if II, , 1 1 3 9080 02528 6433 i i'f'Xi \'!f 'v;;: ! |!! ii'.r Digitized by the Internet Archive in 2011 with funding from Boston Library Consortium Member Libraries http://www.archive.org/details/knifeedgeorplateOOelli : 4 L L5 7 Massachusetts Institute of Technology Department of Economics Working Paper Series Knife-Edge or Plateau: When Do Market Models Tip? Glenn Ellison Drew Fudenberg Working Paper 03-07 February 2003 Room E52-251 50 Memorial Drive Cambridge, MA 02142 This paper can be downloaded without charge from the Social Science Research Network Paper Collection http://papers.ssm.com/abstract_icN380061 at i KNIFE-EDGE OR PLATEAU: WHEN DO MARKET MODELS TIP? Glenn Ellison MIT Drew Fudenberg Harvard University First draft: July 10,2002 This draft: February 5, 2003 This paper studies whether agents must agglomerate at a single location in a class models there is an increasing returns effect crowding or market-impact effect that makes agents prefer to be in a market with fewer agents of their own type. We show that such models do not tip in the way the term is commonly used. Instead, they have a broad plateau of equilibria with two active markets, and tipping occurs only when one market is below a critical size threshold. Our assumptions are fairly weak, and are satisfied in Krugman's [1991b] model of labor market pooling, a heterogeneous-agent version of Pagano's [1989] asset market model, and Ellison, Fudenberg and Mobius's [2002] model of competing auctions. of models of two-sided interaction. In these that favors agglomeration, but also a The authors thank the NSF for financial support. Bob Anderson, Abhijit Banerjee, Ed Glaeser, and Vayanos for helpful comments, and Dan Hojman for careful proofreading. Dimitri 1 Introduction . Many economic agglomerated: people are crowded into a small of the Earth's land mass; individual industries are geographically concentrated; fraction trading activities are is concentrated in a few marketplaces. The standard way to account for concentration (and the arbitrariness of where activity concentrates) has been to propose "tipping models" with three equilibria: one with most activity at B; most activity at location A; one with and an unstable "knife-edge" equilibrium with exactly half of the activity in each market. At the core of most models of agglomeration is some type of increasing returns or "scale effect" that favors the emergence of a single dominant In some of these models, all agents are ex-ante identical, and they the larger market. In such cases, exactly the with 51% same size is it is clear that an equilibrium of the agents than and while all where prefer to be part of all markets are an unstable knife-edge; every agent would rather be in a market a market with 49%, so any departure from exactly equal sizes leads to "tipping" to a single site. agents, all site. In other models, there are differences between the agents prefer larger markets, they also prefer markets where the other agents are less like themselves. For example, firms like markets with an excess of workers, upstream firms like markets with assets like markets with many In this two-sided case, there may buyers, and is a potential many downstream men firms, sellers of financial prefer a dating site that has many women. "market impact" or "competitive" effect discourage agents from switching markets. We that find that this can turn the "knife- edge" of exactly equal shares into a "plateau" of many stable equilibria with unequal market sizes, thus generalizing competing auctions in Ellison, For example, a in an observation that in the context of a model of Fudenberg, and Mobius [2002]. Krugman's [1991b] labor pooling model, market raises the average wage and so lowers the market impact we made utility effect, the equal-sizes configuration is not a firm that switches into of all firms. Because of this only an equilibrium, but a equilibrium: If a buyer or seller were to switch to the other market he or she that there other, in were now more participants on which would make many it his or her side of the strictly less attractive. It is would strict find market and no more on the true that in others, the market impact effect vanishes as the market Krugman's model, becomes large. as However, the scale effect that favors large markets also vanishes as the market is becomes large, so it misleading to retain one of these effects and ignore the other unless one knows more about the rates To of agents, at which the two effects vanish. we investigate the importance of these effects, who we will call "buyers" "sellers." At the is study; in such cases there are always equilibria in When the numbers of buyers and point is this is a which Our location. all property of the examples agents concentrate in sellers are even, there is also equilibrium where the two markets are exactly the same Our main their payoffs voluntary and a market with only one agent provides no opportunity for trade; and indeed either location. of the period, buyers and by the numbers of each type of agent who chose the same assumptions are consistent with models where trade we start choose between two possible locations or markets; sellers simultaneously are determined and study a model with two kinds an size. that the equal-sizes configuration need not be a knife-edge. We provide sufficient conditions for there to be a wide range (a "plateau") of size ratios for the two markets at which all of the incentive constraints for equilibrium are Roughly speaking, these conditions are that as the number of agents satisfied. increases, the payoff functions converge to well-defined limits that are continuous and differentiate, that the derivatives of these limit payoff functions with respect to the ratio of various types of agents be non-zero, and that the convergence to the limit occurs at rate where TV is the total at least 1 / TV , number of participants. Throughout the paper, we simplify by ignoring the restriction that the numbers of each type of agent in each market should be integers. Anderson, Ellison, and Fudenberg [2003] studies the additional complications caused by the restriction to integer values. They show that for "typical" economies the conditions of this paper suffice of equilibria, but that there are examples where the integer any split-market equilibrium Section II restriction is inconsistent with at all. of the paper states and discusses our general conditions, and gives our theorem on the lower bound on the width of the plateau. We then show conditions are satisfied in a series of examples. Specifically, Section Krugman for a plateau III that the analyzes the labor-pooling model mentioned above, Section IV analyzes a two-population version of Pagano [1989]'s model of competing financial markets. Section examples of how the assumptions can We are agnostic agglomeration, but as to we do facts. in the activity has tipped to one rather than the industry's It use as examples account for actual Consider, for example, patterns of industry most concentrated famous for one rarely finds industries to several locations. its concentration 219 large plants are located in California. we believe that models with an equilibrium plateau are needed to agglomeration. Even is gives fail. whether the models account for some of the stylized industry, for example, V there. in that The upholstered furniture North Carolina, but only 74 of Another 52 are in Mississippi does not seem reasonable to claim the 52 furniture plants are consistent with a tipping model by arguing most that they are serving local in and 27 are Mississippi demand; nor can one reasonably argue that tipping toward North Carolina has reached an upper bound due to congestion, etc. - the upholstered furniture industry employs Carolina's workforce and the density of large furniture plants is less than 1% of North about one per 658 square miles of land." While "tipping" does not seem to be occurring between industry centers, there do appear to be threshold effects at the bottom end: Nineteen zero large plants making upholstered furniture. A states have exactly model with an equilibrium plateau could account for the coexistence of multiple centers and for many locations having tipped to having almost no activity. The reader should note same in the "split that, under our assumptions, per-capita markets" equilibria as when the economy has tipped Nevertheless, the aggregate welfare loss need not be negligible, and which influences the our focus is rents that about the to a single market. is this aggregate might be earned by consolidating the markets. Moreover, not on welfare per se, but rather on understanding the positive question of whether we should expect agglomeration economies By it utility is "large plant" we mean a plant with at least 100 employees. Business Patterns for 2000. The upholstered furniture industry to lead to tipping. The plant counts is approximately are taken from at the 90 th County percentile in Ellison and Glaeser's [1997] tabulation of industry agglomeration. ' It would market also be difficult to argue that the secondary industry centers are a disequilibrium feature of a that is in the process of tipping. Dumais, Ellison, and Glaeser [2002] find that in the typical mean reversion in the state-industry employment shares. Similar threshold effects appear in many less concentrated industries. For example, the pharmaceutical manufacturing industry has about the mean level of agglomeration in Ellison and Glaeser's [1997] agglomerated industry, there is 2. The Model and Result sellers We examine a simple two-stage model of location choice. and B buyers simultaneously choose whether to attend market second stage, they play some game with the other players same market, may they e.g. trade at prices set who have and B buyers attend market i i, 1 or market 2. In the chosen to attend the by competing market makers or play some wage-setting game. Rather than specifying the market game, sellers then the market game we simply assume that i I A pure strategy if 5, gives the sellers in market an expected payoff of w j (5,.,5 .) and the buyers an expected payoff of u b (S ,B treat the utility functions u s S In the first stage i ) . We (S,B) and u b (S,B) as the primitives of our analysis. Nash equilibrium of this model such that each of the buyers and sellers receives is a profile of location choices at least as high a payoff in the market they attend as they would if they had deviated and instead gone to the other market. There will be two types of pure-strategy equilibria: equilibria where the market has tipped and all buyers and sellers attend a single market, and equilibria in which both markets are active. The goal of this section that are possible in equilibria with Proposition 1 Let : B +B2 = B . 5, , S2 There 5, , , two to characterize the range active markets. Our of market sizes first result is and B2 be positive integers with S a pure strategy is is l immediate. +S =S 2 Nash equilibrium with S and sellers and t ] buyers choosing market i if and only if B t the following four constraints hold. (B\)ub (S ,B )>ub (S2 ,B2 +l) l 1 (B2)u b (S 2 ,B2 )>u b {S ,B +\) l i (SlKOSpB^O^+l,*,) (S2)ut (S2 ,B2 )>u,{S +l,B 1 1 ) tabulation with 37 of the 231 large plants in Carolina, etc. Assuming Still, twenty-two states New Jersey, 31 that these are well defined implicitly equilibrium or that we have chosen in have one or fewer large means New York, 21 in California, 17 in plant. either that the a fixed equilibrium selection. market game has a unique North i B , ) ) As we remarked 5, , S, B and B , ] the 2 be integers. model with S above are sellers and first u s (S 2 ') We will B say that buyers if 5, + S, 5, , S\ 5, , = S . B + 5, = B and , the four constraints } , +l)^« 6 (52 ,52 )-« t (5„ -u t (S 2 +l,B2 )> u5 (S 2 2 ) , B ) 2 J -«, (S, 5, , ud (5I>J B,)-«4 (5„3i+l)^tt t (51> 5i)-Mt (S2 ,B 2 ) (S2') h, (5, The , 5, -u s {S, + 1, 5, ) > left-hand sides of the u, (5, , ) 5, , B 2 ) that the agents most applications one would expect to a labor -k, (52 two "stay-in-market- 1" conditions (Bf) and (ST) measure the detrimental "market impact" one extra firm have when they move that the expressions will be positive, right-hand sides measure the degree to which market 2 is more all sellers larger markets are more As efficient. right-hand sides of (Bf) and (ST) will usually be positive market show 1, that but this is market e.g. adding not necessary for our results. whether a particular split whether the market impact effect is of buyers and The receive. The attractive given the current division of buyers and sellers. Agglomeration models typically make to market raises the equilibrium wage and thereby reduces profits or adding another seller to a financial market reduces the price that assumptions that to note that they is Bi) (B2') 2. In and 5, are a quasi-equilibrium for , as: u i (52 ,5 l )-a6 (S2 ,52 1 will usually ignore the requirement that step in analyzing the implications of these constraints can be rewritten (BIO we satisfied. Our (S earlier, a result, employ one or both of the when market 2 is larger than rewritten equilibrium conditions sellers is an equilibrium depends on sufficiently large so as to outweigh the current differences between the utilities in the two markets. The main assumption of our general theorem concerns as the number of agents think of it the behavior of the market increases holding the seller-buyer ratio y as imposing three restrictions. The first is that = SIB fixed. the sellers' and buyers' utility functions in the large finite economies converge to well-defined limits as the agents increases. The requirement that payoffs One can number of converge rules out some potential applications. In Kingman's [1991a] model of agglomeration due to increasing returns in product variety, for example, each worker's payoff increase without bound as the number of agents grows." The second restriction buyer's versa. utility is strictly While we view that in the continuum-of-players limit, each is who increasing in the proportion of agents requirement as not being very demanding, there are several this V ways in finite markets, and an example where the monotonicity condition finite economy but which converge can it Section fail. and vice are sellers gives examples where The fails in the limit. third restriction to the large population limit at a rate allowed but slower rates such as 1 / of strict monotonicity is fails in all each satisfied in is that the utility functions 1 / B at least ; faster rates like 1 / \[B are not. This third restriction holds for must B all are of the models we have analyzed. Assumption Al There : is non-empty a J d'y > = F ,F ,G continuously differentiable functions dFb T interval s h s , [7,7] C (0,oo) and twice and G on Twith () dFs /d'y < and such that the approximations F (y)-G us (yB,B) = s s (y)/B + o(\/B) and u b (yB,B) = F (y)-Gb (y)/ B + o(\/ B) h hold uniformly in y One might expect when B G s and is large. G b to 6 be positive, markets provide higher payoffs, but even if larger B, so that larger at least for large markers are more efficient this need 5 In the equilibrium of Krugman's model, the number of "varieties" of manufactured goods that are produced increases linearly with the number of workers. The workers' utility is assumed to be a CES aggregate of their consumption of each variety. It increases without bound as workers are able to divide their consumption into smaller and smaller portions of a larger and larger number of goods. One could, of course, write down many other reasonable specifications of a preference for product variety in which utility would remain bounded even as the number of varieties produced grew without bound. For example, this would happen in a model where each consumer has an ideal point in a fixed product space and varieties just fill 6 up the product space as More their number becomes large. formally, the assumption on the seller's utility function lim m s (B) = such that | B(u s (yB,B)-Fs (/)) ~G S (B) |< that there exists a function is m s (B) for all y e T and all m s (B) with integers B. not be true, as the size of the market can influence the division of the gains from trade. For we this reason, the signs of G faster than / 1 should emphasize that our results do not require any restrictions on and s D Our next , G l h . In particular, in cases the functions G and s G effects, is the same in 1 / B The for large B. sizes but the scale effect 7 S T and that a,, and S2 = (a) yB2 or, . Let a case the same seller-buyer 1 / the difference in is ratios; B as Part (b) of the the population size increases, and also goes to zero as the fractions of agents in market Assume Al. this inequalities in part (a) of the proposition shows that the size of this effect declines at rate 2: at both markets. In which are the left-hand sides of the two markets of different PROPOSITION Al proposition explores the implications of Assumption proposition, are proportional to utility in to the limit is at rate will both be identically equal to 0. h configurations where the buyer-seller ratio market-impact where convergence 1 approaches 1/2. be any positive constant. Suppose that e[«,l-«] with a, +a2 =1 Let . 5, =a,5 5, , -a^B , S, = yB ] , Then, The market impact approximated uniformly effects can be in y,a , and x us {Si ,Bi )-us (Si +%B = -F i ) \l)/a s i a 2 by B + o(l/B) and MSM - u^.B, +1) = jF \j)/a,B + b (b) The scale effects can be approximated uniformly in o(l/ B). y,a , and or, by t us (jB2 ,B2 )- us ( 1 Bl ,B1 ) = G {j)^^'-^-^ + oO./B) s a a2 x B and ub ( 1B2 ,B2 )-ub ( 1 B1 ,B1 ) = Gb ( 7) { Qi> l + o(l/i?) a a2 B °C2 x For example, Schwartz and to show that when Ungo (2002) generalize an example in Ellison, Fudenberg and the sellers in a market conduct an S+ P' Mobius (2002) price auction and buyers values are independently drawn from a distribution F with the monotone hazard rate property, then buyers one market are made worse off by the combination of two formerly separate markets. in at least Proof: The first u^B.B,) - u,( 7 5, approximation + 1,5,) = in part (a) follows immediately from us (lBv B,) - «,(( 7 + 1/B,)B„B,) -F (j + 1/B + F (j) - (G s = -F t '( J ) s s ( 7) - G 5( 7 + 1/B,))(l/B + ) 1 0(1/5, 7 )(l/a,B) + o(l/5). The second follows from +l) = u h (7^,^) - u^B^B, Uti-yB^BJ - = 7^ 7 )(5 + I)" - Gb (-y)m + = 1 F \ 1 )la B + o{l/B). 1 '( I)" 1 7 1 ^+ - B~') + Gb '(7)7(5, + for the first approximation in part (b) u s { 1 B2 ,B2 )-u s { 1 Bl ,Bl ) = (B2 - 5 1 The argument l)" l)" 1),B 2 + ; + 1) o{\ / B,) 1 b The argument ^(7^ + 52 )- G = -G 1 )(fi1 second for the is s ( 7) + s { 1 ){llB2 o(l/5) = is -l/B + o{\/B) x ) G,( 7 )(Q'2 - a,) / a,a 2 B + QED the identical but with different subscripts. One way of analyzing agglomeration in a model o(l/B). like this is to ignore the market impact effect and define a split-market equilibrium as an allocation of buyers and sellers that makes them exactly symmetric model will indifferent between the two markets. With this definition, have an equilibrium where exactly half of the agents are in any each market, but this will typically be the only split-market equilibrium, and one can argue that the model would tip away from this unstable knife-edge. This sort of argument implicitly supposes that the market impact effect number of agents is large. Part (a) it is small enough to be ignored, at least of Proposition 2 shows small in the sense of being order 1/ be ignored since is B , is Al has it cannot is a "plateau" of quasi-equilibria not a "knife- where all of the incentive constraints are satisfied, and the size of this plateau (as a fraction of the space 8 Note that when both G and s G b is effect. a demonstration that the 50-50 equilibrium edge." Instead, a model satisfying the market impact effect but part (b) of the proposition shows that no smaller than the scale Our main theorem that the when are negative, larger markets are less efficient, which tends to favor of possible market divisions) does not go For example, it may be that no matter how large B with one-third of the buyers in market THEOREM B > 1 Assume Al Then . : B and any BJBe[a any £ > s (r) + We want to to : show show =ajB 5, this for all a, Our first in step is always there exists a B such model with the market 1 for to infinity. a quasi-equilibrium in market that for B buyers 2. any integer and S sellers has every 5, with (y) 1 1 2 2 2r(y) = max{0, for 2Gh (r) 1 i rK(r) that there exists a any 7 G T, the four constraints (ST), t there , 2G number of agents goes and two-thirds of the buyers with 5, buyers -K(r) B =a B and is (S/B) + £,l-a (S I B) - s ] where a r{y) = max Proof: for 1 S with S / B G f integer a quasi-equilibrium to zero as the for every (S2'), B such that for (BT) and any integer and (B2') are satisfied at the allocation s[a'\y) + s ,\ - a''(/) - s] or, B>B . By symmetry it suffices e[a'(y) + sA/2]. is to note that it suffices to show that four simpler constraints obtained by applying first-order approximations to both sides of (SI'), (S2'), (Bf), and (B2') are satisfied for all «,,«,, and y with 7 G T and a, e[«* (y) + e, 1/2]. The four simpler constraints are: -F (AS1) s '(7)>G,( 7 )(a2 (AS2) -F \ 1)>G (AB1) jF 7) (AB2) 7iV(7)>G s( s '( b The 1 )(a1 -a ] )/«, -a2 )/a2 >G (7)(o2 -«i)/<*i 6 h (7)(a 1 -a 2 )/a2 sufficiency of these four constraints is a straightforward consequence of Proposition 2 and our various continuity and differentiability assumptions; Since the arguments for each of the constraints are similar equilibria with two active markets. we show this only for (AS1 ) . Suppose — (AS1) holds continuous for all 7 G T and a and y in , 1 e[a'(y) + s,l/2]. Because both sides of (AS1) are alia, and these parameters compact lie in a set, there is 5> a for which -Fs \ 1 )>Gs ('y)( a2 -a )/a +8 (AS10 for all 1 7 G T and ^ (AS1") for all all 7 G T and m,(5) and m 2 cr, e[a*(y) + s,\/2]. Dividing by {l )/ all a, 1 of (AST) RHS is at is at B a q2 a^B e [a* (/) + £",1/2]. Proposition 2 implies 2 - ua (£> 2 + us (S2 ,B2 ) least - «S (51 ,S ) + most us (S2 ,B2 ) £ > 5(w, (5) + m get that 2 aB >G,{ 1 )^^)- + -^- lim^^ (B) that are independent of 7 with LHS a B we 1 (B)) for B>B all . 1,52 ) «i2 (5) . fi m | - m^B) (B) such that the |= : and the 5 so Choose that there are functions first term on the that Then, since us (S2 ,B2 )^ s (S2 +\,B2 )>us (S2 ,B2 )^s (S ,B 1 ) 1 + -^- + m ] (B) + m 2 (B) a-,B for all 7 G T and whenever 2? all a, 5 7G T > , 6 [a* (» + £•, 1/2], (ST) and , We now show that the 7 G T and satisfied for all showing they are Case positive, ( Suppose 1: AS2) < Fs '(7) to r so l 2 ! a -a 2 is - ol <2 satisfied or, (7) > e [a* (/) + e,\/2]. . satisfied for all a, — . Defining r5 = e [a* (7) + e, 1 / 2] ( = = -F, - 2a, '(7) . 2 t and (AS l) a, is bigger than 2 are cases. Al or a. > l (AB1) and (AB2) We begin with the seller constraints, Since Assumption Qj i-l =a,7# S,. t i e [a* (7) + £,1/2]. by considering three s B =a B and satisfied at four constraints (AS1), (AS2), all «, G is . 2 AS implies that —^.(7) 1 ) is equivalent to — ~F S is + 1 , this is equivalent '(7) We have chosen r'(y) so that r (r)> r 2r5 is satisfied 2r 10 whenever a, e [a'(y) + s,\ 2]. , - Case Suppose 2: -F Moreover, since a F s > -Gs (i) '(7) s < Gs (-y) < '(7) g [a (y ) + €,]/ 2]. Hence, (AS2) l Case 3: Finally, suppose obviously satisfied. (AS2) is G s s < ' , Fs '(7) 2-^ + -F, the first case, this is (~f) < Fs equivalent to '(7) t a, a ., 1 ] 2 2k , . (y) f tor > 1 all Qj As — in the second case, (AS1) — In this case, - a2 - '(7) . > Ql /;<2—^ we have chosen and is 1= —— ! . As in l-2ar, r (y) so that this is 2rs n = 2-^Tl + shows l that (AB1) and (AB2) are satisfied if Again, r*(j) was chosen so that lFb '(7) ] = - a,- a, or, nearly identical argument > 1 2 obviously satisfied. e[a*(y) + £, 1/2]. or, A . so (AS2) becomes 2 true for < — F equivalent to while - , is is satisfied. = 2 —allL-i Fs \j) 1 '(7) 1 Oi s /; (AS1) In this case . 1 > ; 2r(y) 2 11 2 2rh QED Remarks 1 . The ratios : size of the quasi-equilibrium plateau identified -2G (7)/F 5 5 (^)+1 and whichever of the two is 2Gi (/)/xF6 (7)+l . in theorem (More 1 precisely, is decreasing in the it is decreasing in the binding constraint provided that the equilibrium plateau the entire space.) Intuitively, the scale effect, while the market impact effect is which is ofF and makes plateau larger. Inspection of the formula in the theorem reveals that the quasifull interval II as not proportional to G, favors tipping, proportional to the derivative equilibrium plateau converges to the is G s (^)/F5 (7) —» and the . k'/X/V-^C/) ~^ ! here the scale effect absent. is The equilibrium plateau shrinks to zero in the limit as either ratio goes to infinity. 2. The theorem provides sufficient but not necessary conditions for the existence quasi-equilibria, and the proof considers only allocations with the in each market. large the We can establish a partial converse: If model with B buyers and S sellers is equilibrium allowed binding at somewhat is a{y) and larger when In general, though, only and Mobius [2002] we is a quasi- two markets are give an exact characterization for the quasi-equilibrium set for the case of competing auctions buyers' valuations have the uniform distribution. the size of the smaller market two lower bounds converge but that the 3. is strictly The theorem applies constraint that the that this integer constraint in turn out to be fairly complex. Ellison, ] B sellers has as the seller-to-buyer ratio increases towards opposed to equilibria when the number of buyers is a 7 ' is large is S n sellers the results reflect 9 To , its sufficiently large ignores the expect implications that in the yB , then for any model with B many or even most Anderson, Ellison, and Fudenberg [2003] show that there B 1 close to the given point. This, however, whenever but that there are nongeneric sequences (S n ,B n ) BIS approaches for is indeed a almost any which the models with and B" buyers have no equilibria with two active markets. we it One might and S = close to y for which the an equilibrium that broad plateau of equilibria for value of 7 because each market be integer- valued. leaves open the possibility that there might not be equilibria for values of B and S. lower bound on that the actual Fudenberg and Mobius (2002) show point in the quasi-equilibrium set there buyers and 7 show not very demanding in large economies, but is case of competing auctions, We when smaller than the lower bound established here, to quasi-equilibria as numbers of sellers B one of the four which there the seller/buyer ratios in the In Ellison, Fudenberg, to differ. £[a"\y),\ - a (y)] then for the range of splits for , seller/buyer ratio does not have an equilibrium with exactly equal seller/buyer ratios in the two markets. constraints a same of We conclude that derive in this paper about the sizes of the quasi-equilibrium plateaus do what would we would find see this, observe that when a (y) > in a full , at equilibrium analysis in generic economies. any allocation with the same seller-buyer markets, at least one of the buyer or seller constraints is 12 violated for sufficiently large ratio in B when a both < a (y) 1 Krugman's Labor Market Pooling Model 3. Our example first Kxugman's [1991b] labor market pooling model of industry is agglomeration. In this model, the advantage of industry agglomeration can better adjust employment its We treat the model game. In the first stage, F firms and L choose between two possible locations. In the second stage each firm 2 a e. firm L workers hires i wage of at a I n =a + (j3 + £ i I 2 )L - {5 1 2)L - Suppose we suppose = (/? + that F firms from the £,. At the assumed to w ." is their i's labor w') = then Workers start £ , receives an have mean zero and variance are risk-neutral at their location. If and supply one unit of money wage. in a given market. Following Krugman, market. Each firm's labor first-order condition for profit -w)/S. workers profits are its and L workers are The market-clearing wage demand demand at the +S{LI F)-^T is w =/?-c>(L/F) + V _ £ .IF. we is = E(w) = J3-S(L/F) market-clearing e. is maximization, yielding of the second stage, before the productivity shocks are revealed, u w (L,F) Firm , i 10 i see that a worker's expected utility L]( is that firms are price takers in the labor easily derived (w) wL I labor inelastically; their utility Z,* which , Firms observe these shocks and then hire workers from the pool . each firm that level in response to idiosyncratic productivity shocks. as a two-stage independent productivity shock, is F\l 5 . wage is Substituting this into firm z's profit function and \ taking expectations we find after some algebra that Kmgman cites Marshall's [1920] discussion (which notes both that larger markets may provide workers with insurance and that firms may benefit from access to skilled labor) as the inspiration for his model. Our notation departs slightly from use y for the ratio Krugman 's. We write 8 for the parameter he called y so that we can . some firms may employ a negative number of workers; we follow Krugman in not worrying and thereby keeping the model tractable. Note also that the labor demands need not be integers; can be interpreted as workers splitting their time between several jobs. Note about this LI F that this 1 I 8 L a -— +— 2 2 u f {L,F) Writing ^for LI = E(?r,(L' i F (which (wlw)) = a + is f. i 13 , F analogous to the seller-buyer ratio in the labor market), these utility functions have the form u w (L,F) = Fw {y)-Gw (r)/F u (L,F) = Ff (y)-Gf (y)IF f 2 2 jj 2 torFw (r) = 0-Sr, Gw (y) = 0,Ff (y) = a+—+-y Fw \y) = —8 < Now we we suppose Ff \y) = <5y > 0. and this contrasts Hence, Assumption analyze the choice of location in the that agents take their , and G, (r)-~- Note 1 is satisfied for first stage. As that any y 14 . model, in our general market impact into account when choosing a location; with Krugman's analysis, which directly defines equilibrium to expected profits and wages are equal in the two markets. mean that Although our solution concept does not require that wages be equalized, expected wages are the same in both markets we the equilibria Theorem in analyze. 1 now implies that this model has a plateau of equilibria with two active markets, and gives a characterization of how unequal in size the two markets can be. Corollary 1 . Fix y and such that for all a = let F>F , — 2S 2 r-= 2 2 y . +2a 2 Then, for any e > the quasi-equilibrium set of the 13 This formula corrects an error in Krugman's equation (CIO). 14 The example ' This is satisfies Assumption Al even though there exists an model with the firm profit function F firms and need not be monotone equivalent to assuming that both firms and workers ignore their market impact. An F in F. alternate way Krugman's solution would be to consider a game where firms choose locations first, workers then choose locations, and there is a continuum of workers so each worker has no market impact. A problematic aspect of this justification is the contrast between assuming that workers migrate instantly across the two markets to arbitrage away any expected wage differences due to unexpected plant location choices, but are immobile when productivity shocks are realized and wages become different. Our analysis corresponds to the case where workers are stuck in the locations they choose and can neither relocate in response to expected wage differences if they are surprised by firms' location decisions, nor in response to realized wage differences; our qualitative findings should carry over to models with anything less than perfect to justify mobility. 16 Wages are equal in equilibrium, but not following a deviation 14 from the equilibrium. . 8 . I yF workers includes \ F with splits , firms in market 1 every for } F with ] F / F e[a* + £,l-a* - e] t G K (y) - 0, Proof: Since 1 firms and G, (y) > we incentive constraint, and , the width of the plateau 2G (y)/F r'(y)= find that 2 2 a = a /2S y 2 2 /(l V 2 + cr /S y 2 ) ; = — ^^ 2S +2a 2 2 determined by the {y)y + / t and is \ 2 = 2 I5 y +1 cr~ -. 2 y Remarks : The equilibrium plateau can cover almost 1 the whole space, fraction of the firms can coexist with a large one. This occurs are very small ( 5 —> oo ), or 2 (a ~ when ), when a is, when market with a tiny productivity shocks there are strong decreasing returns at the firm-level the worker-firm ratio large is —> (y oo ). When down the opposite extremes, the equilibrium plateau shrinks result that the parameters are at to a point. Intuition for can be obtained by comparing the market impact of a firm that moves each to the larger market, thus bidding up wages, to the advantage of larger markets, namely that a firm has a smaller wage impact when raising or lowering labor productivity shock. For example, there is little or decrease advantage to being its labor would bid up wages labor 2. demands demand very much substantially if to try to it in response to there are strong decreasing returns in a large (S market because a firm won't want its large), to increase response to a productivity shock, and a firm in moved to the larger market because the other firms' are inelastic. Although we would be hesitant way when demand do so would be to put much stock in any calibration of this model, one of parameters that determines the size to note that the ratio of the equilibrium plateau also determines the variability of firm-level employment. Specifically, Var(L] was 1 when F = 10 I , E(L', )) = ((F - then a' ~ 0.28 1) / ; F) 2 a 2 2 2 1 y . If one assumed ( this says that the Corollary large. 1 I E(L] )) smaller market needs to be about three-eighths of the size of the larger market to be viable (0.28/0.72 3. that Var L] = 0.38). does not include an assumption that the number of firms be sufficiently Theorem 1 required an assumption about the 15 number of buyers being large only . we assumed just because that the utility functions F{y)-G{y)l B when B was were approximately equal to large. In this application, the expressions for the utility functions are exact, and hence the formula for the bounds on the equilibrium plateau holds for F. all 17 In the quasi-equilibria described in Corollary 4. utility in both markets. Thus, they would 1 the workers receive exactly equal be quasi-equilibria still if workers consider their market impact. This would be the appropriate assumption the workers as a In the 5. continuum of agents of mass Krugman model with the model with market 1 F firms and any integer for alternate way all of the quasi-equilibria described to state the corollary would be mass L of workers has an equilibrium with F F with F F e [a l x The generalization of the to say that workers in result to a +e,l — a'—e]. model with N locations (and a continuum of workers) would be that there exists an equilibrium with F firms in market 1 , ] market 2, . . ., or at least a* 4. and FN firms in market l(\-a) times as many F 2 firms in N provided that every market has either zero firms firms as the largest market. Pagano's Security Market Model with Heterogeneous Traders Our next example is a two-population version of Pagano's [1989] model of competing securities markets. In Pagano's model markets serve risk. Specifically, he considered a two-stage game. In the to diversify first stage, endowment N agents simultaneously choose which of two markets to attend. In the second stage, each agent receives a i.i.d. trade random endowment K =K +e Qt of a single risky by simultaneously submitting demand curves The bounds are exact bounds asset, The i where the e are i ? draws from a symmetric distribution with mean trades at the market-clearing price. 17 in x x 6. number of a continuum of workers of mass L, only the An a one modeled L. firms in each market must be an integer, and hence the corollary are equilibria. if did not . Agents then market maker who executes random dividend d, so an agent to a asset pays a and variance ae who for the existence of an equilibrium with equal worker-firm ratios in the two markets. There are equilibria with unequal worker-firm ratios (with a higher ratio in the smaller market) for smaller values of a 16 keeps A" shares has random final market price of the asset and R wealth all KQ = — some 1 this sort ; is assumption that S may them.) sell where the dividend has means a To more and B K Q is same the for "buyers" have "seller" are only endowment shock may end up purchasing simplify the algebra, we because there shares, will specialize to the case symmetric distribution with mean efficient 1 names "buyer" and and variance a 18 2 This . key aspect of the model, which that the asset is a "bad," but preserves the larger markets are Q that expected purchases seems reasonable for in will be clear shortly, the suggestive, as a "seller" with a negative K = have "sellers" of ex-ante asymmetry (As applications. and a "buyer" not free disposal. Pagano's model by replacing the assumption JV agents with the demands the risk-free rate of return. Both/7 and asset is are allowed to be negative, and there We modify w = dK + Rp(K — K), where/? is the is • that less undiversifiable social risk; is allowing for a positive dividend would only complicate the algebra without altering the nature of our conclusions. As in we Pagano, suppose that agents" preferences over distributions of wealth are described by a mean-variance utility function defined directly on the space of wealth distributions a V(w l ) = E{w — (b / 2)Var(w l symmetric equilibrium functions D (p) .' 9 in ) we = K0i /(JV -1) - R(N - 2)p/(/V - K* = K We 19 /(JV- 1) + (JV - 2)Z/(N - have already simplified by assuming D (p) is the D (p) will depend on expectation over all A' . Q first . To l)ba 1)JV that the agent's desired asset holding, e.g. variance utility in the Further following the original, find firm D,(p) 0i . which the agents simultaneously submit In the equilibrium z ) l , i Z = S-B + J2^=1 e endowment of cash if D (p) = K replicate Pagano's results 0i is the realized i is 0. then agent we assume stage, but not in the second. In the demand Equilibrium asset holdings are . where look for submits the demand curve 20 2 linear we / makes no that agents trades. maximize Note their that mean- second stage, they instead maximize the possible realizations of the vector of endowment shocks of their expected utility conditional on the shocks. This would be equivalent to expected utility maximization if mean-variance preferences were an expectation of a utility function defined on realized wealth, but they are not. The in the Appendix. The calculations show that this is the which agents' demand curves are linear and downward sloping. We do not know if there are other equilibria. Klemperer and Meyer [1989] discuss conditions sufficient for equilibrium uniqueness in a loosely related game where agents submit supply functions. details of this and subsequent calculations are unique equilibrium in 17 F , net supply of the asset. Thus, equilibrium allocations are better diversified endowment shocks more completely because larger; agents offset their other TV -1 agents' share To demand curves also smaller. This is simplify notation, is is steeper and the aggregate when N is sum of the the endowment risk they the source of the larger market's efficiency advantage. = let g( 7 ) (7 — l)/(7 + 1). A series of calculations shows that the equilibrium payoffs are approximated by ba q{if 2 \a q(i, + 2(7 2 ) ba lilf 2 -^— + + 9(7) 2(7 Thus, both the F(j) — G(-y) / B + o(l / B) 2 F {l) = bo = bo = 6a \o\ F '(7) s G.(i) \q{ 2 seller's 1 f/2- \o] + F q ( 1 )\, 2 2 \q(ci) b 2 b ( 2 2 2 2 2 o oe + b [a 2 ) e + 4g( 7 )Wa 2 + b 2 a 2 (a 2 + a 4 + 2q{ 1)\±- + ) e 1 in 1) utility functions 'B have the form assumption Al. Specifically, = ba 2 \q{ 1 f/2 + q{ 1 )\, + b 2 a 2 (a 2 + a 4 - 2g( 7 )]/2( 7 + o oe V a\a 2 + a 4 - 2g( 7 )l- + o B [B, 1) and buyer's assumed \q{ 1 ) b 1) 2 = uh ( 7 B B) 2 + e ) 1) and G h ( 7) Thus Al s 2 + 4g( 7 2 6Va 2 + b 2 a 2 (a 2 + a 4 + = -46a 2 (7 + If 3 < is satisfied for sell shares, goes and any 7 that converges . The 0, and seller's F + 1). = 4 76cr 2 ( 7 + l)" 3 > '(7) h 2g( 7 )]/2( 7 market impact 0, so assumption effect reflects that sellers expect to adding a seller to a market lowers the expected price. Note that as to infinity, the total sellers) e ) ) to B expected welfare in the population (summing over buyers and — bo g( 7 ) /2 , which is the utility of holding the average endowment. We can now immediately apply Theorem Pagano's model has a plateau of equilibria algebra have is G s in 1 to which show that our two-sided version of different-sized markets coexist. simplest if there are equal numbers of buyers and sellers (r)J- s \y) = G (y)lyF h h 2 \y) = (a] + b cj\a] 18 +ae4 ))/2 . (i.e. 7 The = 1). We then This gives 1_ B, . . COROLLARY 2. Letr* = 1 Consider our Pagano model with equal numbers of buyers and + cr + b 2 2 a (a 2 +<?*), and N>N exists an Af such that for all and N with ] Remarks 1. The N buyers I , -a - 1 N buyers and sellers in model with market >0 there N sellers for every 1 ] e\ ] : size of the equilibrium plateau shocks. Then, for any e . the equilibrium set of the includes the splits with N N e [a' + s a' = 1/2 — l/2r* let sellers. When the is endowment shocks inversely related to the size of the are trivial ( a 2 « ), endowment efficiency differences are When unimportant and a market need only have a tiny fraction of the traders to be viable. endowment shocks become extremely extremely large (a —» co ) 2 or agents large become extremely coexist only if they are almost equal in size. that we have assumed of buyer is -1. If a 2 that the =1 and b (a 2 —> oo ), To 2 a = 0.1 risk-averse interpret the scale mean endowment of a 2 or dividend shocks seller is 1 ( b —> oo ) to markets can of the variances, note and the mean endowment then the interval in the corollary approximately (0.27, 0.73), so a market would need become is have about one-quarter of the traders to be viable."' 2. The second remark after Theorem implies that these bounds are tight. If 1 outside the specified interval, then for sufficiently large with 5. aB buyers Some Models in market that we Fit the discuss a few models of agglomeration that don't modified so that an analysis 21 there will not be an equilibrium Assumptions framework, explain why they don't A. is strictly 1 Don't In this section B a fit, like ours and suggest ways in fit into our which they might be would apply. A Matching Model Calibrating a mean-variance utility function can be problematic. For example, even with b decision-maker would prefer getting for sure to getting a lottery ticket that and 100 with probability p for any p < 0.8 . 19 pays = 0. 1 a with probability 1 - p , Consider Each (type w). a matching model with two types of agents, exogenous probability q > Oof becoming unable participant has suppose that each type of agent gets other type, and utility be matched women M agents of type m 1 / 7) and Then uw (l) = > 0) two binomials with the ratio 7 lim^^ Pr(x continuum + and and let < 0)E = < 0) = W x — g)/(l \M M'—W < 0) M) = I/7 + o(l /M) 22 ,x<0 1 Thus . = q) 1 and , sure to in general, , . different and sending and uw (M,W) =1- satisfy 0)E \x The excess supply for the case on the "short side" of the market does not M/W = . be the realized excess supply of + Pr(x > same success probability but o(l / — is be the realized numbers of agents of each } .= Pr(.T be fixed and greater than to we W agents of type w, the utilities of the men and M' um {^) Pr(x the (1 who an agent limit, , the payoffs are Pr(x um (M,W) to matched with an agent of the and min(l, 7) respectively, where 7 are able to participate, men. in the q) if he participates has expected payoff of if are min(l, who — utility 1 /(l Thus otherwise. In the finite markets, let type m) and women (type and these chances are independent across agents. To simplify the algebra, participate, if there are men and the difference of is sample > sizes, so holding M and W to infinity, 7 > 1 o(l/M), and Assumption A 1, the utility of the agents as it is insensitive to 7- Two limit with model are noteworthy. First, convergence to the continuum a faster rate than the 1/ TV rate required by is at A 1, aspects of the as Assumption Al. This although both players care about the "buyer-seller" ratio of agents, is 22 this is not true in the one for any y>\. This and F b is continuum limit. The s and 7 when limit < 1 , b are both 0. Second, there are a finite of the women's have non-zero derivatives. One way to modify the model p G consistent utility, number FK {y), not consistent with Al's requirement that the functions In fact, Chernoffs theorem (Billingsley 1995, p. 151) constant G corresponds to the case where the functions it is so that the convergence is (at least) shows that the exponentially 20 F s make it compatible lim,,^ Pr(x < 0) < fast. to p h' for some B S with Al might be to assume that a in , woman's expected payoff from a match is increasing M IW because the women are able to select from the available men. B. Preference for Variety Consider the following greatly simplified version of Gehrig [1998]. In the stage, S firms and B consumers choose one of two locations. The firms first each location at are then placed uniformly around a Hotelling circle of possible products and the consumers draw ideal points from a uniform distribution. Firms play a standard competition-on-a-circle pricing game. Assume a market with 5" firms is p = c + 1 / S Each would be u h (S,B) = his or value, minus u s (S,B) = is is such that the equilibrium price firm in expectation sells to . consumers, so the firm's profit function utility parameter that the transportation cost 2 BI . MS of the The consumer's expected minus an expected mismatch the price, cost, v-{c + ]/S)-\/{2S). Neither of these functions satisfies Al. On S —> This prevents the application of theorem zero as in BIS with co fixed so F (y) = . s the firm side, profit is converging to 1 but a direct analysis of the seller's incentive constraints (ST) and (S2') shows that they are satisfied with equal buyer-seller ratios in the just as in the proof of Theorem On the consumer 1 . is 1 = S2 . 5, / modify (B Fb {y) = v-c to , which case buyers don't care about 1 ') is independent how many and (B2') constraints are satisfied only if Substituting this into the sellers' constraints yields + 2 / 5, + a= converging in the finite other buyers are in the market, and the 5, interval of sizes, . side, utility of y More fundamentally, even two markets over an B 2 1 2 this / S, > B I ] 2 > 1 - 2 / 5, - 1 / S 2 so , that are consistent model so that it if there S goes to infinity, the set with equilibrium collapses to the knife-edge had an equilibrium plateau, would be necessary. For example, adding the other buyers that as a buyer were congestion costs or 21 to a if a a= of ratios 1 . To buyer market-impact effect market would reduce the utility of firms had increasing marginal costs. . C. Preference for Variety II Fujita [1988] develops a general equilibrium a continuum of locations) in products locally is offset which a preference for by higher land prices model of spatial agglomeration (with being able to buy a variety of in the city center. A greatly simplified two-location version of this model with a sufficient amount of land per agent would tip to having all It consumers and firms would fail to satisfy in our assumptions for a couple reasons. that the preference for the variety x of each good i at a price of one location. p t is receives utility u h function increases like log(S) as the agent among a larger bound, the set number of goods is = -x purchases a small quantity \og{x i i )-x p i . B - (1 / 2 + e)B has the form u s (S,B) = and the market impact us (S2 ,B2 )-u s (S2 +l,B2 ) When utility increases without *2K(B2 )F s K(B) (Fs (y)-Gs (y)f B), then when effect is \y)/ B(l + 2e) * 2(K(B/2) + sK \B I2))FS \y)/B(l + 2e) and the scale effect is us (S2 ,B2 )-u s (S ,B )«(K(B2 )-K(B ))Fs (y)^2eBK\B/2)Fs (y). Holding 1 } diverges. This ratio is B/\og(B) if K(B) = log(fl), and is aB if B 2 if he increases the land rent. If land is its alternate use, agriculture, assumed constant. Hence, there would be no market impact impact effect, one could modify the model so that when moving to a sufficiently plentiful, then the equilibrium rent would always be the value of land in is B K\B)/ K(B) K(B) = B" Second, the primary market impact that a firm or consumer has is that s fixed, the ] market impact effect will be smaller than the scale effect for large market This utility i able to divide his or her consumption constant price). (at a /,._ assumes of interior equilibrium will typically collapse to a knife-edge. For example, if the seller's utility 2 who such that a consumer First, Fujita effect. To which create a market consumers and firms had to outbid a heterogeneous population of farmers for land. 6. Conclusion This paper shows that Assumption plateau of quasi-equilibria. Al The assumption is sufficient for market models also yields an easily provides a lower bound on the "width" of this plateau. 22 to have a computed formula In our opinion. that Assumption Al is not very restrictive; it Krugman [1991b] and fails are when in the many applies to a if not most market models, including those of two-type version of Pagano [1989]. The leading cases where continuum some agents limit, are indifferent about the ratio of "buyers" to "sellers," and when per agent payoffs converge number of agents goes to zero or infinity as the to infinity. That said, the generality of Assumption Al and the simplicity of Theorem been obtained by leaving our sufficient conditions in results Theorem 1 incomplete in a couple ways. quasi-equilibrium plateau when one is First have 1 of all, the apply to quasi-equilibria with exactly the same buyer/seller ratio in each market; this leaves open the question of which the buyer-seller it how much broader also considers the possibility of quasi-equilibria in ratios differ. Ellison, Fudenberg, and Mobius [2002] provides a detailed analysis of the case of competing uniform-price auctions, in purchases a single unit, and the price the in a which each buyer market with k goods for sale is the (k+l)st highest buyer value. Secondly, Theorem does not reveal when 1 concludes that the incentive constraints are satisfied, but these constraints can be satisfied along with the constraints that the numbers of each type of agent addressed in We each market should be integers; these constraints are in Anderson, Ellison and Fudenberg [2003]. have written this efficient there will typically paper to emphasize that even still in which larger markets are in which there are no scale effects, larger markets give lower payoffs to both buyers because of crowding effects. more be a plateau of equilibria with two active markets. Our assumptions also encompass models models when One implication of our theorem crowding effects are no stronger than is is and and even some sellers, e.g. that as long as the allowed under assumption Al there will be an equilibrium plateau that includes splits in which some markets than others. Hence, the observation that an activity is are substantially larger concentrated in a small number of locations need not imply that there are increasing rather than decreasing returns to agglomeration. 23 . Appendix We follow Pagano in assuming agents have mean-variance preferences over wealth distributions and maximize their first stage. demand we suppose Also following Pagano, D(p) that maximizes function preferences would be if they when choosing between markets utility knew that in the in the second stage, agents choose the the expected value of what their conditional the full vector of endowments but did not know the random dividend. Write Z_ = T] ; K 0/ for the aggregate Consider the possibility of an equilibrium demand curve Dj(p) = i's opponents is AK 0/ -mp in ;' the power to . the ability to submit a choose the quantity of the risky asset 25 conditional on every realization of Z_ If agent . receives allocation i _. t / ; endowment shocks of agent z's he will receive K in state Z_ then ; t Bi implies that the price +K -Kj/iN-^m. Hence, the expectation over the 0i mean-variance shock when he receives allocation Ez gives i AZ - (N - \)mp + K = Z_ + K mustbeP(A^ ,Z_ .) = -((l-^)Z_, the linear demand curve K^Z^) that t the market-clearing condition i. The sum of the demand curves submitted by agent . { agent other than which each agent/ submits AZ_ -(JV — Y)mp Thus, then endowment of all agents K (Z_ i i utility conditional on the endowment is ) b £(^,.(Z_J + /?(#0f -K,.(Z_,.^ 2 where we have written ^(Z.^for 23 .P(/^ (Z^ ), Z_. ) Since the equilibrium prices are fully revealing, this would be with standard expected-utility preferences. Mean-variance V(w) = Ez (V(w | Z)) , so the assumed behavior utility utility, maximizing behavior not utility-maximizing; is for agents however, does not have the property that we regard it as a "behavioral" assumption. 4 !5 We will see that there is always an This is true provided that allocation K (Z ) agent i equilibrium of this form. K.(Z __) and (l-A)Z . ~K(Z ) are monotone can submit the downward-sloping demand curve 24 increasing. To obtain ) To maximize this expectation over expression within the brackets, K ,Z_ ) i i -K )P(K ,Z_ = R(K 0i I I —K a 2 ) I 2 . (Z^ i — 0i ) , one can maximize the i for each { The RP(K r Z_ )-R(K - K,)— l K utility inside the dP this expression is K maximize over i.e. expression for the conditional mean-variance V(w\ functions all Z . For a fixed Z_ the i i brackets simplifies to first-order condition for barK, . maximizing Substituting f'k A', +K -K (\-A)Z n *- for nfV „ ) 1 J (N-\)m l'Ul's dK i i we need the derivation to find the D'(p) = allocation and use the equilibrium condition Writing^ for the denominator in the equation for corresponds with K demand curve AK -mpio 0i (Z_ I I ) produces that solve for/4 and m. the price in state Z_ , this that i this allocation is Q-A)Z_,+K -(2K +{l-A)Z_ )/X _ - + {N-\)mba- !R To complete p{Z dP f tor and ; 2Kn ,+(\-A)Z_ 2 N P(A,,Z_ (N-\)m K,(Z_,) (Z.i ' 0i 0i } i X{N-\)m (N-\)m The inverse of this function ^^ 2-X = (\-A)Q-X) z X{N-\)m is X(N ~ l)m iX ~ 2) /*qo- (\-A)(\-X) *.,+ (\-A)(\-X) P . °' From Z>* (/>) Note X-2 = (!- A)P-\ P ) + K 0I +(N -\)mp = that this -1/(1- X) is indeed linear and 1 D(p) = P~ K(Z it \-X . X=N (p){\ - A) + .), K v . The latter + (N - \)mp , implies where +K -K P(Z_,) = -((l-/l)Z i ai that implements K'(Z_ K ,+ X \-x •+] t P m is ) is and only solution to these equations = ((N - 2) l(N - \))R I bo 2 if is . the inverse of the market-clearing price consistent (Z J)I{N -\)m. 25 I (N-l)mp satisfies the equilibrium condition if = A and \/(\-X) = -\/(N -I) The A = /(N - 1) and with demand curve the expression in footnote 22, the Agent equilibrium asset holding as a function of the ;'s 2K + (l-A)Z_, . K ,{ K o) = X X The equilibrium K + A)K 0i + {\-A)Z (\ 0i price p (Z) = - is Agent f s wealth as RpK = 0i (1) N N-l N N-l ba 2 Z N R a function of the dividend +KM- Rp) = -b° -2) d N-l) (N - + i (N - = ) that S-B ^—2- N E(Z 2 ) N ( a' 7 \ (N where E Uz + ) I -2)ba 2)ba 2 ) , — so J N . , N .We fo ± ge 1) TV 2=1 7-1 V j ,17 2 (N -2)ba ) \l~^ the "+" now i7 N Oi' kN — Y^ ^— - + ^' =1 -7 1 7+1 also have + Y.ti/N 1 2)6a N' 2^ Oi \N TV 1 + bo' N-l N 7 {d 2) TV N-l N-l where (N - Qi ± " 7 7 + 1 1 the "+" corresponds to sellers. Hence, \N t ) o„ ' E{w N Z = $ ~ B + ^' } =1 e, = —1 7-1 7 N-l) K d (N-l) N { N-l the variance of e is + K,Oi is and dividends and endowments are independent. is (N - 7+1 + 2? N' N' = 2—1 + lj l7 E(Z 2 ) 1 j -7 7-1 2 where 2 {N-l) 1 Note 2)ba and endowment shocks first and variance of this expression. Since the expected dividend E(w 2 2)ba agent maximizes in the (N -2 Z jfK0i + [N-1N 2 N-l We now compute the mean are N-2Z 0i We now compute the mean-variance utility that each stage. endowment vector + ^ 2 + 2 2N-2 °l ± 7~1 N-l (TV 7 + IJ l — tV 1, + l; X 2 " +_7"11) 74 -1 corresponds to buyers. 26 . N , e. and Now we of four terms. term Var is need compute to the variance of w The . . expression (1 ) for w. a is sum ( Z and d are —d [7, independent, and d has 72 = hi N JV K C - T« 2 hi — d\ 7, = mean 0, so the Z X 2 E(d )E \N variance of the 2 1 2 first 7-1 N h' + ij Next, t2\ = Var - E!li e 7-1 + 2N 7 + 1 7 + 1J y Var V h-V (7 The third + trV T~ N 1, ' = l/vj 1 a smaller variance, > V v ;=i TV ; 2 w=" _< Z ^(^;) ^-(e ; ; The first N random covariance of the J 2 a; ) ( N first N variable and is N 2 ^N ^ (— uncorrected with the second and fourth, the 2 third is cr cr 2 2 /TV , the covariance of the second and fourth because N) Z2 Z N N 2 \ Var 2 TV Tar f A^ kNj \ Cov I ' •Far A' / &=> A random variable has fourth V o(l ' 1 .V TV Var 2 random variable has Var The 2 1 \ K = ±Cov (7 2 Z^ l^ ') ^ = Cov (z ^ N 2 z ( + Cov NJ Z ) -^-e N ) 2 —z —z a N r. = {N'-N', + Cov (z 1 1 = — Cov v^ N) N 27 (7 2 Z + pL ,— e {N< 2 e \ + Cov ( { — Z2 A^' ,) e, ) \ N ) = rn — <N) is and the covariances of the second and fourth terms with the third term are o{X/ N) because the products of the standard deviations are o(X/ N). Hence, the variance of w. approximated to order XI N-2 Var{w ) i f d N-X {N-2)ba 2 ^ ( first N a2a< ) N n. 72 (N-2)ba 2\ \ Var N- variances to order XI f by the sum of the variances of each term: Var Approximating the Var(w N f Var t UN, the other constants to order l , > \N) and the gives y-V + *> 2\ +b r +x 2 a4 J a 2 +a 2 2 7-1 a y+1 N \\ f 2 a +4 7-1 ~ + b1.2 a 2 4 cr e e — + a- + o 4 / i ] N N Z-2_4_2 baa +b a , 7.2 4/ (a 2 — +o\n— 1 +a 4. , ) N v7 + ly i's 1 +o ° N N-l k^j constant to order a' + Agent is mean-variance utility before the endowment shocks \N are realized is thus 7-1 {N - 2)6a 21 7-1 = = --Var( E(w ± V(«0 Wl N-l 7 +1 .7 + 1, z 6 ) ) '7-1] 2 .7 + 2 a 2 where the 2 [7-1] 2 1, (7-1 2 U + l 1 b , ,7 + ± 7 6a 2 - -L +1 + term corresponds 2 7-1' + a 1 a] + 4 17 1, , 7-1 a ^- + 7 + to buyers. 28 1 2 <x +4 + lJ 7-1 + 1, 2 2 l'2 6 ,7 + a ae cr cr e a 1,2 +6 . 2 — 1 +a [ae e ) 2 / a (a e + , 4 ae N -i \ ) 2N + References Anderson, Robert, Glenn Ellison, and Drew Fudenberg, "A Non-Tipping Theorem: Integer Constraints and Equilibria in Billingsley, Patrick, Probability Two-Sided Markets," in preparation, and Measure (New York, NY: Wiley, 2003. 1995). 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