Tournaments, Risk Taking, and the Role of Carrots and Sticks. Scott M. Gilpatric

Size: px
Start display at page:

Download "Tournaments, Risk Taking, and the Role of Carrots and Sticks. Scott M. Gilpatric"

Transcription

1 Tournaments, Rsk Takng, and the Role of Carrots and Stcks Scott M. Glpatrc Department of Economcs Unversty of Tennessee 505A Stokely Management Center Knoxvlle, TN phone: fax: May 7, 004 Abstract We study a Lazear-Rosen tournament n whch players choose both work effort, whch determnes the mean of ther output dstrbuton, and the varance of output. The varance can be ncreased above ts natural level but t s costly to do so. We show that tournaments nvolvng more than two players generate ncentves for rsk-neutral players to pursue hgh-rsk projects. However, the ncorporaton of a penalty for the player who fnshes last n addton to a prze to the player who fnshes frst can elmnate ths rsk-seekng and retreve effcency n the tournament. More generally, the model llustrates that the balance of carrots and stcks n rankdependent compensaton wll nfluence workers atttude toward rsk takng. Keywords: tournaments, rsk-seekng (JEL J33, C7)

2 Introducton When workers compete for promoton, bonuses, or other rewards ted to ther relatve performance rankng vs-à-vs colleagues, competton s lkely to drve not just work effort but, where mperfect montorng permts, other choces at the workers dscreton. In ths paper we ask how rank-order tournament compensaton nfluences workers atttudes toward rsk. Unlke prevous lterature, we assume that t s costly for workers to ndulge any dscreton they have to alter the varance of ther output dstrbuton. We fnd that, despte the cost, workers may ndeed engage n wasteful rsk-seekng, but only when they face multple compettors and tournament payoffs are asymmetrc wth the reward for rankng frst not balanced by a penalty for rankng last. Snce the poneerng work of Lazear & Rosen (98), Nalebuff & Stgltz (983) and others, rank-order tournaments have been used to model worker ncentves n a varety of labor market settngs. In partcular executve compensaton has frequently been modeled as a tournament n whch low-level executves are motvated by the prospect of clmbng the corporate ladder and obtanng the large salares attendant to top-rankng executves (Rosen, 986; Bognanno, 00). Smlarly, the behavor of nvestment fund managers who compete for top fund-rankngs has been modeled as a tournament (Brown, Harlow and Starks, 996). The dstngushng feature of a tournament s that workers are pad based on the rank of ther output relatve to others rather than the level output. Prze levels are set n advance and competton to wn generates the ncentve to exert effort to ncrease output. Lazear & Rosen (98) showed that rank-order tournaments can provde an effcent ncentve framework when workers are rsk neutral. A substantal lterature has compared the effcency of tournaments wth alternatve ncentve schemes, such as pece rates, wth regard to

3 such factors as the rsk-averson of workers and the flexblty of the ncentve framework to envronmental uncertanty (e.g. Nalebuff & Stgltz, 983). However, lttle work has explored ncentves n a tournament settng when workers choose not solely how much work effort to exert, but some other aspect of the work that s undertaken. In partcular, executves may have substantal scope for nfluencng the output varance, or rsk, of projects they undertake. Furthermore, they may be able to nfluence the mean output through choces other than work effort, such as by choce of producton process or regulatory complance. When montorng s mperfect t s lkely that workers ncentves wll not be perfectly algned wth those of ther employer because they wll have opportuntes to ncrease ther probablty of wnnng the tournament by engagng n actvtes whch do not serve the nterest of the frm. The most sgnfcant lne of research n ths area has been explorng nfluence actvtes : behavor that arses when workers can nfluence the choce of superors regardng who s promoted or otherwse rewarded n an organzaton through actons whch are nonproductve, rangng from ngrataton to brbery and sabotage of compettors (Mlgrom and Roberts, 988; Prendergast and Topel, 996; Km et al., 00; and Chen, 003). Bronars (987) was the frst to address rsk preference n tournament settngs, and showed that leaders n sequental tournaments have an ncentve to be rsk-averse whle followers are rsk-seekng. Hvde (00) frst modeled a tournament settng where workers smultaneously choose both effort and rsk, as we do here. Unlke our model, Hvde assumed that workers could costlessly alter the varance of ther output, whch yelds sgnfcantly dfferent mplcatons as we descrbe below. Nalebuff & Stgltz (983) term ths ssue the nfluence of prze on choce of technque, but do not model the problem. Stgltz & Wess (98) address a related problem of the nfluence of the nterest rate n bank lendng on the rsk nvolved n projects undertaken by borrowers. 3

4 Smlarly to Hvde (00) we develop a Lazear-Rosen tournament model n whch players can nfluence both the mean and varance of ther output dstrbuton. In our model players ncur a cost of ncreasng the varance of the output dstrbuton, whch reflects costs of searchng for hgh-rsk projects or a lower mean output (holdng effort constant) assocated wth very rsky projects. The prmary result from ths model s that multplayer (n>) tournaments whch award a sngle prze to the wnner (or sngle penalty to the loser) generate an ncentve for neffcent rsk seekng (rsk averson). Ths arses because, when workers are dentcal and effort levels are symmetrc n equlbrum, one worker s ncreasng the varance of hs output dstrbuton ncreases the probabltes of hs rankng both frst and last when facng multple opponents. Hvde examned -player tournaments where players never ncur a cost of ncreasng output varance and found that, f varance s unbounded the unque equlbrum nvolves both players choosng nfnte varance and zero effort. When varance s bounded players smply choose the maxmum varance and a suffcently hgh prze spread wll generate effcent ncentves; neffcency arses n ths case only f players are rsk averse. Conversely, our results llustrate the mportance of the number of players competng n the tournament on the rsk-ncentves, and show that neffcency arses from pursut of hgh (or low) rsk projects wthout relyng on rskaverse preferences among players or the noton of nfnte varance, whch, as Hvde acknowledged, s somewhat unclear. An mportant secondary result s that the prze structure of the tournament can be manpulated to elmnate the rsk ncentves generated by multplayer tournaments. Ths arses from the fact that ncreasng output varance symmetrcally ncreases the probabltes of rankng frst and last. Therefore f a penalty s mposed on the lowest rankng player exactly equal to 4

5 the prze awarded to the wnner the ncentves precsely balance and players wll not have an ncentve to pursue rsker projects. More generally, the model llustrates the mportance of the use of penaltes for poor performance ( stcks ) as well as rewards for hgh performance ( carrots ) n rank-dependent compensaton, and how ther relatve magntudes nfluence the decson-makng of workers. Ths paper s organzed as follows: secton models the choce of varance n a tournament wth a sngle prze to the wnner. Sectons 3 shows that balancng the prze to the wnner of the tournament wth an equal penalty to the loser elmnates the workers ncentve to pursue rsky projects. Secton 4 addresses the analogous ssue of rsk-averson arsng n tournaments wth a penalty to the lowest-ranked player and no reward for fnshng frst. Secton 5 concludes wth a dscusson of general mplcatons regardng rank-dependant payoffs and rsk preferences. The Model We consder a tournament where each of n dentcal rsk-neutral players determnes the mean and varance of the dstrbuton of output he wll produce, ~ N ( µ, σ ) q, whch we assume to be normally dstrbuted for smplcty and concreteness. Work effort drectly determnes the mean wth cost of effort defned as c( µ ) and c ( µ ), c ( µ ) > 0. We assume there s exogenous varaton n ndvdual output, whch determnes the natural varance n outputσ. The ndvdual can then choose [ σ, ] σ wth z( σ ) 0 ; z, z > 0. The noton here s that there s a natural level of uncertanty regardng the output of the type of projects the ndvdual s employed to undertake, but he can acheve a mean-preservng ncrease n the spread of the dstrbuton by seekng out unusually rsky projects. Dong so, however, requres tme and effort 5

6 and s costly. Alternatvely, one could assume that ncreasng the varance of the output dstrbuton does not ental a drect cost, but that beyond some pont ncreasng the varance s possble only by choosng a project wth a reduced mean outcome an assumpton wth smlar mplcatons but whch ncreases the complexty of the model. Our assumpton that t s costly for ndvduals to ncrease the varance of ther output s central to the results we derve and merts some dscusson. In partcular, t may seem strangely at odds wth the common noton that nvestment decsons typcally nvolve a trade-off of greater expected returns n exchange for ncurrng ncreased rsk. Our vew s that workers have some dscreton n the projects they pursue whch ncludes a lmted ablty to vary the rsk ncurred, but that the nature of the frms actvtes establshes a natural baselne varance n output, represented by σ n our model. Workers can use ther dscreton to pursue projects that ental greater rsk, but dong so requres effort on ther part to push the usual bounds of the frms actvtes or ther role n the organzaton and may also nvolve choosng projects wth a lower expected return. We essentally assume that workers cannot transfer rsk costlessly: f they wsh to ncrease output varance from ts natural level ths must nvolve some cost. Smlarly, f an ndvdual wshed to reduce output varance below the natural level they could do so but only at a cost. An ncentve to engage n such rsk-averse behavor would arse n a tournament where no prze s awarded, only a penalty s meted out to the player who fnshes last. We address ths scenaro n greater depth n secton 4 below. We emphasze that the natural varance (σ) n workers output s exogenously determned and the total varance can be shfted only at some cost. Greater complexty arses because n such a model the cost of ncreasng output varance s ndrect (through the effect on the probablty of wnnng) rather than drect, but the results parallel those presented here. 6

7 We follow the Lazear and Rosen (98) tournament model n whch ndvduals sell ther labor n a compettve market where the value of ther output s V per unt. Intally we assume that there are only two prze levels, a payoff of W to the hghest ranked player and W to all others. 3 Applyng the usual Cournot-type assumpton that players optmze over the choce varables gven ther belefs regardng the choces made by other players, we frst solve for the workers best response functons and then mpose symmetry to fnd ther choces of effort and varance n Nash equlbrum as a functon of the przes. We then fnd the prze par that maxmzes workers expected utlty subject to the constrant that frms earn zero profts (whch arses from the assumpton of a compettve labor market). Let P represent the probablty of wnnng the larger payoff W, then workers maxmze max π PW + µ σ, P ( P) W c( µ ) z( σ ) ( W W ) + W c( ) z( σ µ ) () The probablty of wnnng s a functon of the probablty densty functon chosen by agent, whch we wll denote f(x), and the cumulatve dstrbuton functon G(x) representng player 's expected probablty of wnnng for any realzed output, whch s a functon of hs belefs regardng the choces of the other players: P f n ( x) ( G( x) ) dx. () Expresson () ndcates that the probablty of player wnnng the tournament s found by ntegratng over the player s own densty functon (whch s determned by hs choce of effort 3 Lazear and Rosen found that, where players choose only effort, t s suffcent to have only two payoffs to acheve effcency from the tournament and that results from -player tournaments generalze to n-players. They also note that n ther -player tournament model when ndvduals are rsk-neutral the soluton s not affected by the ablty of ndvdual s to choose the varance. However, although these statements are separately correct, they do not hold n combnaton. In other words, we show that when there are more than two players the soluton s affected by the ablty of ndvduals to choose rsk, and tournament ncentves dffer when more than two possble payoffs are consdered. 7

8 and varance) multpled by the probablty of wnnng assocated wth each possble output that he may realze, represented by the expresson ( G ( x) ) n. Notce that as the number of opponents ncreases, the shape of ths functon changes: wth two players (a sngle opponent) the functon s symmetrc around the opponent s mean output. But as the number of players ncreases the functon becomes ncreasngly skewed to the rght of the opponents mean output, reflectng the fact that the probablty of wnnng when facng multple opponents remans very small unless one acheves an output substantally greater than the opponents mean. Utlzng the assumpton of normalty on f, we can wrte P σ e π ( x µ ) σ n ( G( x) ) dx. (3) Of course the probablty of wnnng s strctly ncreasng n effort, as shown by the followng expresson: P µ x µ σ n ( x) ( G( x) ) dx 0 f >. (4) The effect of σ on the probablty of wnnng s gven by: P σ x µ f σ σ ( ) ( ) n x ( G( x) ) dx. (5) PROPOSITION : For n>, when players effort levels are symmetrc (µ µ - for all ), each P player s probablty of wnnng s ncreasng n hs choce of output varance: > 0. (Proof n σ the appendx.) 8

9 To see ths, frst note that the expresson n (5) equals zero for n: for any two symmetrc dstrbutons wth the same mean the probablty of recevng a hgher draw on one dstrbuton s not affected by ncreasng the varance. However, for n> the ( ( x) ) n G term s no longer symmetrc around µ -, ts mass s shfted to the rght as dscussed earler. Of course ncreasng the varance of f reduces mass n the center of the dstrbuton and places more of the mass n the tals. Increasng the mass n the left tal has only a small negatve mpact on the probablty of wnnng snce outcomes below the symmetrc mean are extremely unlkely to wn n any event, but ncreasng the mass n the rght tal substantally ncreases the probablty of wnnng because n a multplayer competton a rght-tal outcome s usually necessary to wn. Movng probablty mass from the center of the dstrbuton to the tals ncreases the probablty of fnshng both frst and last, but t s only the former that s relevant n ths settng. We can now solve for the symmetrc Nash equlbrum of the game as a functon of the payoffs. Nash best response functons are defned by the frst-order condtons: P µ (6) ( W W ) c ( µ ) 0 : µ P σ. (7) ( W W ) z ( σ ) 0 : σ Imposng symmetry we fnd the Nash equlbrum s descrbed by x µ n c ( µ ) ( W W ) f ( x) ( F( x) ) dx (8) σ ( ) ( ) ( ) ( ) x µ n z W W f x ( F( x) ) dx σ. (9) σ σ 9

10 By proposton above the rght hand sde of (9) must be postve for n>, whch allows us to state the followng: PROPOSITION : For n> n the symmetrc Nash equlbrum ndvduals chooseσ > σ, whch s neffcent snce t entals costly effort wthout rasng expected output. Furthermore, players equlbrum choce of varance (and the magntude of neffcency) s ncreasng n the prze spread (W -W ). We now solve for equlbrum przes and choces of effort and rsk. Let µ and σ represent the symmetrc choces of effort and rsk of all players n Nash equlbrum. Then a frm s expected revenue s the product of the number of workers t employs, ther mean output, and the value of the output: nµv. Competton n the labor market ensures expected revenues equal total przes (or equvalently, the average prze equals average value of output Vµ) ( ) nvµ W n or (0) + W ( n ) W + W V µ ( W W ) + W. () n n Notng that at symmetrc equlbrum P /n for all, then workers expected payoffs are π n ( W W ) + W c( µ ) z σ ( µ ) z( σ ) ( ), substtutng from () above () π Vµ c. (3) Frms competng for workers choose the prze spread to maxmze ths expected payoff, and ths maxmum s found where σ µ j. (4) W [ V c ( )]( µ / W ) z ( σ ), j, j 0

11 PROPOSITION 3: For n>, snce workers chose σ > σ and z ( σ ) > 0, expresson (4) mples that V c ( µ ) > and therefore ndcates that workers exert suboptmal effort. In multplayer tournaments ncreasng the prze spread ncreases the ncentve to wastefully pursue rsk whle also encouragng greater work effort. Therefore, n compettve equlbrum the prze spread wll not be suffcent to nduce effcent effort. 3 Stcks and Carrots The fact that the problem of wasteful rsk-seekng arses n wnner-take-all multplayer tournaments suggests that the rsk-seekng ncentve may be elmnated by structurng the tournament wth more than prze levels. In partcular, an obvous canddate s to penalze the player who ranks last as well as rewardng the player who ranks frst and thereby establsh symmetry n the game s payoffs. We now consder a multplayer tournament wth three payoffs: W >W >W 3. Let P represent an ndvdual s probablty of rankng frst and earnng W as before, and R be the probablty of rankng last and recevng W 3. An ndvdual s expected utlty s now ( W ) R( W W ) c( µ ) z( σ ) π P W 3 (5) wth the probablty of recevng W just as before P ( x µ ) σ e σ π n ( G( x) ) dx (6) and the probablty of recevng W 3

12 R σ e π ( x µ ) σ n ( G( x) ) dx. (7) The probablty of fnshng last s of course decreasng n effort R µ x µ σ n ( x) ( G( x) ) dx 0 f <. (8) Just as the probablty of fnshng frst s ncreasng n σ at symmetrc effort levels, the probablty of fnshng last s also ncreasng n σ R σ x µ f σ ( ) ( ) n x ( G( x) ) dx > 0 σ for µ µ -. (9) Furthermore, by symmetry of the G dstrbuton around the common mean output µ, n ( ( )) n G x ( G( x) ) at µ. Therefore R P σ σ at the symmetrc Nash equlbrum. The frst order condtons are µ P R ( ) ( ) C W W W W ( σ ) 0 (0) : 3 µ µ P R σ ( ) ( ) z W W W W ( σ ) 0. () : 3 σ σ PROPOSITION 4: In a multplayer tournament when wnnng and losng prze spreads are equal, (W -W ) (W -W 3 ), expresson () ndcates that workers choose not to expend effort pursung σ hgh rsk projects z ( ) 0 c ( µ ) V at the compettve equlbrum.. The tournament wll therefore generate effcent ncentves wth

13 Ths result suggest that n multplayer tournament settngs where workers have scope for rskseekng whch cannot be perfectly montored by the employer t s mportant that the tournament desgn ncorporate both a carrot and a stck. The ncluson of a penalty for rankng last exposes the worker to both rght and left tal effects from ncreasng output dsperson, thereby elmnatng the ncentve to pursue rsky projects. 4 Rsk Averson n Tournaments wth No Prze, Only a Penalty Although t s conventonal to model tournaments as settngs n whch workers compete for a hgh payoff or prze, t s easy to conceve of settngs n whch lttle reward s pad to workers wth top-rankng output, but sgnfcant penaltes are appled to those who fnsh last. For example, ths may apply to organzatons whch offer lttle opportunty for promoton or advancement, but where relatvely poorly performng workers are lkely to be dsmssed. Of course n two-player tournaments t s meanngless whether the hgher payoff s desgnated a prze to the wnner or the lower payoff a penalty to the loser. But multplayer tournaments wth a sngle penalty to the player wth the lowest output generate very dfferent rsk-takng ncentves than those n whch a sngle prze s awarded to the player who fnshes frst. The model dscussed above can easly be altered to show that, when the tournament mposes only a penalty on the lowest-rankng player and workers can reduce the varance of ther output but ncur a cost of dong so, workers wll engage n neffcent rsk-averson. All the results are parallel: for any symmetrc effort level workers reduce ther probablty of fnshng last by reducng the varance of output. Ths also reduces the probablty of fnsh frst, but snce there s no prze for dong so workers gnore ths effect. Workers therefore wastefully seek to reduce the varance of output, and the ncentve to do so ncreases wth the magntude of the 3

14 penalty assocated wth fnshng last. Just as n the wnner-take-all multplayer tournament descrbed earler, worker effort wll be below the frst-best n the symmetrc equlbrum. 5 Concluson In many labor market settngs performance ncentves are lkely to be a complex mx of monetary and non-monetary payoffs, some of whch have the rank-dependant character of a tournament, whle others are closer to pece-rates or playng aganst a standard (such as meetng a quota) n character. We beleve the model presented here provdes mportant nsght nto the manner by whch the balance of payoffs carrots versus stcks nfluences the decson-makng of workers. When rank-dependent payoffs nvolve prmarly postve rewards such as bonuses and promoton for the few most productve workers, wth comparatvely lttle lkelhood of dsmssal or other penaltes for those who rank at the bottom, workers wll be encouraged to pursue hgh-rsk strateges. Conversely, f rewards are few but unusually poor performers consstently face dsmssal or other rebukes, workers wll be dscouraged from takng rsks n ther actvtes. These results suggest that frms are lkely to use the balance of payoffs to nfluence the rsk preferences of ther workers. In partcular, large rewards for top-ranked performance may be a means for frms n ndustres where a wllngness to take large rsks s crtcal to success to balance the nherent rsk-averson of most employees. Frms n other ndustres where rsk-takng by workers s undesrable may use prmarly negatve ncentves to motvate employees wthout encouragng the rsk-takng that bonuses and other postve ncentves generate. In general, the nature of compensaton and dfferences among frms and ndustres wll reflect frms efforts not 4

15 just to motvate employee s work effort, but to nfluence the decsons they make and the rsks they ncur on behalf of the frm. 5

16 Appendx A: Proofs PROOF OF PROPOSITION : We frst show that for n P / for any σ. Ths follows from the symmetry of both the densty f and dstrbuton G around a common mean µ: P n ( x) ( G( x) ) dx [ f ( x) G( x) + f ( x) ( G( x) )] dx f ( x) f µ µ dx. () P Snce for n P / at any symmetrc effort equlbrum wth common µ then 0 for n. σ From equaton (5) we know that generally P σ x µ f σ σ ( ) ( ) n x ( G( x) ) dx Notce that the ntegrand of ths expresson contans three terms, each of whch s symmetrc around µ for n, and the ntegrand takes on negatve values for µ -σ >x> µ +σ and postve values outsde ths range. The negatve and postve values precsely balance, renderng the expresson equal to zero. For n> the last term becomes asymmetrcally skewed to the rght, reducng the value of the ntegrand compared to the n case for all x, but reducng t progressvely less for hgher values of x. Ths necessarly renders the expresson postve by placng greater weght on the postve values of the ntegrand found where x> µ +σ relatve to the negatve values that occur around µ.. 6

17 References Bognanno, M. Corporate Tournaments. Journal of Labor Economcs, Vol. 9, No., (Aprl 00), pp Bronars, S. Rsk-Takng n Tournaments. Workng paper. Austn: Unversty of Texas, 987. Bull, C., A. Schotter, and K. Wegelt, 990, Tournaments and Pece Rates: An Expermental Study, Journal of Poltcal Economy, 95, pp -34. Chen, Kong-Pn, Sabotage n Promoton Tournaments, Journal of Law, Economcs, and Organzaton, Vol 9, No. (003), pp Hvde, H., 003, Tournaments and Rsk Takng. Journal of Labor Economcs, Vol. 0, No. 4, pp Isaac, R.M. and D. James, 003, Boundares of the Tournament Prcng Effect n Asset Markets: Evdence from Expermental Markets, Southern Economc Journal, Vol. 69, No. 4, pp James, D and R.M. Isaac, 000, Asset Markets: How are they Affected by Tournament Incentves for Indvduals, Amercan Economc Revew, 90, pp Km, Son K., Cheng-Zhong Qn, and Yan Yu, Brbery n Rank-Order Tournaments, workng paper, Santa Barbara: Department of Economcs UCSB, 00. Lazear, E. and Rosen, S. Rank Order Tournaments as Optmum Labor Contracts. Journal of Poltcal Economy, Vol. 89 (98), pp , Mlgrom, Paul and John Roberts, An Economc Approach to Influence Actvtes n Organzatons, Amercan Journal of Socology, Vol. 94 (988), pp. S Nalebluff, B. and Stgltz, J. Przes and Incentves: Towards a General Theory of Compensaton and Competton. The Bell Journal of Economcs, Vol. 4, No. (Sprng 983), pp Prendergast, Candce and Robert Topel, Favortsm n Organzatons, Journal of Poltcal Economy, Vol. 04 (996), pp Rosen, S. Przes and Incentves n Elmnaton Tournaments. The Amercan Economc Revew, Vol. 6, No. 4 (September 986), pp

18 Rothschld, M. and Stgltz, J., 970, Increasng Rsk I: A Defnton, Journal of Economc Theory, Vol., pp Smth, V.L., 98, Mcroeconomc Systems as an Expermental Scence, Amercan Economc Revew, 7, pp Stgltz, J., and Wess, A. Credt Ratonng n Markets wth Imperfect Informaton, Part I. Amercan Economc Revew, Vol. 7, No. 3 (June 98), pp

OPERATIONS RESEARCH. Game Theory

OPERATIONS RESEARCH. Game Theory OPERATIONS RESEARCH Chapter 2 Game Theory Prof. Bbhas C. Gr Department of Mathematcs Jadavpur Unversty Kolkata, Inda Emal: bcgr.umath@gmal.com 1.0 Introducton Game theory was developed for decson makng

More information

A MODEL OF COMPETITION AMONG TELECOMMUNICATION SERVICE PROVIDERS BASED ON REPEATED GAME

A MODEL OF COMPETITION AMONG TELECOMMUNICATION SERVICE PROVIDERS BASED ON REPEATED GAME A MODEL OF COMPETITION AMONG TELECOMMUNICATION SERVICE PROVIDERS BASED ON REPEATED GAME Vesna Radonć Đogatovć, Valentna Radočć Unversty of Belgrade Faculty of Transport and Traffc Engneerng Belgrade, Serba

More information

Elements of Economic Analysis II Lecture VI: Industry Supply

Elements of Economic Analysis II Lecture VI: Industry Supply Elements of Economc Analyss II Lecture VI: Industry Supply Ka Hao Yang 10/12/2017 In the prevous lecture, we analyzed the frm s supply decson usng a set of smple graphcal analyses. In fact, the dscusson

More information

Price and Quantity Competition Revisited. Abstract

Price and Quantity Competition Revisited. Abstract rce and uantty Competton Revsted X. Henry Wang Unversty of Mssour - Columba Abstract By enlargng the parameter space orgnally consdered by Sngh and Vves (984 to allow for a wder range of cost asymmetry,

More information

Problem Set #4 Solutions

Problem Set #4 Solutions 4.0 Sprng 00 Page Problem Set #4 Solutons Problem : a) The extensve form of the game s as follows: (,) Inc. (-,-) Entrant (0,0) Inc (5,0) Usng backwards nducton, the ncumbent wll always set hgh prces,

More information

UNIVERSITY OF NOTTINGHAM

UNIVERSITY OF NOTTINGHAM UNIVERSITY OF NOTTINGHAM SCHOOL OF ECONOMICS DISCUSSION PAPER 99/28 Welfare Analyss n a Cournot Game wth a Publc Good by Indraneel Dasgupta School of Economcs, Unversty of Nottngham, Nottngham NG7 2RD,

More information

Applications of Myerson s Lemma

Applications of Myerson s Lemma Applcatons of Myerson s Lemma Professor Greenwald 28-2-7 We apply Myerson s lemma to solve the sngle-good aucton, and the generalzaton n whch there are k dentcal copes of the good. Our objectve s welfare

More information

Money, Banking, and Financial Markets (Econ 353) Midterm Examination I June 27, Name Univ. Id #

Money, Banking, and Financial Markets (Econ 353) Midterm Examination I June 27, Name Univ. Id # Money, Bankng, and Fnancal Markets (Econ 353) Mdterm Examnaton I June 27, 2005 Name Unv. Id # Note: Each multple-choce queston s worth 4 ponts. Problems 20, 21, and 22 carry 10, 8, and 10 ponts, respectvely.

More information

references Chapters on game theory in Mas-Colell, Whinston and Green

references Chapters on game theory in Mas-Colell, Whinston and Green Syllabus. Prelmnares. Role of game theory n economcs. Normal and extensve form of a game. Game-tree. Informaton partton. Perfect recall. Perfect and mperfect nformaton. Strategy.. Statc games of complete

More information

Chapter 5 Bonds, Bond Prices and the Determination of Interest Rates

Chapter 5 Bonds, Bond Prices and the Determination of Interest Rates Chapter 5 Bonds, Bond Prces and the Determnaton of Interest Rates Problems and Solutons 1. Consder a U.S. Treasury Bll wth 270 days to maturty. If the annual yeld s 3.8 percent, what s the prce? $100 P

More information

- contrast so-called first-best outcome of Lindahl equilibrium with case of private provision through voluntary contributions of households

- contrast so-called first-best outcome of Lindahl equilibrium with case of private provision through voluntary contributions of households Prvate Provson - contrast so-called frst-best outcome of Lndahl equlbrum wth case of prvate provson through voluntary contrbutons of households - need to make an assumpton about how each household expects

More information

Appendix - Normally Distributed Admissible Choices are Optimal

Appendix - Normally Distributed Admissible Choices are Optimal Appendx - Normally Dstrbuted Admssble Choces are Optmal James N. Bodurtha, Jr. McDonough School of Busness Georgetown Unversty and Q Shen Stafford Partners Aprl 994 latest revson September 00 Abstract

More information

Equilibrium in Prediction Markets with Buyers and Sellers

Equilibrium in Prediction Markets with Buyers and Sellers Equlbrum n Predcton Markets wth Buyers and Sellers Shpra Agrawal Nmrod Megddo Benamn Armbruster Abstract Predcton markets wth buyers and sellers of contracts on multple outcomes are shown to have unque

More information

Introduction to game theory

Introduction to game theory Introducton to game theory Lectures n game theory ECON5210, Sprng 2009, Part 1 17.12.2008 G.B. Ashem, ECON5210-1 1 Overvew over lectures 1. Introducton to game theory 2. Modelng nteractve knowledge; equlbrum

More information

Problems to be discussed at the 5 th seminar Suggested solutions

Problems to be discussed at the 5 th seminar Suggested solutions ECON4260 Behavoral Economcs Problems to be dscussed at the 5 th semnar Suggested solutons Problem 1 a) Consder an ultmatum game n whch the proposer gets, ntally, 100 NOK. Assume that both the proposer

More information

Optimal Service-Based Procurement with Heterogeneous Suppliers

Optimal Service-Based Procurement with Heterogeneous Suppliers Optmal Servce-Based Procurement wth Heterogeneous Supplers Ehsan Elah 1 Saf Benjaafar 2 Karen L. Donohue 3 1 College of Management, Unversty of Massachusetts, Boston, MA 02125 2 Industral & Systems Engneerng,

More information

Problem Set 6 Finance 1,

Problem Set 6 Finance 1, Carnege Mellon Unversty Graduate School of Industral Admnstraton Chrs Telmer Wnter 2006 Problem Set 6 Fnance, 47-720. (representatve agent constructon) Consder the followng two-perod, two-agent economy.

More information

ECE 586GT: Problem Set 2: Problems and Solutions Uniqueness of Nash equilibria, zero sum games, evolutionary dynamics

ECE 586GT: Problem Set 2: Problems and Solutions Uniqueness of Nash equilibria, zero sum games, evolutionary dynamics Unversty of Illnos Fall 08 ECE 586GT: Problem Set : Problems and Solutons Unqueness of Nash equlbra, zero sum games, evolutonary dynamcs Due: Tuesday, Sept. 5, at begnnng of class Readng: Course notes,

More information

Jeffrey Ely. October 7, This work is licensed under the Creative Commons Attribution-NonCommercial-ShareAlike 3.0 License.

Jeffrey Ely. October 7, This work is licensed under the Creative Commons Attribution-NonCommercial-ShareAlike 3.0 License. October 7, 2012 Ths work s lcensed under the Creatve Commons Attrbuton-NonCommercal-ShareAlke 3.0 Lcense. Recap We saw last tme that any standard of socal welfare s problematc n a precse sense. If we want

More information

Economics 1410 Fall Section 7 Notes 1. Define the tax in a flexible way using T (z), where z is the income reported by the agent.

Economics 1410 Fall Section 7 Notes 1. Define the tax in a flexible way using T (z), where z is the income reported by the agent. Economcs 1410 Fall 2017 Harvard Unversty Yaan Al-Karableh Secton 7 Notes 1 I. The ncome taxaton problem Defne the tax n a flexble way usng T (), where s the ncome reported by the agent. Retenton functon:

More information

II. Random Variables. Variable Types. Variables Map Outcomes to Numbers

II. Random Variables. Variable Types. Variables Map Outcomes to Numbers II. Random Varables Random varables operate n much the same way as the outcomes or events n some arbtrary sample space the dstncton s that random varables are smply outcomes that are represented numercally.

More information

Consumption Based Asset Pricing

Consumption Based Asset Pricing Consumpton Based Asset Prcng Mchael Bar Aprl 25, 208 Contents Introducton 2 Model 2. Prcng rsk-free asset............................... 3 2.2 Prcng rsky assets................................ 4 2.3 Bubbles......................................

More information

Tests for Two Ordered Categorical Variables

Tests for Two Ordered Categorical Variables Chapter 253 Tests for Two Ordered Categorcal Varables Introducton Ths module computes power and sample sze for tests of ordered categorcal data such as Lkert scale data. Assumng proportonal odds, such

More information

Chapter 10 Making Choices: The Method, MARR, and Multiple Attributes

Chapter 10 Making Choices: The Method, MARR, and Multiple Attributes Chapter 0 Makng Choces: The Method, MARR, and Multple Attrbutes INEN 303 Sergy Butenko Industral & Systems Engneerng Texas A&M Unversty Comparng Mutually Exclusve Alternatves by Dfferent Evaluaton Methods

More information

Tests for Two Correlations

Tests for Two Correlations PASS Sample Sze Software Chapter 805 Tests for Two Correlatons Introducton The correlaton coeffcent (or correlaton), ρ, s a popular parameter for descrbng the strength of the assocaton between two varables.

More information

Tradable Emissions Permits in the Presence of Trade Distortions

Tradable Emissions Permits in the Presence of Trade Distortions 85 Tradable Emssons Permts n the Presence of Trade Dstortons Shnya Kawahara Abstract Ths paper nvestgates how trade lberalzaton affects domestc emssons tradng scheme n a poltcal economy framework. Developng

More information

Prospect Theory and Asset Prices

Prospect Theory and Asset Prices Fnance 400 A. Penat - G. Pennacch Prospect Theory and Asset Prces These notes consder the asset prcng mplcatons of nvestor behavor that ncorporates Prospect Theory. It summarzes an artcle by N. Barbers,

More information

Wages as Anti-Corruption Strategy: A Note

Wages as Anti-Corruption Strategy: A Note DISCUSSION PAPER November 200 No. 46 Wages as Ant-Corrupton Strategy: A Note by dek SAO Faculty of Economcs, Kyushu-Sangyo Unversty Wages as ant-corrupton strategy: A Note dek Sato Kyushu-Sangyo Unversty

More information

FORD MOTOR CREDIT COMPANY SUGGESTED ANSWERS. Richard M. Levich. New York University Stern School of Business. Revised, February 1999

FORD MOTOR CREDIT COMPANY SUGGESTED ANSWERS. Richard M. Levich. New York University Stern School of Business. Revised, February 1999 FORD MOTOR CREDIT COMPANY SUGGESTED ANSWERS by Rchard M. Levch New York Unversty Stern School of Busness Revsed, February 1999 1 SETTING UP THE PROBLEM The bond s beng sold to Swss nvestors for a prce

More information

EDC Introduction

EDC Introduction .0 Introducton EDC3 In the last set of notes (EDC), we saw how to use penalty factors n solvng the EDC problem wth losses. In ths set of notes, we want to address two closely related ssues. What are, exactly,

More information

Lecture 7. We now use Brouwer s fixed point theorem to prove Nash s theorem.

Lecture 7. We now use Brouwer s fixed point theorem to prove Nash s theorem. Topcs on the Border of Economcs and Computaton December 11, 2005 Lecturer: Noam Nsan Lecture 7 Scrbe: Yoram Bachrach 1 Nash s Theorem We begn by provng Nash s Theorem about the exstance of a mxed strategy

More information

Attorneys' Compensation in Litigation with Bilateral Delegation

Attorneys' Compensation in Litigation with Bilateral Delegation Attorneys' Compensaton n Ltgaton wth Blateral Delegaton by Kyung Hwan Bak * Department of Economcs, Sungkyunkwan Unversty, Seoul 110-745, South Korea and Department of Economcs, Vrgna Polytechnc Insttute

More information

Quiz on Deterministic part of course October 22, 2002

Quiz on Deterministic part of course October 22, 2002 Engneerng ystems Analyss for Desgn Quz on Determnstc part of course October 22, 2002 Ths s a closed book exercse. You may use calculators Grade Tables There are 90 ponts possble for the regular test, or

More information

15-451/651: Design & Analysis of Algorithms January 22, 2019 Lecture #3: Amortized Analysis last changed: January 18, 2019

15-451/651: Design & Analysis of Algorithms January 22, 2019 Lecture #3: Amortized Analysis last changed: January 18, 2019 5-45/65: Desgn & Analyss of Algorthms January, 09 Lecture #3: Amortzed Analyss last changed: January 8, 09 Introducton In ths lecture we dscuss a useful form of analyss, called amortzed analyss, for problems

More information

COS 511: Theoretical Machine Learning. Lecturer: Rob Schapire Lecture #21 Scribe: Lawrence Diao April 23, 2013

COS 511: Theoretical Machine Learning. Lecturer: Rob Schapire Lecture #21 Scribe: Lawrence Diao April 23, 2013 COS 511: Theoretcal Machne Learnng Lecturer: Rob Schapre Lecture #21 Scrbe: Lawrence Dao Aprl 23, 2013 1 On-Lne Log Loss To recap the end of the last lecture, we have the followng on-lne problem wth N

More information

Linear Combinations of Random Variables and Sampling (100 points)

Linear Combinations of Random Variables and Sampling (100 points) Economcs 30330: Statstcs for Economcs Problem Set 6 Unversty of Notre Dame Instructor: Julo Garín Sprng 2012 Lnear Combnatons of Random Varables and Samplng 100 ponts 1. Four-part problem. Go get some

More information

Static (or Simultaneous- Move) Games of Complete Information

Static (or Simultaneous- Move) Games of Complete Information Statc (or Smultaneous- Move) Games of Complete Informaton Nash Equlbrum Best Response Functon F. Valognes - Game Theory - Chp 3 Outlne of Statc Games of Complete Informaton Introducton to games Normal-form

More information

A Utilitarian Approach of the Rawls s Difference Principle

A Utilitarian Approach of the Rawls s Difference Principle 1 A Utltaran Approach of the Rawls s Dfference Prncple Hyeok Yong Kwon a,1, Hang Keun Ryu b,2 a Department of Poltcal Scence, Korea Unversty, Seoul, Korea, 136-701 b Department of Economcs, Chung Ang Unversty,

More information

Utilitarianism. Jeffrey Ely. June 7, This work is licensed under the Creative Commons Attribution-NonCommercial-ShareAlike 3.0 License.

Utilitarianism. Jeffrey Ely. June 7, This work is licensed under the Creative Commons Attribution-NonCommercial-ShareAlike 3.0 License. Utltaransm June 7, 2009 Ths work s lcensed under the Creatve Commons Attrbuton-NonCommercal-ShareAlke 3.0 Lcense. Utltaransm Why Utltaransm? We saw last tme that any standard of socal welfare s problematc

More information

Ch Rival Pure private goods (most retail goods) Non-Rival Impure public goods (internet service)

Ch Rival Pure private goods (most retail goods) Non-Rival Impure public goods (internet service) h 7 1 Publc Goods o Rval goods: a good s rval f ts consumpton by one person precludes ts consumpton by another o Excludable goods: a good s excludable f you can reasonably prevent a person from consumng

More information

Random Variables. b 2.

Random Variables. b 2. Random Varables Generally the object of an nvestgators nterest s not necessarly the acton n the sample space but rather some functon of t. Techncally a real valued functon or mappng whose doman s the sample

More information

A Laboratory Investigation of Compliance Behavior under Tradable Emissions Rights: Implications for Targeted Enforcement

A Laboratory Investigation of Compliance Behavior under Tradable Emissions Rights: Implications for Targeted Enforcement Unversty of Massachusetts Amherst Department of Resource Economcs Workng Paper No. 2005-1 http://www.umass.edu/resec/workngpapers A Laboratory Investgaton of Complance Behavor under Tradable Emssons Rghts:

More information

Privatization and government preference in an international Cournot triopoly

Privatization and government preference in an international Cournot triopoly Fernanda A Ferrera Flávo Ferrera Prvatzaton and government preference n an nternatonal Cournot tropoly FERNANDA A FERREIRA and FLÁVIO FERREIRA Appled Management Research Unt (UNIAG School of Hosptalty

More information

Taxation and Externalities. - Much recent discussion of policy towards externalities, e.g., global warming debate/kyoto

Taxation and Externalities. - Much recent discussion of policy towards externalities, e.g., global warming debate/kyoto Taxaton and Externaltes - Much recent dscusson of polcy towards externaltes, e.g., global warmng debate/kyoto - Increasng share of tax revenue from envronmental taxaton 6 percent n OECD - Envronmental

More information

Online Appendix for Merger Review for Markets with Buyer Power

Online Appendix for Merger Review for Markets with Buyer Power Onlne Appendx for Merger Revew for Markets wth Buyer Power Smon Loertscher Lesle M. Marx July 23, 2018 Introducton In ths appendx we extend the framework of Loertscher and Marx (forthcomng) to allow two

More information

Optimal policy for FDI incentives: An auction theory approach

Optimal policy for FDI incentives: An auction theory approach European Research Studes, Volume XII, Issue (3), 009 Optmal polcy for FDI ncentves: An aucton theory approach Abstract: Israel Lusk*, Mos Rosenbom** A multnatonal corporaton s (MNC) entry nto a host country

More information

Introduction. Chapter 7 - An Introduction to Portfolio Management

Introduction. Chapter 7 - An Introduction to Portfolio Management Introducton In the next three chapters, we wll examne dfferent aspects of captal market theory, ncludng: Brngng rsk and return nto the pcture of nvestment management Markowtz optmzaton Modelng rsk and

More information

Highlights of the Macroprudential Report for June 2018

Highlights of the Macroprudential Report for June 2018 Hghlghts of the Macroprudental Report for June 2018 October 2018 FINANCIAL STABILITY DEPARTMENT Preface Bank of Jamaca frequently conducts assessments of the reslence and strength of the fnancal system.

More information

General Examination in Microeconomic Theory. Fall You have FOUR hours. 2. Answer all questions

General Examination in Microeconomic Theory. Fall You have FOUR hours. 2. Answer all questions HARVARD UNIVERSITY DEPARTMENT OF ECONOMICS General Examnaton n Mcroeconomc Theory Fall 2010 1. You have FOUR hours. 2. Answer all questons PLEASE USE A SEPARATE BLUE BOOK FOR EACH QUESTION AND WRITE THE

More information

The economics of climate change

The economics of climate change The Economcs of Clmate Change C 175 The economcs of clmate change C 175 Chrstan Traeger Part 2: Effcency, Publc Goods, Externaltes Suggested background readng for emergng questons: olstad, Charles D. (2000),

More information

Flight Delays, Capacity Investment and Welfare under Air Transport Supply-demand Equilibrium

Flight Delays, Capacity Investment and Welfare under Air Transport Supply-demand Equilibrium Flght Delays, Capacty Investment and Welfare under Ar Transport Supply-demand Equlbrum Bo Zou 1, Mark Hansen 2 1 Unversty of Illnos at Chcago 2 Unversty of Calforna at Berkeley 2 Total economc mpact of

More information

Mode is the value which occurs most frequency. The mode may not exist, and even if it does, it may not be unique.

Mode is the value which occurs most frequency. The mode may not exist, and even if it does, it may not be unique. 1.7.4 Mode Mode s the value whch occurs most frequency. The mode may not exst, and even f t does, t may not be unque. For ungrouped data, we smply count the largest frequency of the gven value. If all

More information

Single-Item Auctions. CS 234r: Markets for Networks and Crowds Lecture 4 Auctions, Mechanisms, and Welfare Maximization

Single-Item Auctions. CS 234r: Markets for Networks and Crowds Lecture 4 Auctions, Mechanisms, and Welfare Maximization CS 234r: Markets for Networks and Crowds Lecture 4 Auctons, Mechansms, and Welfare Maxmzaton Sngle-Item Auctons Suppose we have one or more tems to sell and a pool of potental buyers. How should we decde

More information

Raising Food Prices and Welfare Change: A Simple Calibration. Xiaohua Yu

Raising Food Prices and Welfare Change: A Simple Calibration. Xiaohua Yu Rasng Food Prces and Welfare Change: A Smple Calbraton Xaohua Yu Professor of Agrcultural Economcs Courant Research Centre Poverty, Equty and Growth Unversty of Göttngen CRC-PEG, Wlhelm-weber-Str. 2 3773

More information

Clearing Notice SIX x-clear Ltd

Clearing Notice SIX x-clear Ltd Clearng Notce SIX x-clear Ltd 1.0 Overvew Changes to margn and default fund model arrangements SIX x-clear ( x-clear ) s closely montorng the CCP envronment n Europe as well as the needs of ts Members.

More information

A Theory of Predation Based on Agency Problems in Financial Contracting

A Theory of Predation Based on Agency Problems in Financial Contracting A Theory of Predaton Based on Agency Problems n Fnancal Contractng Patrck Bolton, Davd S. Scharfsten The Amercan Economc evew, Volume 80, Issue Mar., 990, 93-06. Presented by Tatana Levna The Borrower-Lender

More information

Mathematical Thinking Exam 1 09 October 2017

Mathematical Thinking Exam 1 09 October 2017 Mathematcal Thnkng Exam 1 09 October 2017 Name: Instructons: Be sure to read each problem s drectons. Wrte clearly durng the exam and fully erase or mark out anythng you do not want graded. You may use

More information

Lecture Note 1: Foundations 1

Lecture Note 1: Foundations 1 Economcs 703 Advanced Mcroeconomcs Prof. Peter Cramton ecture Note : Foundatons Outlne A. Introducton and Examples B. Formal Treatment. Exstence of Nash Equlbrum. Exstence wthout uas-concavty 3. Perfect

More information

Incorrect Beliefs. Overconfidence. Types of Overconfidence. Outline. Overprecision 4/15/2017. Behavioral Economics Mark Dean Spring 2017

Incorrect Beliefs. Overconfidence. Types of Overconfidence. Outline. Overprecision 4/15/2017. Behavioral Economics Mark Dean Spring 2017 Incorrect Belefs Overconfdence Behavoral Economcs Mark Dean Sprng 2017 In objectve EU we assumed that everyone agreed on what the probabltes of dfferent events were In subjectve expected utlty theory we

More information

Risk and Return: The Security Markets Line

Risk and Return: The Security Markets Line FIN 614 Rsk and Return 3: Markets Professor Robert B.H. Hauswald Kogod School of Busness, AU 1/25/2011 Rsk and Return: Markets Robert B.H. Hauswald 1 Rsk and Return: The Securty Markets Lne From securtes

More information

ECON 4921: Lecture 12. Jon Fiva, 2009

ECON 4921: Lecture 12. Jon Fiva, 2009 ECON 4921: Lecture 12 Jon Fva, 2009 Roadmap 1. Introducton 2. Insttutons and Economc Performance 3. The Frm 4. Organzed Interest and Ownershp 5. Complementarty of Insttutons 6. Insttutons and Commtment

More information

In the 1990s, Japanese economy has experienced a surge in the unemployment rate,

In the 1990s, Japanese economy has experienced a surge in the unemployment rate, Productvty Growth and the female labor supply n Japan Yoko Furukawa * Tomohko Inu Abstract: In the 990s, Japanese economy has experenced a surge n the unemployment rate, and ths s due partly to the recent

More information

Interregional Trade, Industrial Location and. Import Infrastructure*

Interregional Trade, Industrial Location and. Import Infrastructure* Interregonal Trade, Industral Locaton and Import Infrastructure* Toru Kkuch (Kobe Unversty) and Kazumch Iwasa (Kyoto Unversty)** Abstract The purpose of ths study s to llustrate, wth a smple two-regon,

More information

Direct and Market Effects of Enforcing Emissions Trading Programs: An Experimental Analysis

Direct and Market Effects of Enforcing Emissions Trading Programs: An Experimental Analysis March 2005 Drect and Market Effects of Enforcng Emssons Tradng Programs: An Expermental Analyss JAMES J. MURPHY * Assstant Professor Department of Resource Economcs & Center for Publc Polcy and Admnstraton

More information

5. Market Structure and International Trade. Consider the role of economies of scale and market structure in generating intra-industry trade.

5. Market Structure and International Trade. Consider the role of economies of scale and market structure in generating intra-industry trade. Rose-Hulman Insttute of Technology GL458, Internatonal Trade & Globalzaton / K. Chrst 5. Market Structure and Internatonal Trade Learnng Objectves 5. Market Structure and Internatonal Trade Consder the

More information

Allowing Firms to Choose Between Formula Apportionment. and Separate Accounting Taxation 1. Thomas A. Gresik. University of Notre Dame.

Allowing Firms to Choose Between Formula Apportionment. and Separate Accounting Taxation 1. Thomas A. Gresik. University of Notre Dame. Allowng Frms to Choose Between Formula Apportonment and Separate Accountng Taxaton Thomas A. Gresk Unversty of Notre Dame August 03 Please do not cte wthout permsson Abstract: Ths paper analyzes the effect

More information

Uniform Output Subsidies in Economic Unions versus Profit-shifting Export Subsidies

Uniform Output Subsidies in Economic Unions versus Profit-shifting Export Subsidies nform Output Subsdes n Economc nons versus Proft-shftng Export Subsdes Bernardo Moreno nversty of Málaga and José L. Torres nversty of Málaga Abstract Ths paper focuses on the effect of output subsdes

More information

Economic Design of Short-Run CSP-1 Plan Under Linear Inspection Cost

Economic Design of Short-Run CSP-1 Plan Under Linear Inspection Cost Tamkang Journal of Scence and Engneerng, Vol. 9, No 1, pp. 19 23 (2006) 19 Economc Desgn of Short-Run CSP-1 Plan Under Lnear Inspecton Cost Chung-Ho Chen 1 * and Chao-Yu Chou 2 1 Department of Industral

More information

Special Interest Politics: Contribution Schedules versus Nash Bargaining

Special Interest Politics: Contribution Schedules versus Nash Bargaining Specal Interest Poltcs: Contrbuton Schedules versus Nash Barganng Achm Voss School of Economcs and Socal Scences, Unversty of Hamburg, Von-Melle-Park 5, 20146 Hamburg, Germany. Tel.: +49 40 42838 4529.

More information

Answers to exercises in Macroeconomics by Nils Gottfries 2013

Answers to exercises in Macroeconomics by Nils Gottfries 2013 . a) C C b C C s the ntercept o the consumpton uncton, how much consumpton wll be at zero ncome. We can thnk that, at zero ncome, the typcal consumer would consume out o hs assets. The slope b s the margnal

More information

Maturity Effect on Risk Measure in a Ratings-Based Default-Mode Model

Maturity Effect on Risk Measure in a Ratings-Based Default-Mode Model TU Braunschweg - Insttut für Wrtschaftswssenschaften Lehrstuhl Fnanzwrtschaft Maturty Effect on Rsk Measure n a Ratngs-Based Default-Mode Model Marc Gürtler and Drk Hethecker Fnancal Modellng Workshop

More information

Real Exchange Rate Fluctuations, Wage Stickiness and Markup Adjustments

Real Exchange Rate Fluctuations, Wage Stickiness and Markup Adjustments Real Exchange Rate Fluctuatons, Wage Stckness and Markup Adjustments Yothn Jnjarak and Kanda Nakno Nanyang Technologcal Unversty and Purdue Unversty January 2009 Abstract Motvated by emprcal evdence on

More information

Two Period Models. 1. Static Models. Econ602. Spring Lutz Hendricks

Two Period Models. 1. Static Models. Econ602. Spring Lutz Hendricks Two Perod Models Econ602. Sprng 2005. Lutz Hendrcks The man ponts of ths secton are: Tools: settng up and solvng a general equlbrum model; Kuhn-Tucker condtons; solvng multperod problems Economc nsghts:

More information

Contests with Group-Specific Public-Good Prizes

Contests with Group-Specific Public-Good Prizes Contests wth Group-Specfc Publc-Good Przes Kyung Hwan ak * Department of Economcs Sungkyunkwan Unversty Seoul 110-745 South Korea September 2005 Abstract I examne the equlbrum effort levels of ndvdual

More information

2) In the medium-run/long-run, a decrease in the budget deficit will produce:

2) In the medium-run/long-run, a decrease in the budget deficit will produce: 4.02 Quz 2 Solutons Fall 2004 Multple-Choce Questons ) Consder the wage-settng and prce-settng equatons we studed n class. Suppose the markup, µ, equals 0.25, and F(u,z) = -u. What s the natural rate of

More information

Supplement to Holmström & Tirole: Market equilibrium. The model outlined in Holmström and Tirole (1997) illustrates the role of capital,

Supplement to Holmström & Tirole: Market equilibrium. The model outlined in Holmström and Tirole (1997) illustrates the role of capital, 1 Jon Vsle; Septemer 2014 and out ECON 4335 Economcs of Bankng Supplement to olmström & Trole: Market equlrum The model outlned n olmström and Trole (1997) llustrates the role of captal, oth among entrepreneurs,

More information

The Optimal Pricing of Pollution When Enforcement is Costly

The Optimal Pricing of Pollution When Enforcement is Costly Unpolshed revson, October 2007 The Optmal Prcng of Polluton When Enforcement s Costly JOHN K. STRANLUND Department of Resource Economcs Unversty of Massachusetts-Amherst CARLOS A. CHÁVEZ Departamento de

More information

Accounting Information, Disclosure, and the Cost of Capital

Accounting Information, Disclosure, and the Cost of Capital Unversty of Pennsylvana ScholarlyCommons Accountng Papers Wharton Faculty Research 5-2007 Accountng Informaton, Dsclosure, and the Cost of Captal Rchard A. Lambert Unversty of Pennsylvana Chrstan Leuz

More information

Scribe: Chris Berlind Date: Feb 1, 2010

Scribe: Chris Berlind Date: Feb 1, 2010 CS/CNS/EE 253: Advanced Topcs n Machne Learnng Topc: Dealng wth Partal Feedback #2 Lecturer: Danel Golovn Scrbe: Chrs Berlnd Date: Feb 1, 2010 8.1 Revew In the prevous lecture we began lookng at algorthms

More information

MgtOp 215 Chapter 13 Dr. Ahn

MgtOp 215 Chapter 13 Dr. Ahn MgtOp 5 Chapter 3 Dr Ahn Consder two random varables X and Y wth,,, In order to study the relatonshp between the two random varables, we need a numercal measure that descrbes the relatonshp The covarance

More information

Political Economy and Trade Policy

Political Economy and Trade Policy Poltcal Economy and Trade Polcy Motvaton When asked why no free trade?, most nternatonal economsts respond t must be poltcs In representatve democraces, trade polcy shaped not only by general electorate,

More information

3/3/2014. CDS M Phil Econometrics. Vijayamohanan Pillai N. Truncated standard normal distribution for a = 0.5, 0, and 0.5. CDS Mphil Econometrics

3/3/2014. CDS M Phil Econometrics. Vijayamohanan Pillai N. Truncated standard normal distribution for a = 0.5, 0, and 0.5. CDS Mphil Econometrics Lmted Dependent Varable Models: Tobt an Plla N 1 CDS Mphl Econometrcs Introducton Lmted Dependent Varable Models: Truncaton and Censorng Maddala, G. 1983. Lmted Dependent and Qualtatve Varables n Econometrcs.

More information

The Optimal Pricing of Pollution When Enforcement is Costly

The Optimal Pricing of Pollution When Enforcement is Costly Unversty of Massachusetts Amherst Department of Resource Economcs Workng Paper No. 2007-6 http://www.umass.edu/resec/workngpapers The Optmal Prcng of Polluton When Enforcement s Costly John K. Stranlund

More information

CHAPTER 3: BAYESIAN DECISION THEORY

CHAPTER 3: BAYESIAN DECISION THEORY CHATER 3: BAYESIAN DECISION THEORY Decson makng under uncertanty 3 rogrammng computers to make nference from data requres nterdscplnary knowledge from statstcs and computer scence Knowledge of statstcs

More information

ISE High Income Index Methodology

ISE High Income Index Methodology ISE Hgh Income Index Methodology Index Descrpton The ISE Hgh Income Index s desgned to track the returns and ncome of the top 30 U.S lsted Closed-End Funds. Index Calculaton The ISE Hgh Income Index s

More information

Games and Decisions. Part I: Basic Theorems. Contents. 1 Introduction. Jane Yuxin Wang. 1 Introduction 1. 2 Two-player Games 2

Games and Decisions. Part I: Basic Theorems. Contents. 1 Introduction. Jane Yuxin Wang. 1 Introduction 1. 2 Two-player Games 2 Games and Decsons Part I: Basc Theorems Jane Yuxn Wang Contents 1 Introducton 1 2 Two-player Games 2 2.1 Zero-sum Games................................ 3 2.1.1 Pure Strateges.............................

More information

THE VOLATILITY OF EQUITY MUTUAL FUND RETURNS

THE VOLATILITY OF EQUITY MUTUAL FUND RETURNS North Amercan Journal of Fnance and Bankng Research Vol. 4. No. 4. 010. THE VOLATILITY OF EQUITY MUTUAL FUND RETURNS Central Connectcut State Unversty, USA. E-mal: BelloZ@mal.ccsu.edu ABSTRACT I nvestgated

More information

Strategic Incentives for Innovations and Market Competition

Strategic Incentives for Innovations and Market Competition Strategc Incentves for Innovatons and Market Competton Evangela Chalot Yale Unversty Konstantnos Serfes y Drexel Unversty Abstract We combne agency theory wth product market competton to study the strategc

More information

LECTURE 3. Chapter # 5: Understanding Interest Rates: Determinants and Movements

LECTURE 3. Chapter # 5: Understanding Interest Rates: Determinants and Movements LECTURE 3 Hamza Al alk Econ 3215: oney and ankng Wnter 2007 Chapter # 5: Understandng Interest Rates: Determnants and ovements The Loanable Funds Approach suggests that nterest rate levels are determned

More information

A Set of new Stochastic Trend Models

A Set of new Stochastic Trend Models A Set of new Stochastc Trend Models Johannes Schupp Longevty 13, Tape, 21 th -22 th September 2017 www.fa-ulm.de Introducton Uncertanty about the evoluton of mortalty Measure longevty rsk n penson or annuty

More information

Chapter 3 Student Lecture Notes 3-1

Chapter 3 Student Lecture Notes 3-1 Chapter 3 Student Lecture otes 3-1 Busness Statstcs: A Decson-Makng Approach 6 th Edton Chapter 3 Descrbng Data Usng umercal Measures 005 Prentce-Hall, Inc. Chap 3-1 Chapter Goals After completng ths chapter,

More information

A Theory of Bilateral Oligopoly with Applications to Vertical Mergers

A Theory of Bilateral Oligopoly with Applications to Vertical Mergers A Theory of Blateral Olgopoly wth Applcatons to Vertcal Mergers Kenneth Hendrcks UBC and Unversty of Texas and R. Preston McAfee Unversty of Texas Exxon Mobl Merger Refnng s concentrated n CA Retal Sales

More information

CS 286r: Matching and Market Design Lecture 2 Combinatorial Markets, Walrasian Equilibrium, Tâtonnement

CS 286r: Matching and Market Design Lecture 2 Combinatorial Markets, Walrasian Equilibrium, Tâtonnement CS 286r: Matchng and Market Desgn Lecture 2 Combnatoral Markets, Walrasan Equlbrum, Tâtonnement Matchng and Money Recall: Last tme we descrbed the Hungaran Method for computng a maxmumweght bpartte matchng.

More information

Can Contracts Replace Qualification in a Sourcing Process With Competitive Suppliers and Imperfect Information?

Can Contracts Replace Qualification in a Sourcing Process With Competitive Suppliers and Imperfect Information? Unversty of Nebraska - Lncoln DgtalCommons@Unversty of Nebraska - Lncoln Supply Chan Management and Analytcs Publcatons Busness, College of 2016 Can Contracts Replace Qualfcaton n a Sourcng Process Wth

More information

Principles of Finance

Principles of Finance Prncples of Fnance Grzegorz Trojanowsk Lecture 6: Captal Asset Prcng Model Prncples of Fnance - Lecture 6 1 Lecture 6 materal Requred readng: Elton et al., Chapters 13, 14, and 15 Supplementary readng:

More information

Eliciting Risk Preferences: A Field Experiment on a Sample of French Farmers 1

Eliciting Risk Preferences: A Field Experiment on a Sample of French Farmers 1 Elctng Rsk Preferences: A Feld Experment on a Sample of French Farmers 1 Douada BOUGHERARA, Xaver GASSMANN and Laurent PIET INRA, UMR1302 SMART, F35000 Rennes, France. douada.bougherara@rennes.nra.fr Paper

More information

occurrence of a larger storm than our culvert or bridge is barely capable of handling? (what is The main question is: What is the possibility of

occurrence of a larger storm than our culvert or bridge is barely capable of handling? (what is The main question is: What is the possibility of Module 8: Probablty and Statstcal Methods n Water Resources Engneerng Bob Ptt Unversty of Alabama Tuscaloosa, AL Flow data are avalable from numerous USGS operated flow recordng statons. Data s usually

More information

MEMORANDUM. Department of Economics University of Oslo. Cathrine Hagem

MEMORANDUM. Department of Economics University of Oslo. Cathrine Hagem MEMORANDUM No 19/26 Clean development mechansm (CDM) vs. nternatonal permt tradng the mpact on technologcal change. Cathrne Hagem ISSN: 89-8786 Department of Economcs Unversty of Oslo Ths seres s publshed

More information

Allotment and Subcontracting in Procurement Bidding

Allotment and Subcontracting in Procurement Bidding Allotment and Subcontractng n Procurement Bddng Franços Marechal and Perre-Henr Morand May 2004 Abstract Allotment and subcontractng are the two alternatve mechansms enablng the partcpaton of SMEs n procurement.

More information

Employee Bargaining Power, Inter-Firm Competition, and Equity-Based Compensation

Employee Bargaining Power, Inter-Firm Competition, and Equity-Based Compensation Employee Barganng Power, Inter-Frm Competton, and Equty-Based Compensaton Francesco Bova Joseph L. Rotman School of Management Unversty of Toronto Francesco.Bova@rotman.utoronto.ca January 4 th, 04 Abstract

More information