premia o tside traditional e ity and redit e pos res s as trend ollo in and ma ro 86 | Goldman Sachs Asset Management a t et R ssell as o ar GLOSSARY Alpha re ers to ret rns in e ess o t e en mar ret rn Asset allocator re ers to an investment pro essional responsi le or mana in assets a ross a port olio Beta re ers to t e tenden y o a se rity s ret rns to respond to s in s in t e mar ets Beta Agnostic des ri es eta level nds t at are not mana ed to a parti lar Bps re ers to asis points or t o Buyout is an investment transa tion y a ompany or a ma ority s are o t e sto i t e o ners ip e o t e ompany is a Correlation is a statisti t at meas res t e de ree to se rities move in relation to ea ot er i ity o ired t o Co-investment portfolio omprise dire t investment positions made alon side a eneral artners Default ratio means an amo nt e pressed as a per enta e e i t e s m o A t e a re ate tstandin alan e Dislocation trading des ri es mar et a tivity in se rities pri e is dis onne ted rom t e ndamentals al to ere t e Distressed ratio is t e proportion o spe lative rade iss es it ps relative to option ad sted omposite spreads o more t an reas ries Distressed securities are nan ial instr ments iss ed y a ompany t at is near or rrently oin t ro an r pt y i r ificati re ers to allo atin apital in a ay t at see s to red e e pos re to any one asset or ris Dovish re ers to more a ommodative monetary poli y t e opposite o a is Drawdown is an investment s pea to tro de line Opportunistic Financings typi ally in l de espo e terms to meet spe i needs o r d rin times o orporate or e onomi stress PCE re ers to ersonal ons mption pendit res Private asset re ers to an e ity or de t investment t at is not a essi le via p li mar ets in l din private e ity private redit and real estate Private credit re ers to non an lendin t at is not iss ed or traded in p li mar ets Private equity (PE) re ers to investments in t e e ity or de t o ompanies t at are eit er not listed on p li e an es or are ta en private s ortly a ter t ey are a ired Private real estate en a es in dire t or indire t involvement a irin and nan in real estate properties or rrent in ome or lon term apital appre iation Public real estate or real estate investment trust (REIT) re ers to a p li ly traded ompany t at o ns operates or nan es in ome prod in properties Real assets des ri es investments into p ysi al str t res and ommodities in l din in rastr t re and ener y Relative value managers see to e ploit temporary di eren es in t e pri es o related se rities Right side of disruption re ers to ompanies t at in o r vie are ali ned it ey se lar ro t trends and or are reatin ne innovative sol tions Risk-adjusted returns a al lation o t e potential pro t rom an investment t at ta es into a o nt t e de ree o ris a epted in order to a ieve it Risk assets are t ose it a i de ree o ris and volatility s s as e ities i yield redit ommodities and rren ies as EBITDA re ers to arnin s e ore nterest a es Depre iation and Amorti ation Risk premia re ers to t e amo nt y i t e ret rn o a ris y asset is e pe ted to o tper orm t e no n ret rn on a ris ree asset Event driven manager trade aro nd ma or orporate events in l din mer ers re lations and earnin s anno n ements Russell 2000 Growth Index is an nmana ed inde o ommon sto pri es t at meas res t e per orman e o t ose R ssell ompanies it i er pri e to oo ratios and i er ore asted ro t val es GDP re ers to ross Domesti rod t Growth (growth equity) investin is a style o investment strate y t at is o sed on apital appre iation S&P 500 Index is t e tandard oor s nde o sto s an nmana ed inde o Infrastructure assets re er to lon lived str t res t at s pport essential servi es s as tilities tele omm ni ations or rid es Secondary vehicles a IRR is t e dis o nt rate t at ma es t e net present val e o all as lo s ero LTM re ers to ast elve t re ont s Market-neutral strategies maintain ero net e pos re to t e mar et see in to a ieve ains re ardless o mar et onditions Mark to Market is an a o ntin pra ti e t at involves ad stin t e val e o an asset to re le t its val e as determined y rrent mar et onditions Max drawdown is t e pea to tro d rin a spe i period de line o an investment NASDAQ Composite is a mar et apitali ation ei ted inde o more t an sto s listed on t e Nasda sto e an e omposite to ri es ommon sto pri es ire sta es in e istin private e ity nds Senior debt is de t and o li ations i are prioriti ed or repayment in t e ase o an r pt y typi ally ollaterali ed y assets Strategy agnostic des ri es mana ers or spe i strate y nds t at to not p rs e a Subordinated debt is nse red de t t at ran s elo ot er more senior loans or se rities it respe t to laims on assets or earnin s typi ally ris ier or t e ond older Tactical trading involves s ort term investment de isions ased on anti ipated near term pri e movements in a se rity or mar et se tor Tracking error is t e standard deviation o t e e ess ret rns o an investment relative to a en mar Venture capital is apital invested in a pro e t in i t ere is a s stantial element o ris typi ally e a se t e pro e t is ne or e pandin Perspectives | 87 SUMMER 2022 | ISSUE 3 RISK CONSIDERATIONS All investin is s yo invest e t to ris in l din t e possi le loss o t e money ity se rities are more volatile t an onds and s ris s Dividends are not aranteed and a ompany s pay dividends may e limited e t to reater t re a ility to nvestments in ed in ome se rities are s e t to t e ris s asso iated it de t se rities in l din redit and interest rate ris nvestments in orei n se rities entail spe ial ris s s as rren y politi al e onomi and mar et ris s ese ris s are ei tened in emer in mar ets nvestments in ommodities may e a e ted y an es in overall mar et movements ommodity inde volatility an es in interest rates or a tors a e tin a parti lar ind stry or ommodity i yield lo er rated se rities involve reater pri e volatility and present reater redit ris s t an i er rated ed in ome se rities e rren y mar et a ords investors a s stantial de ree o levera e is levera e presents t e potential or s stantial pro ts t also entails a i de ree o ris in l din t e ris t at losses may e similarly s stantial transa tions are onsidered s ita le only or investors o are e perien ed in transa tions o t at ind rren y l t ations ill also a e t t e val e o an investment rivate e ity investments are spe lative i ly illi id involve a i de ree o ris ave i ees and e penses t at o ld red e ret rns and s e t to t e possi ility o partial or total loss o nd apital t ey are t ere ore intended or e perien ed and sop isti ated lon term investors o an a ept s ris s Alternative investments are s ita le only or sop isti ated investors or om s investments do not onstit te a omplete investment pro ram and o lly nderstand and are illin to ass me t e ris s involved in Alternative nvestments Alternative nvestments y t eir nat re involve a s stantial de ree o ris in l din t e ris o total loss o an investor s apital e val e o se rities iss ed y te nolo y and te nolo y related ompanies may e adversely a e ted y intense mar et volatility a ressive ompetition and pri in ons mer pre eren es s ort prod t y les la o ommer ial s ess or ne prod ts prod t o soles en e or in ompati ility overnment re lation and e essive investor optimism or pessimism amon ot er a tors Real estate investments are spe lative and illi id involve a i de ree o ris and ave i ees and e penses t at o ld red e ret rns ese ris s in l de t are not limited to l t ations in t e real estate mar ets t e nan ial onditions o tenants an es in ildin environmental onin and ot er la s an es in real property ta rates or t e assessed val es o artners ip nvestments an es in interest rates and t e availa ility or terms o de t nan in an es in operatin osts ris s d e to dependen e on as lo environmental lia ilities nins red as alties navaila ility o or in reased ost o ertain types o ins ran e overa e l t ations in ener y pri es and ot er a tors s as an o t rea or es alation o ma or ostilities de larations o ar terrorist a tions or ot er s stantial national or international alamities or emer en ies e possi ility o partial or total loss o an investment ve i le s apital e ists and prospe tive investors s o ld not invest nless t ey an readily ear t e onse en es o s loss rt er some real estate investments may re ire development or redevelopment i arries additional ris s relatin to t e availa ility and timely re eipt o onin and ot er re latory approvals t e ost and timely ompletion o onstr tion and t e availa ility o permanent nan in on avora le terms Real estate investments ill e i ly illi id and ill not ave mar et 88 | Goldman Sachs Asset Management otations As a res lt t e val ation o real estate investments involves n ertainty and may e ased on ass mptions A ordin ly t ere an e no ass ran e t at t e appraised val e o a real estate investment ill e a rate or rt er t at t e appraised val e o ld in a t e reali ed on t e event al disposition o s investment n addition real estate assets may e i ly levera ed i levera e o ld ave si ni ant adverse onse en es to t e assets and t ere ore an investment ve i le n parti lar an investment ve i le ill lose its investment in a levera ed asset more i ly t an a non levera ed asset i t e asset de lines in val e o s o ld nderstand lly t e ris s asso iated it t e se o levera e e ore ma in an investment in a real estate investment ve i le nvestments in real estate ompanies in l din R s or similar str t res are s e t to volatility and additional ris in l din loss in val e d e to poor mana ement lo ered redit ratin s and ot er a tors ed e nds and ot er private investment nds olle tively Alternative nvestments are s e t to less re lation t an ot er types o pooled investment ve i les s as m t al nds Alternative nvestments may impose si ni ant ees in l din in entive ees t at are ased pon a per enta e o t e reali ed and nreali ed ains and an individ al s net ret rns may di er si ni antly rom a t al ret rns ees may o set all or a si ni ant portion o s Alternative nvestment s tradin pro ts Alternative nvestments are not re ired to provide periodi pri in or val ation in ormation nvestors may ave limited ri ts it respe t to t eir investments in l din limited votin ri ts and parti ipation in t e mana ement o s Alternative nvestments Alternative nvestments o ten en a e in levera e and ot er investment pra ti es t at are e tremely spe lative and involve a i de ree o ris pra ti es may in rease t e volatility o per orman e and t e ris o investment loss including the loss of the entire amount that is invested ere may e on li ts o interest relatin to t e Alternative nvestment and its servi e providers in l din oldman a s and its affiliates imilarly interests in an Alternative nvestment are i ly illi id and enerally are not trans era le it o t t e onsent o t e sponsor and appli a le se rities and ta la s ill limit trans ers Alternative nvestments s as private e ity nds are s e t to less re lation t an ot er types o pooled investment ve i les s as m t al nds may ma e spe lative investments may e illi id and an involve a si ni ant se o levera e ma in t em s stantially ris ier t an t e ot er investments An Alternative nvestment nd may in r i ees and e penses i o ld o set tradin pro ts Alternative nvestment nds are not re ired to provide periodi pri in or val ation in ormation to investors e ana er o an Alternative nvestment nd as total investment dis retion over t e investments o t e nd and t e se o a sin le advisor applyin enerally similar tradin pro rams o ld mean a la o diversi ation and onse entially i er ris nvestors may ave limited ri ts it respe t to t eir investments in l din limited votin ri ts and parti ipation in t e mana ement o t e nd Alternative nvestments y t eir nat re involve a s stantial de ree o ris in l din t e ris o total loss o an investor s apital nd per orman e an e volatile ere may e on li ts o interest et een t e Alternative nvestment nd and ot er servi e providers in l din t e investment mana er and sponsor o t e Alternative nvestment imilarly interests in an Alternative nvestment are i ly illi id and enerally are not trans era le it o t t e onsent o t e sponsor and appli a le se rities and ta la s ill limit trans ers rivate ity investments are spe lative involve a i de ree o ris and ave i ees and e penses t at o ld red e ret rns t ey are t ere ore intended or lon term investors o an a ept s ris s e a ility o t e nderlyin nd to a ieve its tar ets depends pon a variety o a tors not t e least o mar et and e onomi onditions i are politi al p li AN Alternative nvestments are o ered in relian e pon an e emption rom re istration nder t e e rities A t o as amended or o ers and sales o se rities t at do not involve a p li o erin No p li or ot er mar et is availa le or ill develop imilarly interests in an Alternative nvestment are i ly illi id and enerally are not trans era le it o t t e onsent o t e sponsor and appli a le se rities and ta la s ill limit trans ers Alternative nvestments may involve omple ta and le al str t res and a ordin ly are only s ita le or sop isti ated investors o are r ed to ons lt it yo r o n ta a o ntin and le al advisers re ardin any investment in any Alternative nvestment Conflicts of Interest ere may e on li ts o interest relatin to t e Alternative nvestment and its servi e providers in l din oldman a s and its affiliates ese a tivities and interests in l de potential m ltiple advisory transa tional and ot er interests in se rities and instr ments t at may e p r ased or sold y t e Alternative nvestment ese are onsiderations o i investors s o ld e a are and additional in ormation relatin to t ese on li ts is set ort in t e o erin materials or t e Alternative nvestment nvironmental o ial and overnan e strate ies may ta e ris s or eliminate e pos res o nd in ot er strate ies or road mar et en mar s t at may a se per orman e to diver e rom t e per orman e o t ese ot er strate ies or mar et en mar s strate ies ill e s e t to t e ris s asso iated it t eir nderlyin investments asset lasses rt er t e demand it in ertain mar ets or se tors t at an strate y tar ets may not develop as ore asted or may develop more slo ly t an anti ipated e a ove are not an e a stive list o potential ris s ere may e additional ris s t at s o ld e onsidered e ore any investment de ision lease note t at t is material may in l de ertain in ormation on oldman a s Asset ana ement Alternatives s staina ility pra ti es and tra re ord at an or ani ational and investment team level i may not ne essarily e re le ted in t e port olio o any nd s or related investment ve i le s yo invest in lease re er to t e o erin do ments o any nd s prior to investment or details on o and t e e tent to i t e nd s ta es onsiderations into a o nt on a indin or non indin asis GENERAL DISCLOSURES ie s and opinions e pressed are or in ormational p rposes only and do not onstit te a re ommendation y oldman a s Asset ana ement to y sell or old any se rity ie s and opinions are rrent as o t e date o t is p li ation and may e s e t to an e t ey s o ld not e onstr ed as investment advi e ndivid al port olio mana ement teams or oldman a s Asset ana ement may ave vie s and opinions and or ma e investment de isions t at in ertain instan es may not al ays e onsistent it t e vie s and opinions e pressed erein e vie s and opinions e pressed are t ose o t e spea er as o A st or in ormational p rposes only and do not onstit te any investment advi e or re ommendation y oldman a s Asset ana ement and may e s e t to an e e ave relied pon and ass med it o t independent veri ation t e a ra y and ompleteness o s in ormation and neit er a ree nor disa ree it t e ontent erein A RA D N N AN R R A N N R D NA R N R R D R N A AN D R N D is material is provided or in ormational p rposes only and s o ld not e onstr ed as investment advi e or an o er or soli itation to y or sell se rities is material is not intended to e sed as a eneral ide to investin or as a so r e o any spe i investment re ommendations and ma es no implied or e press re ommendations on ernin t e manner in i any lient s a o nt s o ld or o ld e andled as appropriate investment strate ies depend pon t e lient s investment o e tives rospe tive investors s o ld in orm t emselves as to any appli a le le al re irements and ta ation and e an e ontrol re lations in t e o ntries o t eir iti ens ip residen e or domi ile i mi t e relevant is in ormation dis sses eneral mar et a tivity ind stry or se tor trends or ot er road ased e onomi mar et or politi al onditions and s o ld not e onstr ed as resear or investment advi e is material as een prepared y oldman a s Asset ana ement and is not nan ial resear nor a prod t o oldman a s lo al nvestment Resear R t as not prepared in omplian e it appli a le provisions o la desi ned to promote t e independen e o nan ial analysis and is not s e t to a pro i ition on tradin ollo in t e distri tion o nan ial resear e vie s and opinions e pressed may di er rom t ose o oldman a s lo al nvestment Resear or ot er departments or divisions o oldman a s and its affiliates nvestors are r ed to ons lt it t eir nan ial advisors e ore yin or sellin any se rities is in ormation may not e rrent and oldman a s Asset ana ement as no o li ation to provide any pdates or an es Alt o ertain in ormation as een o tained rom so r es elieved to e relia le e do not arantee its a ra y ompleteness or airness e ave relied pon and ass med it o t independent veri ation t e a ra y and ompleteness o all in ormation availa le rom p li so r es Any re eren e to a spe i ompany or se rity does not onstit te a re ommendation to y sell old or dire tly invest in t e ompany or its se rities t s o ld not e ass med t at investment de isions made in t e t re ill e pro ta le or ill e al t e per orman e o t e se rities dis ssed in t is do ment Diversi ation does not prote t an investor rom mar et ris and does not ens re a pro t onomi and mar et ore asts presented erein re le t a series o ass mptions and d ments as o t e date o t is presentation and are s e t to an e it o t noti e ese ore asts do not ta e into a o nt t e spe i investment o e tives restri tions ta and nan ial sit ation or ot er needs o any spe i lient A t al data ill vary and may not e re le ted ere ese ore asts are s e t to i levels o n ertainty t at may a e t a t al per orman e A ordin ly t ese ore asts s o ld e vie ed as merely representative o a road ran e o possi le o t omes ese ore asts are estimated ased on ass mptions and are s e t to si ni ant revision and may an e materially as e onomi and mar et onditions an e oldman a s as no o li ation to provide pdates or an es to t ese ore asts ase st dies and e amples are or ill strative p rposes only Past performance does not guarantee future results, which may vary. The value of investments and the income derived from investments will fluctuate and can go down as well as up. A loss of principal may occur. Re eren es to indi es en mar s or ot er meas res o relative mar et per orman e over a spe i ed period o time are provided or Perspectives | 89 SUMMER 2022 | ISSUE 3 yo r in ormation only and do not imply t at t e port olio ill a ieve similar res lts e inde omposition may not re le t t e manner in i a port olio is onstr ted ile an adviser see s to desi n a port olio i re le ts appropriate ris and ret rn eat res port olio ara teristi s may deviate rom t ose o t e en mar Index Benchmarks ndi es are nmana ed e res or t e inde re le t t e t do not reinvestment o all in ome or dividends as appli a le re le t t e ded tion o any ees or e penses i o ld red e ret rns nvestors annot invest dire tly in indi es e indi es re eren ed erein ave een sele ted e a se t ey are ell no n easily re o ni ed y investors and re le t t ose indi es t at t e nvestment ana er elieves in part ased on ind stry pra ti e provide a s ita le en mar a ainst i to eval ate t e investment or roader mar et des ri ed erein e e l sion o ailed or losed ed e nds may mean t at ea inde overstates t e per orman e o ed e nds enerally e lo al nd stry lassi ation tandard as developed y n and is t e e l sive property and a servi e mar o and lo al ar et ntelli en e and is li ensed or se y oldman a s Neit er nor any ot er party involved in ma in or ompilin t e or any lassi ations ma es any e press or implied arranties or representations it respe t to s standard or lassi ation or t e res lts to e o tained y t e se t ereo and all s parties ere y e pressly dis laim all arranties o ori inality a ra y ompleteness mer anta ility and tness or a parti lar p rpose it respe t to any o s standard or lassi ation it o t limitin any o t e ore oin in no event s all any o t eir affiliates or any t ird party involved in ma in or ompilin t e or any lassi ations ave any lia ility or any dire t indire t spe ial p nitive onse ential or any ot er dama es in l din lost pro ts even i noti ed o t e possi ility o s dama es ornin star n All Ri ts Reserved e in ormation ontained erein is proprietary to ornin star and or its ontent providers may not e opied or distri ted and is not arranted to e a rate omplete or timely Neit er ornin star nor its ontent providers are responsi le or any dama es or losses arisin rom any se o t is in ormation Past performance is not guarantee of future results. nited in dom n t e nited in dom t is material is a nan ial promotion and as een approved y oldman a s Asset ana ement nternational i is a t ori ed and re lated in t e nited in dom y t e inan ial ond t A t ority ropean onomi Area is nan ial promotion is A rope is material is a provided y oldman a s an nan ial promotion disseminated y oldman a s an rope in l din t ro its a t orised ran es is a redit instit tion in orporated in ermany and it in t e in le pervisory e anism esta lis ed et een t ose em er tates o t e ropean nion ose offi ial rren y is t e ro s e t to dire t pr dential s pervision y t e ropean entral an and in ot er respe ts s pervised y erman ederal inan ial pervisory A t ority ndesanstalt r inan dienstleist n sa s t a in and De ts e ndes an it erland or ali ed nvestor se only Not or distri tion to is is mar etin material is do ment is provided eneral p li to yo y oldman a s an A ri Any t re ontra t al relations ips ill e entered into it affiliates o oldman a s an A i are domi iled o tside o it erland e o ld li e to remind yo t at orei n Non iss le al and re latory systems may not provide t e same level o prote tion in relation to lient on dentiality and data prote tion as o ered to yo y iss la 90 | Goldman Sachs Asset Management Asia e l din apan lease note t at neit er oldman a s Asset ana ement on on imited A or oldman a s Asset ana ement in apore te td ompany N m er A nor any ot er entities involved in t e oldman a s Asset ana ement siness t at provide t is material and in ormation maintain any li enses a t ori ations or re istrations in Asia ot er t an apan e ept t at it ond ts sinesses s e t to appli a le lo al re lations in and rom t e ollo in risdi tions on on in apore alaysia ndia and ina is material as een iss ed or se in or rom on on y oldman a s Asset ana ement on on imited in or rom in apore y oldman a s Asset ana ement in apore te td ompany N m er and in or rom alaysia y oldman a s alaysia dn er ad A stralia is material is distri ted y oldman a s Asset ana ement A stralia ty td A N A A A and is intended or vie in only y olesale lients or t e p rposes o se tion o t e orporations A t t is do ment may not e distri ted to retail lients in A stralia as t at term is de ned in t e orporations A t t or to t e eneral p li is do ment may not e reprod ed or distri ted to any person it o t t e prior onsent o A A o t e e tent t at t is do ment ontains any statement i may e onsidered to e nan ial prod t advi e in A stralia nder t e orporations A t t t at advi e is intended to e iven to t e intended re ipient o t is do ment only ein a olesale lient or t e p rposes o t e orporations A t t Any advi e provided in t is do ment is provided y eit er oldman a s Asset ana ement nternational A oldman a s nternational oldman a s Asset ana ement A or oldman a s o o ot o and A are re lated y t e e rities and an e ommission nder la s i di er rom A stralian la s ot and A are re lated y t e inan ial ond t A t ority and is a t ori ed y t e r dential Re lation A t ority nder la s i di er rom A stralian la s A o and A are all e empt rom t e re irement to old an A stralian nan ial servi es li en e nder t e orporations A t o A stralia and t ere ore do not old any A stralian inan ial ervi es i en es Any nan ial servi es iven to any person y A o or A y distri tin t is do ment in A stralia are provided to s persons p rs ant to A lass rders and No o er to a ire any interest in a nd or a nan ial prod t is ein made to yo in t is do ment t e interests or nan ial prod ts do e ome availa le in t e t re t e o er may e arran ed y A A in a ordan e it se tion A o t e orporations A t A A olds A stralian inan ial ervi es i en e No Any o er ill only e made in ir mstan es ere dis los re is not re ired nder art D o t e orporations A t or a prod t dis los re statement is not re ired to e iven nder art o t e orporations A t as relevant anada is presentation as een omm ni ated in anada y A i is re istered as a port olio mana er nder se rities le islation in all provin es o anada and as a ommodity tradin mana er nder t e ommodity t res le islation o ntario and as a derivatives adviser nder t e derivatives le islation o e e A is not re istered to provide investment advisory or port olio mana ement servi es in respe t o e an e traded t res or options ontra ts in anito a and is not o erin to provide s investment advisory or port olio mana ement servi es in anito a y delivery o t is material apan is material as een iss ed or approved in apan or t e se o pro essional investors de ned in Arti le para rap o t e inan ial nstr ments and an e a y oldman a s Asset ana ement o td alaysia is material is iss ed in or rom alaysia y oldman a s on on alaysia on on dn d is material as een iss ed or approved or se in or rom y oldman a s Asset ana ement on on imited in apore is material as een iss ed or approved or se in or rom in apore y oldman a s Asset ana ement in apore te td ompany N m er o t A ri a oldman a s Asset ana ement nternational is a t orised y t e inan ial ervi es oard o o t A ri a as a nan ial servi es provider ast imor e atta ed in ormation as een provided at yo r re est or in ormational p rposes only and is not intended as a soli itation in respe t o t e p r ase or sale o instr ments or se rities in l din nds or t e provision o servi es Neit er oldman a s Asset ana ement in apore te td nor any o its affiliates is li ensed nder any la s or re lations o imor este e in ormation as een provided to yo solely or yo r o n p rposes and m st not e opied or redistri ted to any person or instit tion it o t t e prior onsent o oldman a s Asset ana ement ietnam e atta ed in ormation as een provided at yo r re est or in ormational p rposes only e atta ed materials are not and any a t ors o ontri te to t ese materials are not providin advi e to any person e atta ed materials are not and s o ld not e onstr ed as an o erin o any se rities or any servi es to any person Neit er oldman a s Asset ana ement in apore te td nor any o its affiliates is li ensed as a dealer nder t e la s o ietnam e in ormation as een provided to yo solely or yo r o n p rposes and m st not e opied or redistri ted to any person it o t t e prior onsent o oldman a s Asset ana ement am odia e atta ed in ormation as een provided at yo r re est or in ormational p rposes only and is not intended as a soli itation in respe t o t e p r ase or sale o instr ments or se rities in l din nds or t e provision o servi es Neit er oldman a s Asset ana ement in apore te td nor any o its affiliates is li ensed as a dealer or investment advisor nder e e rities and an e ommission o am odia e in ormation as een provided to yo solely or yo r o n p rposes and m st not e opied or redistri ted to any person it o t t e prior onsent o oldman a s Asset ana ement olom ia sta presenta i n no tiene el prop sito o el e e to de ini iar dire ta o indire tamente la ad isi i n de n prod to a presta i n de n servi io por parte de oldman a s Asset ana ement a residentes olom ianos os prod tos y o servi ios de oldman a s Asset ana ement no podr n ser o re idos ni promo ionados en olom ia o a residentes olom ianos a menos e di a o erta y promo i n se lleve a a o en mplimiento del De reto de y las otras re las y re la iones apli a les en materia de promo i n de prod tos y o servi ios nan ieros y o del mer ado de valores en olom ia o a residentes olom ianos Al re i ir esta presenta i n y en aso e se de ida onta tar a oldman a s Asset ana ement ada destinatario residente en olom ia re ono e y a epta e a onta tado a oldman a s Asset ana ement por s propia ini iativa y no omo res ltado de al ier promo i n o p li idad por parte de oldman a s Asset ana ement o al iera de s s a entes o representantes os residentes olom ianos re ono en e la re ep i n de esta presenta i n no onstit ye na soli it d de los prod tos y o servi ios de oldman a s Asset ana ement y e no est n re i iendo nin na o erta o promo i n dire ta o indire ta de prod tos y o servi ios nan ieros y o del mer ado de valores por parte de oldman a s Asset ana ement sta presenta i n es estri tamente privada y on den ial y no podr ser reprod ida o tili ada para al ier prop sito di erente a la eval a i n de na inversi n poten ial en los prod tos de oldman a s Asset ana ement o la ontrata i n de s s servi ios por parte del destinatario de esta presenta i n no podr ser propor ionada a na persona di erente del destinatario de esta presenta i n a rain is material as not een revie ed y t e entral an o a rain and t e ta es no responsi ility or t e a ra y o t e statements or t e in ormation ontained erein or or t e per orman e o t e se rities or related investment nor s all t e ave any lia ility to any person or dama e or loss res ltin rom relian e on any statement or in ormation ontained erein is material ill not e iss ed passed to or made availa le to t e p li enerally ait is material as not een approved or distri tion in t e tate o ait y t e inistry o ommer e and nd stry or t e entral an o ait or any ot er relevant aiti overnment a en y e distri tion o t is material is t ere ore restri ted in a ordan e it la no o and la no o as amended No private or p li o erin o se rities is ein made in t e tate o ait and no a reement relatin to t e sale o any se rities ill e on l ded in t e tate o ait No mar etin soli itation or ind ement a tivities are ein sed to o er or mar et se rities in t e tate o ait man e apital ar et A t ority o t e ltanate o man t e A is not lia le or t e orre tness or ade a y o in ormation provided in t is do ment or or identi yin et er or not t e servi es ontemplated it in t is do ment are appropriate investment or a potential investor e A s all also not e lia le or any dama e or loss res ltin rom relian e pla ed on t e do ment atar is do ment as not een and ill not e re istered it or revie ed or approved y t e atar inan ial ar ets A t ority t e atar inan ial entre Re latory A t ority or atar entral an and may not e p li ly distri ted t is not or eneral ir lation in t e tate o atar and may not e reprod ed or sed or any ot er p rpose a di Ara ia e apital ar et A t ority does not ma e any representation as to t e a ra y or ompleteness o t is do ment and e pressly dis laims any lia ility atsoever or any loss arisin rom or in rred in relian e pon any part o t is do ment yo do not nderstand t e ontents o t is do ment yo s o ld ons lt an a t orised nan ial adviser e A does not ma e any representation as to t e a ra y or ompleteness o t ese materials and e pressly dis laims any lia ility atsoever or any loss arisin rom or in rred in relian e pon any part o t ese materials yo do not nderstand t e ontents o t ese materials yo s o ld ons lt an a t orised nan ial adviser nited Ara mirates is do ment as not een approved y or led it t e entral an o t e nited Ara mirates or t e e rities and ommodities A t ority yo do not nderstand t e ontents o t is do ment yo s o ld ons lt it a nan ial advisor srael is do ment as not een and ill not e re istered it or revie ed or approved y t e srael e rities A t ority A t is not or eneral ir lation in srael and may not e reprod ed or sed or any ot er p rpose oldman a s Asset ana ement nternational is not li ensed to provide investment advisory or mana ement servi es in srael ordan e do ment as not een presented to or approved y t e ordanian e rities ommission or t e oard or Re latin ransa tions in orei n an es fi tialit No part o t is material may it o t oldman a s Asset ana ement s prior ritten onsent e i opied p oto opied or d pli ated in any orm y any means or ii distri ted to any person t at is not an employee offi er dire tor or a t ori ed a ent o t e re ipient oldman a s All ri ts reserved Date o rst se A st Perspectives | 91 Bringing together traditional and alternative investments, Goldman Sachs Asset Management provides clients around the world with a dedicated partnership and focus on long-term performance. As the primary investing area within Goldman Sachs, we deliver investment and advisory services for the world’s leading institutions, financial advisors and individuals, drawing from our deeply connected global network and tailored expert insights, across every region and market—overseeing more than $2tn in assets under supervision worldwide as of June 30, 2022. Driven by a passion for our clients’ performance, we seek to build long-term relationships based on conviction, sustainable outcomes, and shared success over time. We would be pleased to discuss any of these topics and opportunities with you. Please contact us at GS-Asset-Management@gs.com