May 2006 Risk Analysis and Project Evaluation Campbell R. Harvey Duke University and National Bureau of Economic Research Risk Analysis and Project Evaluation Plan 1. 2. 3. 4. 5. 6. 7. 8. 9. 10. Cash Flow versus Discount Rate Approaches to Cost of Capital Measurement Recommended Framework Comparison of Methods Conversion of Cash Flows Industry Adjustments Project Specific Adjustments Risk Worksheet Conclusions Appendices 2 Risk Analysis and Project Evaluation 1. Cash Flow vs. Discount Rate Basic Project Evaluation: • Forecast nominal cash flows • Currency choice (assume US$) • Decide what risks will be reflected in cash flows and those in the discount rate – Beware of double discounting 3 Risk Analysis and Project Evaluation 1. Cash Flow vs. Discount Rate Simple example: • Assume a simple project with expected $100 in perpetual cash flows • If located in the U.S., the discount rate would be 10% and Value= $100/0.10= $1,000 4 Risk Analysis and Project Evaluation 1. Cash Flow vs. Discount Rate Simple example: • However, project is not located in the U.S. but a risky country • If we reflect the country risk in the discount rate, the rate rises to 20% Value = $100/0.20 = $500 5 Risk Analysis and Project Evaluation 1. Cash Flow vs. Discount Rate Simple example: • If we reflect the country risk in the cash flows, the value is identical Value = $50/0.10 = $500 6 Risk Analysis and Project Evaluation 1. Cash Flow vs. Discount Rate Our approach • We will propose methods that deliver discount rates that reflect country risk. • As our example showed, it is a simple matter of shifting the country risk from the discount rate to the cash flows. 7 Risk Analysis and Project Evaluation 1. Cash Flow vs. Discount Rate Our approach • Indeed, we will often do this. – That is, we will use quantitative methods to get a measurement of country risk in the discount rate. – Use the country risk adjustment in the cash flows (and adjust discount rate down accordingly). – Use Monte Carlo methods on cash flows rather than cash flows and discount rate. 8 Risk Analysis and Project Evaluation 2. International Cost of Capital Many different approaches: 1. Identical Cost of Capital (all locations) 2. World CAPM or Multifactor Model (SharpeRoss) 3. Segmented/Integrated (Bekaert-Harvey) 4. Bayesian (Ibbotson Associates) 5. Country Risk Rating (Erb-Harvey-Viskanta) 6. CAPM with Skewness (Harvey-Siddique) 9 Risk Analysis and Project Evaluation 2. International Cost of Capital 7. Goldman-integrated sovereign yield spread model 8. Goldman-segmented 9. Goldman-EHV hybrid 10. CSFB volatility ratio model 11. CSFB-EHV hybrid 12. Damoradan 10 Risk Analysis and Project Evaluation 2. International Cost of Capital Identical Cost of Capital • Ignores the fact that shareholders require different expected returns for different risks 11 Risk Analysis and Project Evaluation 2. International Cost of Capital Identical Cost of Capital • Risky investments get evaluated with too low of a discount rate (and look better than they should) • Less risky investments get evaluated with too high of a discount rate (and look worse than they are) • Hence, method destroys value Avoid 12 Risk Analysis and Project Evaluation 2. International Cost of Capital World CAPM • Sharpe’s Capital Asset Pricing Model is the mainstay of economic valuation • Simple formula • Intuition is that required rate of return depends on how the investment contributes to the volatility of a well diversified portfolio 13 Risk Analysis and Project Evaluation 2. International Cost of Capital World CAPM • Expected discount rate (in U.S. dollars) on investment that has average in a country = riskfree + bi x world risk premium • Beta is measured relative to a “world” portfolio • OK for developed markets if we allow risk to change through time (Harvey 1991) 14 Risk Analysis and Project Evaluation 2. International Cost of Capital World CAPM • Strong assumptions needed • Perfect market integration • Mean-variance analysis implied by utility assumptions • Fails in emerging markets 15 Risk Analysis and Project Evaluation 2. International Cost of Capital Returns and Beta from 1970 0.5 Average returns 0.4 2 R = 0.013 0.3 0.2 0.1 0.0 -0.5 -0.1 0.0 0.5 1.0 1.5 2.0 2.5 3.0 Beta Should be a positive relation, with higher risk associated with higher return! 16 But perhaps we should look at a more recent sample of data. Risk Analysis and Project Evaluation 2. International Cost of Capital Returns and Beta from 1990 0.5 Average returns 0.4 2 R = 0.0211 0.3 0.2 0.1 0.0 -0.5 -0.1 0.0 0.5 1.0 1.5 2.0 2.5 3.0 Beta Still goes the wrong way - even with data from 1990! 17 Risk Analysis and Project Evaluation 2. International Cost of Capital World CAPM • OK to use in developed markets • May give unreliable results in smaller, less liquid developed markets 18 Risk Analysis and Project Evaluation 2. International Cost of Capital Segmented/Integrated CAPM • CAPM assumes that markets are perfectly integrated – foreign investors can freely invest in the local market – local investors can freely invest outside the local market • Many markets are not integrated so we need to modify the CAPM 19 Risk Analysis and Project Evaluation 2. International Cost of Capital Segmented/Integrated CAPM • • • • Bekaert and Harvey (1995) If market integrated, world CAPM holds If market segmented, local CAPM holds If going through the process of integration, a combination of two holds 20 Risk Analysis and Project Evaluation 2. International Cost of Capital Segmented/Integrated CAPM Estimate world beta and expected return = riskfree + biw x world risk premium Estimate local beta and expected return = local riskfree + biL x local risk premium 21 Risk Analysis and Project Evaluation 2. International Cost of Capital Segmented/Integrated CAPM • Put everything in common currency terms • Add up the two components. CC= w[world CC] + (1-w)[local CC] • Weights, w, determined by variables that proxy for degree of integration, like size of trade sector and equity market capitalization to GDP 22 Risk Analysis and Project Evaluation 2. International Cost of Capital Segmented/Integrated CAPM • Weights are dynamic, as are the risk loadings and the risk premiums • Downside: hard to implement; only appropriate for countries with equity markets • Recommendation: Wait 23 Risk Analysis and Project Evaluation 2. International Cost of Capital Ibbotson Associates (Recognized expert in cost of capital calculation) • Approach recognizes that the world CAPM is not the best model • Ibbotson approach combines the CAPM’s prediction with naïve prediction based on past performance. 24 Risk Analysis and Project Evaluation 2. International Cost of Capital Ibbotson Associates • STEPS 1 Calculate world risk premium=U.S. risk premium divided by the beta versus the MSCI world 2 Estimate country beta versus world index 3 Multiply this beta times world risk premium 25 Risk Analysis and Project Evaluation 2. International Cost of Capital Ibbotson Associates 4 Add in 0.5 times the ‘intercept’ from the initial regression. “This additional premium represents the compensation an investor receives for taking on the considerable risks of the emerging markets that is not explained by beta alone.” 26 Risk Analysis and Project Evaluation 2. International Cost of Capital Ibbotson Associates • Gives unreasonable results in some countries • Only useful if equity markets exist • Ibbotson Associates does not even use it Recommendation: Do not use this version. Ibbotson has alternative methods available. 27 Risk Analysis and Project Evaluation 2. International Cost of Capital CAPM with Skewness • For years, economists did not understand why people spend money on lottery tickets and horse betting • The expected return is negative and the volatility is high • Behavioral explanations focused on “risk loving” 28 Risk Analysis and Project Evaluation 2. International Cost of Capital CAPM with Skewness • But this is just preference for positive skewness (big positive outcomes) • People like positive skewness and dislike negative skewness (downside) 29 Risk Analysis and Project Evaluation 2. International Cost of Capital CAPM with Skewness • Most are willing to pay extra for an investment that adds positive skewness (lower hurdle rate), e.g. investing in a startup with unproven technology 30 Risk Analysis and Project Evaluation 2. International Cost of Capital CAPM with Skewness • Harvey and Siddique (2000) tests of a model that includes time-varying skewness risk • Bekaert, Erb, Harvey and Viskanta detail the implications of skewness and kurtosis in emerging market stock selection 31 Risk Analysis and Project Evaluation 2. International Cost of Capital CAPM with Skewness • Model still being developed • Skewness similar to many “real options” that are important in project evaluation Recommendation: Wait 32 Risk Analysis and Project Evaluation 2. International Cost of Capital Goldman-Integrated* • This model is widely used by McKinsey, Salomon and many others. • Addresses the problem that the CAPM gives a discount rate too low. • Solution: Add the sovereign yield spread *J.O. Mariscal and R. M. Lee, The valuation of Mexican Stocks: An extension of the capital asset pricing model to emerging markets, Goldman Sachs, June 18, 1993. 33 Risk Analysis and Project Evaluation 2. International Cost of Capital Goldman-Integrated • The sovereign yield spread is the yield on a U.S. dollar bond that a country offers versus a U.S. Treasury bond of the same maturity • The spread is said to reflect “country risk” 34 Risk Analysis and Project Evaluation 2. International Cost of Capital Goldman-Integrated STEPS • Estimate market beta on the S&P 500 • Beta times historical US premium • Add sovereign yield spread plus the risk free 35 Risk Analysis and Project Evaluation 2. International Cost of Capital Goldman-Integrated-EHV Hybrid • Goldman model only useful if you have sovereign yield spread • Use Erb, Harvey and Viskanta model to fit ratings on yield spread 36 Risk Analysis and Project Evaluation 2. International Cost of Capital Real Yields Real Yields and Institutional Investor Country Credit Ratings from 1990 through 1998:03 14.00% 12.00% 10.00% 8.00% 6.00% 4.00% 2.00% 0.00% 2 R = 0.8784 0 20 40 60 80 100 Rating 37 Risk Analysis and Project Evaluation 2. International Cost of Capital ICRG as a Function of Sovereign Spread Data through December 2005 100 90 y = -4.997x + 98.186 R2 = 0.4451 80 ICRG-C 70 60 50 40 30 20 10 0 0 1 2 3 4 5 6 Ln(Sovereign Spread) 7 8 9 10 38 Risk Analysis and Project Evaluation 2. International Cost of Capital ICRG Political as a Function of Sovereign Spread Data through December 2005 100 90 y = -4.9061x + 95.552 R2 = 0.272 80 ICRG-P 70 60 50 40 30 20 10 0 0 1 2 3 4 5 6 7 8 9 10 Ln(Sovereign Spread) 39 Risk Analysis and Project Evaluation 2. International Cost of Capital ICRG Economic as a Function of Sovereign Spread Data through December 2005 50 y = -2.2626x + 48.103 R2 = 0.2377 45 40 ICRG-E 35 30 25 20 15 10 5 0 0 1 2 3 4 5 6 Ln(Sovereign Spread) 7 8 9 10 40 Risk Analysis and Project Evaluation 2. International Cost of Capital ICRG Financial as a Function of Sovereign Spread Data through December 2005 50 y = -2.8186x + 52.639 R2 = 0.304 45 40 ICRG-F 35 30 25 20 15 10 5 0 0 1 2 3 4 5 6 Ln(Sovereign Spread) 7 8 9 10 41 Risk Analysis and Project Evaluation 2. International Cost of Capital Goldman-Integrated-EHV Hybrid • You just need a credit rating (available for 136 countries now) and the EHV model will deliver the sovereign yield 42 Risk Analysis and Project Evaluation 2. International Cost of Capital Goldman-Integrated-EHV Hybrid • Even adding this yield spread delivers a cost of capital that is unreasonably low in many countries • While you can get the yield spread in 136 countries with the EHV method, you can only get risk premiums for those countries with equity markets 43 Risk Analysis and Project Evaluation 2. International Cost of Capital Goldman-Segmented • Main problem is the beta • It is too low for many risky markets • Solution: Increase the beta 44 Risk Analysis and Project Evaluation 2. International Cost of Capital Goldman-Segmented • Modified beta=standard deviation of local market return in US dollars divided by standard deviation of the US market return • Beta times historical US premium • Add sovereign yield spread 45 Risk Analysis and Project Evaluation 2. International Cost of Capital Goldman-Segmented • Strange formulation. The usual beta is: Betai ,World Correlationi ,World Std.devi Std.devWorld • Using volatility ratio implies that the Correlation=1 !! 46 Risk Analysis and Project Evaluation 2. International Cost of Capital Goldman-Segmented • No economic foundation for modification • No clear economic foundation for method in general Recommendation: Not recommended 47 Risk Analysis and Project Evaluation 2. International Cost of Capital CSFB E[ri]=SYi + bi{E[rus-RFus] x Ai} x Ki • SYi = brady yield (use fitted from EHV) • bi = the beta of a stock against a local index L. Hauptman and S. Natella, The cost of equity in Latin American, Credit Swisse First Boston, May 20, 1997. 48 Risk Analysis and Project Evaluation 2. International Cost of Capital CSFB E[ri]=SYi + bi{E[rus-RFus] x Ai} x Ki • Ai =the coefficient of variation (CV) in the local market divided by the CV of the U.S. market) where CV = s/mean. • Ki =“constant term to adjust for the interdependence between the risk-free rate and the equity risk premium” 49 Risk Analysis and Project Evaluation 2. International Cost of Capital CSFB • No economic foundation • Complicated, nonintuitive and ad hoc Recommendation: Avoid 50 Risk Analysis and Project Evaluation 2. International Cost of Capital Damodaran • Idea is to adjust the sovereign spread to make it more like an equity premium rather than a bond premium A. Damodaran, Estimating equity risk premiums, working paper, NYU, undated. 51 Risk Analysis and Project Evaluation 2. International Cost of Capital Damodaran Country Sovereign Equity std. dev. equity = yield x -----------------premium spread Bond std. dev. 52 Risk Analysis and Project Evaluation 2. International Cost of Capital Damodaran • Advantage: Recognizes that you just can’t use the bond yield spread as a plug number in the CAPM • Disadvantage: Assumes that Sharpe ratios for stocks and bonds must be the same in any particular country. 53 Risk Analysis and Project Evaluation 3. Recommended Framework Country Risk Rating Model • Erb, Harvey and Viskanta (1995) • Credit rating a good ex ante measure of risk • Impressive fit to data C.B. Erb, C. R. Harvey and T. E. Viskanta, Expected returns and volatility in 135 countries, Journal of Portfolio Management, 1995. 54 Risk Analysis and Project Evaluation 3. Recommended Framework Country Risk Rating Model • Erb, Harvey and Viskanta (1995) • Explore risk surrogates: – – – – Political Risk, Economic Risk, Financial Risk and Country Credit Ratings 55 Risk Analysis and Project Evaluation 3. Recommended Framework Country Risk Rating Model Sources • • • • • Political Risk Services’ International Country Risk Guide Institutional Investor’s Country Credit Rating Euromoney’s Country Credit Rating Moody’s S&P 56 Risk Analysis and Project Evaluation 3. Recommended Framework Political risk. International Country Risk Guide Political Economic expectations vs. reality Economic planning failures Political leadership External conflict Corruption in government Military in politics Organized religion in politics Law and order tradition Racial and nationality tensions Political terrorism Civil war Political party development Quality of the Bureaucracy Total Political Points Points 12 12 12 10 6 6 6 6 6 6 6 6 6 100 % of Individual % of Index Composite 12% 6% 12% 6% 12% 6% 10% 5% 6% 3% 6% 3% 6% 3% 6% 3% 6% 3% 6% 3% 6% 3% 6% 3% 6% 3% 100% 50% 57 See appendix for more detail Risk Analysis and Project Evaluation 3. Recommended Framework Financial risk. International Country Risk Guide Financial Loan Default or unfavorable loan restructuring Delayed payment of suppliers’ credits Repudiation of contracts by governments Losses from exchange controls Expropriation of private investments 10 10 10 10 10 20% 20% 20% 20% 20% 5% 5% 5% 5% 5% Total Financial Points 50 100% 25% 58 See appendix for more detail Risk Analysis and Project Evaluation 3. Recommended Framework Economic risk. International Country Risk Guide Economic Inflation Debt service as a % of exports of goods and services International liquidity ratios Foreign trade collection experience Current account balance as a % of goods and services Parallel foreign exchange rate market indicators 10 10 5 5 15 5 20% 20% 10% 10% 30% 10% 5% 5% 3% 3% 8% 3% Total Economic Points 50 100% 25% Overall Points 200 100% 59 See appendix for more detail Risk Analysis and Project Evaluation 3. Recommended Framework International Country Risk Guide Risk Categories Risk Category Very High Risk High Risk Moderate Risk Low Risk Very Low Risk Composite Score Range 0.0-49.5 50.0-59.5 60.0-69.5 70.0-84.5 85.0-100.0 60 See appendix for more detail Risk Analysis and Project Evaluation 3. Recommended Framework Institutional Investor’s Country Credit Ratings Economic Outlook Debt Service Financial Reserves/Current Account Fiscal Policy Political Outlook Access to Capital Markets Trade Balance Inflow of Portfolio Investment Foreign Direct Investment OECD 1979 1994 1 1 5 2 2 3 9 3 6 4 7 8 4 5 6 7 8 9 Emerging Rest of World 1979 1994 1979 1994 2 3 3 4 1 1 1 1 4 4 4 3 9 3 7 5 8 6 7 2 9 5 8 6 6 2 8 5 7 9 6 2 9 5 8 7 61 Risk Analysis and Project Evaluation 3. Recommended Framework NR B B+ BB- BB BB+ BBB- BBB BBB+ A- A A+ AA- AA 100 90 80 70 60 50 40 30 20 10 0 AA+ Institutional Investor CCR Ratings are correlated: S&P Sovereign Ratings 62 Risk Analysis and Project Evaluation 3. Recommended Framework NR B B+ BB- BB BB+ BBB- BBB BBB+ A- A A+ AA- AA 100 90 80 70 60 50 40 30 20 10 0 AA+ Euromoney CCR Ratings are correlated: S&P Sovereign Ratings 63 Risk Analysis and Project Evaluation 3. Recommended Framework NR B B+ BB- BB BB+ BBB- BBB BBB+ A- A A+ AA- AA 100 90 80 70 60 50 40 30 20 10 0 AA+ ICRG Composite Ratings are correlated: S&P Sovereign Ratings 64 Risk Analysis and Project Evaluation 3. Recommended Framework Ratings are correlated: II CCR II CCR ICRGC ICRGP ICRGF ICRGE ICRGC -0.03 0.35 0.30 0.83 0.26 0.60 0.10 0.52 Risk Measure Levels Risk Measure Changes ICRGP ICRGF ICRGE 0.01 0.03 -0.09 0.79 0.54 0.43 0.25 0.06 0.35 0.05 0.24 0.25 65 Risk Analysis and Project Evaluation 3. Recommended Framework ICRG ratings predict changes in II ratings: Attribute Coefficient ICRGC 0.2120 ICRGP 0.1244 ICRGF 0.0956 ICRGE 0.0833 T-Stat R-Square 7.59 5.0% 5.67 2.8% 5.69 2.8% 4.65 1.9% 66 Risk Analysis and Project Evaluation 3. Recommended Framework Inflation expectations for 1997 Ratings predict inflation: 1 0.9 0.8 0.7 0.6 0.5 0.4 0.3 0.2 0.1 0 0 20 40 60 II Rating September 1996 80 100 67 Risk Analysis and Project Evaluation 3. Recommended Framework Ratings correlated with wealth: Per capita real GDP $25,000 $20,000 $15,000 $10,000 $5,000 $0 0 20 40 60 II ratings for 74 countries 80 100 68 Risk Analysis and Project Evaluation 3. Recommended Framework Time-series of ratings: 19 7 19 9 8 19 0 8 19 1 8 19 2 8 19 3 8 19 4 8 19 5 8 19 6 8 19 7 8 19 8 8 19 9 9 19 0 9 19 1 9 19 2 9 19 3 9 19 4 9 19 5 9 19 6 9 19 7 98 100 90 80 70 60 50 40 30 20 10 0 Switzerland Italy Kuwait Argentina 69 Risk Analysis and Project Evaluation 3. Recommended Framework Returns and Institutional Investor Country Credit Ratings from 1990 Average returns 0.5 0.4 R2 = 0.2976 0.3 0.2 0.1 0.0 -0.1 0 20 40 60 80 100 Rating Fit is as good as it gets - lower rating (higher risk) commands higher expected returns. Even in among US firms, our best model gets about 30% explanatory power. 70 Risk Analysis and Project Evaluation 3. Recommended Framework Credit Rating Model • Intuitive • Can be used in 136 countries, that is, in countries without equity markets • Fits developed and emerging markets 71 Risk Analysis and Project Evaluation 3. Recommended Framework Country Risk Rating Model STEPS: EVR = risk free + intercept - slope x Log(IICCR) • Where Log(IICCR) is the natural logarithm of the Institutional Investor Country Credit Rating 72 Risk Analysis and Project Evaluation 3. Recommended Framework Easy to use: 70% 50% 40% 30% 20% 10% 100 90 80 70 60 50 40 30 20 10 0% 0 Hurdle rate 60% Rating ICRGC IICCR:84 IICCR:79 73 Risk Analysis and Project Evaluation 3. Recommended Framework Also predicts volatility: 70% Annualized Volatility 60% 2 R = 0.5033 50% 40% 30% 20% 10% 0% 0 20 40 60 80 100 Institutional Investor Country Credit Rating 74 Risk Analysis and Project Evaluation 3. Recommended Framework 0 10 90 80 70 60 50 40 30 20 10 80% 70% 60% 50% 40% 30% 20% 10% 0% 0 Expected volatility Fitted volatility: Rating IICCR:84 IICCR:79 75 Risk Analysis and Project Evaluation 3. Recommended Framework And correlation. 100% 2 R = 0.6809 Correlation with MSCI AC World 80% 60% 40% 20% 0% 0 20 40 60 80 100 -20% Institutional Investor Countyr Credit Rating 76 Risk Analysis and Project Evaluation 3. Recommended Framework 80% 60% 40% 0 10 -40% 90 80 70 60 50 40 30 20 0% -20% 10 20% 0 Expected correlation with world Fitted correlation. -60% -80% -100% Rating IICCR:84 IICCR:79 77 Risk Analysis and Project Evaluation 3. Recommended Framework ICRG rating Asian Crisis. 100 90 80 70 60 50 40 30 20 10 0 7 -9 n Ja 7 -9 ar M 7 -9 y a M China Korea Singapore 7 l-9 Ju pSe 97 N 7 -9 v o Hong Kong Malaysia Taiwan 8 8 98 -9 -9 r n y a a Ja M M India Pakistan Thailand 8 l-9 Ju Indonesia Philippines Russia 78 Risk Analysis and Project Evaluation 3. Recommended Framework Asian Crisis. Beginning of crisis 90 ICRG rating 85 80 75 70 65 60 9 nJa 7 7 -9 ar M 7 -9 y a M 7 7 7 -9 -9 l-9 v p u o J Se N Korea 8 -9 n Ja Malaysia 8 8 -9 -9 y ar a M M Russia 8 l-9 Ju pSe 98 79 Risk Analysis and Project Evaluation 3. Recommended Framework Value of $100 Value of US$100 Beginning of crisis 200 180 160 140 120 100 80 60 40 20 0 9 nJa 7 7 -9 ar M 7 -9 ay M 7 7 7 -9 -9 l-9 v p u e o J S N Korea 8 8 98 -9 r-9 ny a a a J M M Malaysia Russia 8 l-9 Ju pSe 98 80 Risk Analysis and Project Evaluation 3. Recommended Framework Value of local currency (indexed at 100) Beginning of crisis 120 Value of $100 100 80 60 40 20 0 9 nJa 7 7 -9 ar M 7 -9 y a M 7 7 7 -9 -9 l-9 v p u o J Se N Korea 8 -9 n Ja Malaysia 8 8 -9 -9 y ar a M M Russia 8 l-9 Ju pSe 98 81 Ja n Fe -01 M b-01 a A r-0 p 1 M r-0 ay 1 Ju -01 n Ju -01 A l -0 ug 1 Se -01 O p-01 c N t-01 o D v-0 ec 1 Ja -01 n Fe -02 M b-02 a A r-0 p 2 M r-0 ay 2 Ju -02 n Ju -02 A l -0 ug 2 Se -02 O p-02 c N t-02 o D v-0 ec 2 Ja -02 n Fe -03 M b-03 a A r-0 p 3 M r-0 ay 3 Ju -03 n03 Risk Analysis and Project Evaluation 100 3. Recommended Framework 95 90 85 80 75 70 65 60 Equally-weighted world G-7xUS Switzerland United States 82 Ja n Fe -01 M b-01 a A r-0 p 1 M r-0 ay 1 Ju -01 n Ju -01 A l -0 ug 1 Se -01 O p-01 c N t-01 o D v-0 ec 1 Ja -01 n Fe -02 M b-02 a A r-0 p 2 M r-0 ay 2 Ju -02 n Ju -02 A l -0 ug 2 Se -02 O p-02 c N t-02 o D v-0 ec 2 Ja -02 n Fe -03 M b-03 a A r-0 p 3 M r-0 ay 3 Ju -03 n03 ICRG Political Risk 100 Risk Analysis and Project Evaluation 3. Recommended Framework 95 90 85 80 75 70 65 60 Equally-weighted world Japan Switzerland United States 83 Ja n Fe -01 M b-01 a A r-01 M pr-0 ay 1 Ju -01 n Ju -01 A l -0 u 1 Se g-01 p O -01 c N t-01 o D v-0 ec 1 Ja -01 n Fe -02 M b-02 a A r-0 p 2 M r-0 ay 2 Ju -02 nJu 02 A l -0 ug 2 Se -02 p O -02 c N t-02 o D v-0 ec 2 Ja -02 n Fe -03 M b-0 a 3 A r-03 p M r-0 ay 3 Ju -03 n03 ICRG Political Risk 100 95 90 85 80 75 70 65 60 Risk Analysis and Project Evaluation 3. Recommended Framework Equally-weighted world Germany United States Japan Switzerland 84 Risk Analysis and Project Evaluation 4. Comparison of Methods 35.00% 68% 30.00% 25.00% CAPM Ibbotson EHV GS-EHV GS-Seg CSFB-EHV 20.00% 15.00% 10.00% 5.00% 0.00% Argentina Mexico Thailand 85 Risk Analysis and Project Evaluation 4. Comparison of Methods 537% 30.00% 25.00% 20.00% 15.00% 10.00% 5.00% 0.00% -5.00% -10.00% -15.00% -20.00% CAPM Ibbotson EHV GS-EHV GS-Seg CSFB-EHV Slovakia Pakistan United States 86 Risk Analysis and Project Evaluation Excel version 4. Comparison of Methods 87 Risk Analysis and Project Evaluation 5. Conversion of Cash Flows Forward Rate • Intuitive (expected exchange rate levels) • Works fine for developed countries • In emerging markets, there are two problems – Data not readily available – May reflect a risk premium (for default) 88 Risk Analysis and Project Evaluation 5. Conversion of Cash Flows Forward Rate • Risk premium in forward rate will lead to “double discounting” • Think of the forward rate as the difference between two interest rates (local and U.S.). – This difference will tell us something about inflation expectations – But the local interest rate also reflects a default probability (sovereign risk) 89 Risk Analysis and Project Evaluation 5. Conversion of Cash Flows Purchasing Power Parity • Simple theory: The exchange rate will depreciate by the difference in the local inflation rate and the U.S. inflation rate. • Empirical evidence shows this assumption works well in emerging markets (but not that well in developed markets) 90 Risk Analysis and Project Evaluation 5. Conversion of Cash Flows Purchasing Power Parity • To operationalize, we need multiyear forecasts of inflation in the particular country as well as the U.S. • The difference in these rates is used to map out the expected exchange rates • The expected exchange rates are used to convert cash flows into US$ • We then apply the US$ discount rate to US$ cash 91 flows Risk Analysis and Project Evaluation 5. Conversion of Cash Flows Robustness • In some countries, it is difficult to get a good inflation forecast. • An alternative is the following: – Subtract the sovereign spread from a local interest rate of the same duration – Calculate a risk-adjusted forward rate – Convert cash flows to USD using the risk-adjusted forward rate – Discount with the ICCRC 92 Risk Analysis and Project Evaluation 6. Industry Adjustments Industry Risk • ICCRC delivers a risk adjustment that reflects the weighted average risk of all industries within a country • For most emerging markets, the country risk component dominates differences due to industries. 93 Risk Analysis and Project Evaluation 6. Industry Adjustments Industry Risk • Industry adjustment: – Calculate the country risk premium from ICCRC (Country cost of equity capital – U.S. cost of capital) – Using the industry beta, determine the U.S. industry cost of capital [=risk free + beta(U.S. risk premium)] – Add the country risk premium to the U.S. industry cost of capital 94 Risk Analysis and Project Evaluation 7. Project Specific Adjustments Project Risk Analysis • Operating Risk – Pre-completion – Post-completion – Sovereign • Financial Risk 95 Risk Analysis and Project Evaluation 7. Project Specific Adjustments Operating Risk • Pre-completion – – – – Resources available (quality/quantity) Technological risk (proven technology?) Timing risks (failure to meet milestones) Completion risk Handle in cash flows and/or industry adjustment. 96 Risk Analysis and Project Evaluation 7. Project Specific Adjustments Operating Risk • Post-completion – Market risks (prices of outputs) – Supply/input risk (availability) – Throughput risk (material put through plus efficacy of systems operations) – Operating cost Handle in cash flows and/or industry adjustment. 97 Risk Analysis and Project Evaluation 7. Project Specific Adjustments Operating Risk • Sovereign Risk (Macroeconomic) – Exchange rate changes – Currency convertibility and transferability – Hyperinflation risk Handle through discount rate. Inflation rate should be handled in the forecasted exchange rates used to put cash flows in USD 98 Risk Analysis and Project Evaluation 7. Project Specific Adjustments Operating Risk • Sovereign Risk (Political/Legal) – Expropriation • Direct (seize assets) • Diversion (seize project cash flows) • Creeping (change taxation or royalty) – Legal system • May not be able to enforce property rights Handle through discount rate 99 Risk Analysis and Project Evaluation 7. Project Specific Adjustments Operating Risk • Sovereign Risk (Force Majeure) – Political events • • • • Wars Labor strikes Terrorism Changes in laws – Natural catastrophes • Hurricanes/earthquakes/floods Handle through discount rate 100 Risk Analysis and Project Evaluation 7. Project Specific Adjustments Financial Risks • Probability of default – Look at debt service coverage ratios and leverage through life of project • Check to see if internal rate of return is consistent with (at least) the financial risks Handle through discount rate 101 Risk Analysis and Project Evaluation 8. Risk Worksheet Cost of Capital Worksheet Worksheet calculates cost of equity capital in nominal U.S. dollar terms. Convert local currency cash flows to USD by the assumption of Purchasing Power Parity, i.e. the expected annual depreciation in the FX rate is exactly equal to the difference between local and U.S. inflation rates. Risk Premium Calculation Inputs Output Category 5.02 U.S. risk free in % 3.30 U.S. risk premium in % 91.60 Current U.S. Credit Rating 38.98 Institutional Investor country credit rating (0-100) 23.44 Anchored Cost of Equity Capital for project of average risk in country (ICCRC) 15.12 Country Risk Premium Industry Adjustment 0.80 Beta (Industry) -0.66 Sector adjustment 102 Risk Analysis and Project Evaluation 8. Risk Worksheet Project Risk Mitigation (-10 to 10; where 10=risk completely eliminated, 0=average for country) Impact on Country Premium Weights Score Sovereign 0.40 10.00 -6.05 Currency (direct, e.g. convertibility) 0.10 10.00 -1.51 Currency (indirect, e.g. political risk caused by crisis) 0.15 -2.00 0.45 Expropriation (direct, diversion, creeping) 0.05 3.00 -0.23 Commercial International partners 0.05 5.00 -0.38 Involvement of Multilateral Agencies 0.05 0.00 0.00 Sensitivity of Project to wars, strikes, terrorism 0.05 0.00 0.00 Sensitivity of Project to natural disasters 0.05 0.03 0.05 0.03 0.00 0.00 2.00 2.00 Operating 0.00 Resource risk 0.00 Technology risk Financial -0.15 Probability of Default -0.08 Political Risk Insurance 1.00 Project Cost of Capital Sum of weights (make sure = 1.00) 14.84 103 Risk Analysis and Project Evaluation Cash Flow Check List: 8. Risk Worksheet Operating-Precompletion Resources available (quantity/quality) -part not in discount rate Technology (proven technology) -part not in discount rate Timing risks (penalties for milestones) Operating-Post-completion Market risks (prices of outputs) Supply/input risk (availability) Throughput risk (material put through plus efficiency of systems operation) Operating costs Sovereign Inflation assumptions/Exchange rates Real Options Input mix or process flexibility Output mix or product flexibility Abandonment or termination Temporary stop or shutdown Intensity or operating scale Expansion Contraction Initiation or deferment Interproject/intraproject Growth Shadow costs Financial flexibility 104 Complex options which might diminish or augment value of other options Risk Analysis and Project Evaluation 9. Conclusions Conclusions • Project evaluation in developing countries is much more complex than in developed countries • Critical to: accurately identify risks and to measure the degree of mitigation – if any. • Each risks need to be handle consistently – either in the cash flows or the discount rate, not both. 105 Risk Analysis and Project Evaluation: Risk Ratings Appendix Political risk rating The value of the the Political Risk Service (PRS) Group’s political risk indicator (which ranges between 0 and 100). The risk rating is a combination of 12 subcomponents (documented below). Overall, a political risk rating of 0.0% to 49.9% indicates a Very High Risk; 50.0% to 59.9% High Risk; 60.0% to 69.9% Moderate Risk; 70.0% to 79.9% Low Risk; and 80.0% or more Very Low Risk. The data are available for samples II, III and IV from 1984 through 1997. For each country, we backfill the 1984 value to 1980. Source: Various issues of the International Country Risk Guide. Government stability ICRG political risk sub-component (12% weight). This is a measure both of the government’s ability to carry out its declared program(s), and its ability to stay in office. This will depend on the type of governance, the cohesion of the government and governing party or parties, the closeness of the next election, the government’s command of the legislature, and popular approval of government policies. Socioeconomic Conditions ICRG political risk sub-component (12% weight). This is an attempt to measure general public satisfaction, or dissatisfaction, with the government’s economic policies. In general terms, the greater the popular dissatisfaction with a government’s policies, the greater the chances that the government will be forced to change direction, possibly to the detriment of business, or will fall. Socioeconomic conditions cover a broad spectrum of factors ranging from infant mortality and medical provision to housing and interest rates. Within this range different factors will have different weight in different societies. PRS attempts to identify those factors that are important for the society in question, i.e. those with the greatest political impact, and assess the country on that basis. Investment Profile ICRG political risk sub-component (12% weight). This is a measure of the government’s attitude to inward investment. The investment profile is determined by PRS's assessment of four sub-components: (i) risk of expropriation or contract viability (scored from zero [very high risk] to four [very low]); (ii) taxation (scored from zero to three, corresponding to very high, high, medium, and low risk; (iii) repatriation (scored from zero to three); and (iv) and labor costs (scored from zero to two, corresponding to high, medium and low). Internal Conflict ICRG political risk sub-component (12% weight). This is an assessment of political violence in the country and its actual or potential impact on governance. The highest rating is given to those countries where there is no armed opposition to the government and the government does not indulge in arbitrary violence, direct or indirect, against its own people. The lowest rating is given to a country embroiled in an on-going civil war. The intermediate ratings are awarded on the basis of whether the threat posed is to government and business or only business (e.g. kidnapping for ransom); whether acts of violence are carried out for a political objective (i.e. terrorist operations); whether such groups are composed of a few individuals with little support, or are well-organized movements operating with the tacit support of the people they purport to represent; whether acts of violence are sporadic or sustained; and whether they are restricted to a 106 particular locality or region, or are carried out nationwide. Risk Analysis and Project Evaluation: Risk Ratings Appendix External Conflict ICRG political risk sub-component (12% weight). The external conflict measure is an assessment of the risk to both the incumbent government and inward investment. It ranges from trade restrictions and embargoes, whether imposed by a single country, a group of countries, or the whole international community, through geopolitical disputes, armed threats, exchanges of fire on borders, border incursions, foreign-supported insurgency, and full-scale warfare. Corruption ICRG political risk sub-component (6% weight). This is a measure of corruption within the political system. Such corruption: distorts the economic and financial environment, reduces the efficiency of government and business by enabling people to assume positions of power through patronage rather than ability, and introduces an inherent instability into the political process. The most common form of corruption met directly by business is financial corruption in the form of demands for special payments and bribes connected with import and export licenses, exchange controls, tax assessments, police protection, or loans. Although the PRS measure takes such corruption into account, it is more concerned with actual or potential corruption in the form of excessive patronage, nepotism, job reservations, “favor-for-favors,” secret party funding, and suspiciously close ties between politics and business. In PRS's view these sorts of corruption pose risk to foreign business, potentially leading to popular discontent, unrealistic and inefficient controls on the state economy, and encourage the development of the black market. Military in Politics ICRG political risk sub-component (6% weight). The military is not elected by anyone. Therefore, its involvement in politics, even at a peripheral level, is a diminution of democratic accountability. However, it also has other significant implications. The military might, for example, become involved in government because of an actual or created internal or external threat. Such a situation would imply the distortion of government policy in order to meet this threat, for example by increasing the defense budget at the expense of other budget allocations. In some countries, the threat of military take-over can force an elected government to change policy or cause its replacement by another government more amenable to the military’s wishes. A military takeover or threat of a takeover may also represent a high risk if it is an indication that the government is unable to function effectively and that the country therefore has an uneasy environment for foreign businesses. A full-scale military regime poses the greatest risk. Religion in Politics ICRG political risk sub-component (6% weight). Religious tensions may stem from the domination of society and/or governance by a single religious group that seeks to replace civil law by religious law and to exclude other religions from the political and/or social process; the desire of a single religious group to dominate governance; the suppression of religious freedom; the desire of a religious group to express its own identity, separate from the country as a whole. The risk involved in these situations range from 107 inexperienced people imposing inappropriate policies through civil dissent to civil war. Risk Analysis and Project Evaluation: Risk Ratings Appendix Law and Order ICRG political risk sub-component (6% weight). PRS assesses Law and Order separately, with each subcomponent comprising zero to three points. The Law sub-component is an assessment of the strength and impartiality of the legal system, while the Order sub-component is an assessment of popular observance of the law. Thus, a country can enjoy a high rating (3.0) in terms of its judicial system, but a low rating (1.0) if the law is ignored for a political aim. Ethnic Tensions ICRG political risk sub-component (6% weight). This component measures the degree of tension within a country attributable to racial, nationality, or language divisions. Lower ratings are given to countries where racial and nationality tensions are high because opposing groups are intolerant and unwilling to compromise. Higher ratings are given to countries where tensions are minimal, even though such differences may still exist. Democratic Accountability ICRG political risk sub-component (6% weight). This is a measure of how responsive government is to its people, on the basis that the less responsive it is, the more likely it is that the government will fall, peacefully in a democratic society, but possibly violently in a non-democratic one. However, assessing democratic accountability is more complex than simply determining whether the country has free and fair elections. Even democratically elected governments, particularly those that are apparently popular, can delude themselves into thinking they know what is good for their people even when the people have made it abundantly clear that they do not approve particular policies. Therefore, it is possible for an accountable democracy to have a lower score, i.e. a higher risk, for this component than a less democratic form of government. Bureaucratic Quality ICRG political risk sub-component (4% weight). The institutional strength and quality of the bureaucracy is tends to minimize revisions of policy when governments change. Therefore, high points are given to countries where the bureaucracy has the strength and expertise to govern without drastic changes in policy or interruptions in government services. In these low-risk countries, the bureaucracy tends to be somewhat autonomous from political pressure and to have an established mechanism for recruitment and training. Countries that lack the cushioning effect of a strong bureaucracy receive low points because a change in government tends to be traumatic in terms of policy formulation and day-to-day administrative functions. 108 Risk Analysis and Project Evaluation: Risk Ratings Appendix Financial risk rating The value of the the Political Risk Service (PRS) Group’s financial risk indicator (which ranges between 0 and 100). The risk rating is a combination of 5 subcomponents (documented below). PRS assigns risk points to a pre-set group of factors, termed financial risk components. The minimum number of points for each component is zero, while the maximum number of points depends on the fixed weight that component is given in the overall financial risk assessment. Overall, a financial risk rating of 0.0% to 24.5% indicated a Very High Risk; 25.0% to 29.9% High Risk; 30.0% to 34.9% Moderate Risk; 35.0% to 39.9% Low Risk; and 40.0% or more Very Low Risk. Foreign debt as a % of GDP ICRG financial risk sub-component (20% weight). The estimated gross foreign debt in a given year, converted into US dollars at the average exchange rate for that year, is expressed as a percentage of the gross domestic product converted into US dollars at the average exchange rate for that year. If the ratio is 05%, then the highest rating of 10/10 is assigned. The rating decreases by 0.5 for every 5% increment until a ratio of 50%. After 50%, the rating decreases by 0.5 for every increment of 10% until a ratio of 130%. A rating of 0.5 is assigned for ratios between 150-200% and zero is assigned for higher ratios. Foreign debt service as a % of exports of goods and services ICRG financial risk sub-component (20% weight). The estimated foreign debt service, for a given year, converted into US dollars at the average exchange rate for that year, is expressed as a percentage of the sum of the estimated total exports of goods and services for that year, converted into US dollars at the average exchange rate for that year. If the ratio is between 0 and 4.9%, the highest rating of 10/10 is applied. The rating decreases by 0.5 for every 4% increase in the ratio. At a ratio of 85% and above, the rating is zero. Current account as a % of exports of goods and services ICRG financial risk sub-component (30% weight). The estimated foreign debt service, for a given year, converted into US dollars at the average exchange rate for that year, is expressed as a percentage of the sum of the estimated total exports of goods and ser-vices for that year, converted into US dollars at the average exchange rate for that year. The highest rating of 10/10 is given to current account ratios of 25% and over. The rating decreases by 0.5 for every 5% decrease in the ratio. If the ratio is -120% or below, the rating is zero. 109 Risk Analysis and Project Evaluation: Risk Ratings Appendix Net international liquidity as months of import cover ICRG financial risk sub-component (10% weight). The total estimated official reserves for a given year, converted into US dollars at the average exchange rate for that year, including official holdings of gold converted into US dollars at the free market price for the period, but excluding the use of IMF credits and the foreign liabilities of the monetary authorities, is divided by the average monthly merchandise import cost, converted into US dollars at the average exchange rate for the period. This provides a comparative liquidity risk ratio that indicates how many months of imports can be financed with reserves. The maximum rating of 5/5 is given to countries with a ratio of 15 or over. The rating decreases by 0.5 points for decreases in the ratio of 3.0 until a ratio of 5.0 it hit. The points then drop by 0.5 for every decrease of 1.0 in the ratio. 0.5 points are assigned for ratios between 0.6 and 1 and zero points if the ratio is below. Exchange rate stability ICRG financial risk sub-component (20% weight). The appreciation or depreciation of a currency against the US dollar (against the German mark or Euro in the case of the US) over a calendar year or the most recent 12-month period is calculated as a percentage change. For appreciations, the maximum of 10/10 is assigned for 0 to 9.9% appreciations. The rating decreases by 0.5 for incremental 5% appreciations. For appreciations of 20% to 30%, the rating decreases by 0.5 for 2.5% increments. For appreications between 30 and 40%, the rating decreases by 0.5 for 5% increments. For appreciations between 40-49.9%, 5.5 rating points are assigned. Appreciations of 50% and above are assigned 5 points. For depreciations, 0.1-4.9 are assigned the maximum 10/10. For 2.5% increments in depreciation, 0.5 are deducted from the rating until 30% is hit. From 30-59.9%, 0.5 is deducted for 5% increments. From 60 to 99.9%, ratings decrease by 0.5 for 10% increments. For 100% or greater depreciations, zero points are assigned. 110 Risk Analysis and Project Evaluation: Risk Ratings Appendix Economic risk rating The value of the the Political Risk Service (PRS) Group’s economic risk indicator (which ranges between 0 and 100). The risk rating is a combination of 5 subcomponents (documented below). PRS assigns risk points to a pre-set group of factors, termed financial risk components. The minimum number of points for each component is zero, while the maximum number of points depends on the fixed weight that component is given in the overall financial risk assessment. Overall, a financial risk rating of 0.0% to 24.5% indicated a Very High Risk; 25.0% to 29.9% High Risk; 30.0% to 34.9% Moderate Risk; 35.0% to 39.9% Low Risk; and 40.0% or more Very Low Risk. GDP Per Head ICRG economic risk sub-component (10% weight). The estimated GDP per head for a given year, converted into US dollars at the average exchange rate for that year, is expressed as a percentage of the average of the estimated total GDP of all the countries covered by ICRG. Measures of 250% or greater get the maximum weight of 5/5. The rating decreases by 0.5, in 50% increments until a percentage of 100% is attained. The rating decreases by 0.5 in 25% increments until the percentage of the average GDP is 50%. The rating then decreases by 0.5 in 10% increments. For countries with less then 10% of the average GDP, a rating of zero is assigned. Real GDP Growth ICRG economic risk sub-component (20% weight). The annual change in the estimated GDP, at constant 1990 prices, of a given country is expressed as a percentage increase or decrease. The maximum rating of 10/10 is assigned to countries with 6% and higher growth. The ratings decrease by 0.5 for every 1% decrease in growth until 3%. The ratings then decrease by 0.5 for 0.5% decreases in real growth. If growth is -6% or less, the rating is zero. Annual Inflation Rate ICRG economic risk sub-component (20% weight). The estimated annual inflation rate (the unweighted average of the Consumer Price Index (calculated as a percentage change. If inflation is less than 2%, the maximum 10/10 points are assigned. The points are decreased by 0.5 for every 1% increase in the inflation rate up to 10%. The rating decreases by 0.5 points for inflation rates between 10 and 15.9% in 2% increments, between 16 and 24.9% in 3% increments, 25 and 30.9% in 6% increments, 31 and 50.9% in 10% increments, 66 and 129.9 in 20% increments. A rating of zero is assigned to countries with inflation rates of 130% and greater. 111 Risk Analysis and Project Evaluation: Risk Ratings Appendix Budget Balance as a Percentage of GDP ICRG economic risk sub-component (20% weight). The estimated general government budget balance (excluding grants) for a given year in the national currency is expressed as a percentage of the estimated GDP for that year in the national currency. The maximum rating of 10/10 is assigned to countries with 4% or greater surpluses. The rating decreases by 0.5 points for budget balances between 6 and -9.9% in 1% increments, between 10 and 11.9% in 2% increments, 12 and 14.9% in 3% increments, 15 and 29.9% in 5% increments. A rating of zero is assigned to countries with budget deficit that are 30% and greater. Current Account as a Percentage of GDP ICRG economic risk sub-component (30% weight). The estimated balance on the current account of the balance of payments for a given year, converted into US dollars at the average exchange rate for that year, is expressed as a percentage of the estimated GDP of the country concerned, converted into US dollars at the average rate of exchange for the period covered. The maximum rating of 15/15 is assigned to countries with surpluses that are 10% and greater. The rating decreases by 0.5 points for current account balance percentages between 10 and 2% in 2% increments, between 1.9 and -0.9% in 1% increments, -1 and 15.9% in 2% increments, -16 and -24.9% in 1% increments, betweenb -25 and -29.9% in 2% increments, 30 to 3-34.9% in 2.5% increments, and -35 to -39.9% in 5% increments. A rating of zero is assigned to countries with current account percentages that that are -40% or less. 112 Risk Analysis and Project Evaluation: U.S. Risk Premium •10-year risk premium is stable. Currently, about 2.5% 6 5 4 3 2 1 0 6-Jun-00 10-Sep-01 2-Dec-02 10-Mar-04 31-May-05 7-Sep-00 4-Dec-01 19-Mar-03 10-Jun-04 29-Aug-05 4-Dec-00 11-Mar-02 16-Jun-03 10-Sep-04 21-Nov-05 12-Mar-01 4-Jun-02 18-Sep-03 10-Dec-04 6-Mar-06 7-Jun-01 16-Sep-02 10-Dec-03 10-Mar-05 Source: Graham and Harvey (2006) 113 Risk Analysis and Project Evaluation: The Author Campbell R. Harvey is the J. Paul Sticht Professor of International Business at the Fuqua School of Business, Duke University. He is also a Research Associate of the National Bureau of Economic Research in Cambridge, Massachusetts. Professor Harvey obtained his doctorate at the University of Chicago in business finance. His undergraduate studies in economics were conducted at the University of Toronto. He has served on the faculties of the Stockholm School of Economics, the Helsinki School of Economics, and the Graduate School of Business at the University of Chicago. He has also been a visiting scholar at the Board of Governors of the Federal Reserve System. He was recently awarded an honorary doctorate from Svenska Handelshögskolan in Helsinki. Harvey is an internationally recognized expert in portfolio management and global risk management. His work on the implications of changing risk and the dynamics of risk premiums for tactical asset allocation has been published in the top academic and practitioner journals. He has published over 100 scholarly articles and books. His work is frequently presented in international conferences and is often featured in the business press. In addition, Professor Harvey has wide-ranging practical experience. He serves as a consultant to some of the world's leading asset management and consulting firms. Harvey specializes in the construction of global equity and fixed income allocation models as well as providing estimates of the international cost of capital. Harvey is Editor-Elect of the Journal of Finance which is the leading scientific publication in the field of finance and the second highest rated journal in the economics profession. He is a former Editor of the Review of Financial Studies another leading publication in finance. In addition, he is an Associate Editor of the Journal of Financial Economics, the Financial Analysts Journal, the Journal of Empirical Finance, the Journal of Fixed Income, the Pacific Basin Finance Journal, the Journal of International Financial Institutions, Markets and Money, European Financial Management, the International Review of Economics and Finance, and the European Journal of Finance. He is also Co-Editor of the Emerging Markets Review. Harvey received the 1993-94 Batterymarch Fellowship. This annual award is given to the person that is most likely to establish a new area of research in finance. Harvey has been awarded four Graham and Dodd Scrolls for excellence in financial writing from the Association for Investment Management and Research. The American Finance Association awarded Harvey a Smith-Breeden prize for his publication "The World Price of Covariance Risk" and he has received the American Association of Individual Investors' Best Paper in Investments Award for "Predictable Risk and Returns in Emerging Markets." His paper on the "Dynamics of Capital Flows" recently received the New York Stock Exchange's Best Paper in Equities Award in 2000. Harvey is past winner of the Outstanding Faculty Award at the Fuqua School of Business, an annual award given by the students. He was named by Business Week as one of Duke's outstanding teachers. Harvey is also active on the Internet. He successfully conducted a live Webcast of his Global Asset Allocation and Stock Selection course. The students participating in the Webcast were from firms that, in aggregate, manage $1.6 trillion. His hypertextual financial glossary is used by The New York Times, Forbes, Bloomberg, The Washington Post, CNN-Money, and Yahoo to name a few of the sites. The glossary, which is the most comprehensive in the world, contains over 8,000 terms and over 18,000 links. He recently published a book with 2002 Pulitzer Prize winner Gretchen Morgenson, The New York Times Dictionary of Money and Investing. 114