Endogenous Minimum Participation in International Environmental Agreements: An Experimental Analysis

Size: px
Start display at page:

Download "Endogenous Minimum Participation in International Environmental Agreements: An Experimental Analysis"

Transcription

1 Endogenous Mnmum Partcaton n Internatonal Envronmental Agreements: An Exermental Analyss Davd M. McEvoy Deartment of Economcs, Aalachan State Unversty, Boone NC, USA Todd L. Cherry Deartment of Economcs, Aalachan State Unversty, Boone NC, USA CICERO Center for Internatonal Clmate and Envronmental Research-Oslo, Oslo NORWAY John K. Stranlund Deartment of Resource Economcs, Unversty of Massachusetts-Amherst, Amherst MA USA 1. Introducton Almost all nternatonal envronmental agreements (IEAs) requre a mnmum number of countres to ratfy the agreement before t enters nto force. If the mnmum membersh condton s met, as well as other accomanyng condtons, the treaty becomes actve and ratfyng countres are bound to ther commtments. If the condton s not met, the treaty never enters nto force and affected countres are not bound by ts rovsons. Mnmum membersh requrements are standard n treates that address global envronmental ssues, and Barrett (2003, ) rovdes a thorough examnaton of membersh requrements n nternatonal envronmental agreements. For examle, the Kyoto Protocol to the Unted Natons Framework Conventon on Clmate Change requred ratfcaton by at least 55 artes ror to ts entry nto force n February Smlarly, the Montreal Protocol on Substances that Delete the Ozone Layer requred at least 11 countres to ratfy t before t entered nto force n Examles of mnmum membersh requrements extend to treates that address nternatonal rsk and securty, such as the Treaty on the Non-Prolferaton of Nuclear Weaons, whch requred the ratfcaton of the fve nuclear natons (at that tme) lus 40 addtonal natons. The Chemcal Weaons Conventon requred ratfcaton by at least 65 natons before t entered nto force n Whle many treates requre ratfcaton by a subset of affected artes to enter nto force, some requre all artes to jon. For examle, the Conventon for the Protecton of the Marne 1 Both the Kyoto and Montreal rotocols ncluded an extra rovson to ensure artcants reresented a mnmum level of global emssons. Members to the Kyoto Protocol had to reresent at least 55 ercent of the total 1990 greenhouse gas emssons. Smlarly, the Montreal Protocol requred reresentaton of at least two-thrds of the total 1986 consumton of ozone-deletng substances. 1

2 Envronment of the North-East Atlantc requred accesson of all contractng artes, and the Treaty of Lsbon requred ratfcaton by all Euroean Unon member states. Because of ther wde-sread use n nternatonal agreements, there s a small gametheoretc lterature on the role of mnmum membersh requrements. Black et al. (1992) fnd that an exogenously mosed mnmum membersh requrement can ncrease artcaton wth an nternatonal envronmental agreement. A smlar fndng s dscussed n Carraro and Snscalco (1992). Clearly, however, natonal soveregnty requres that all rovsons of nternatonal treates, ncludng membersh requrements, be determned endogenously by affected artes. Carraro et al. (2009) rovde an analyss of endogenous mnmum artcaton requrements n IEAs, and fnd that the mechansm ncreases the sze of cooeratve coaltons relatve to the non-cooeratve baselne. Partcularly relevant for our study, Carraro et al. also fnd that endogenous mnmum artcaton requrements can lead to effcent outcomes. 2 However, emrcal data on the effectveness of mnmum artcaton constrants n IEAs s absent because of the lack of counterfactuals and controls necessary for careful analyss. Consequently, we use laboratory exerments to evaluate the effectveness of endogenously determned mnmum requrements n motvatng coalton formaton to rovde ublc goods. Of course, laboratory exerments, lke the game-theoretc models they stem from, dramatcally smlfy the nternatonal negotaton rocess. However, the exermental aroach allows us to examne the erformance of artcular nsttutons n a controlled envronment. Snce nternatonal envronmental agreements are desgned to address collectve acton roblems between resource users, the same fundamental tensons that exst between countres can be smulated n a laboratory envronment, and the results of exerments can shed lght on how nsttutonal rules, n ths case mnmum artcaton rules, affect coalton formaton. 3 We begn by develong a theoretcal model of endogenous agreement formaton to rovde a ublc good, ncludng the endogenous determnaton of a mnmum membersh requrement. Our model s a smlfed verson of the one n Carraro et al., yeldng clearer redctons so that t s amenable to tests wth exermental data. The game we analyze conssts 2 A recent workng aer by Wekard et al. (2009) extends the theoretcal analyss by Carraro et al. (2009) to nclude heterogeneous agents under dfferent sharng rules. Harstad (2006) models coaltons of heterogeneous agents that contrbute to a ublc good and derves otmal artcaton rules as well as solvng for oltcal equlbra (.e., Condorcet wnners). 3 The use of laboratory exerments n the evaluaton of ublc olces s well establshed (Plott 1987; Shogren and Hurley 1999; Cason and Plott 1996; Stranlund et al. 2011), and exerments are artcularly well suted to evaluate the effectveness of dfferent voluntary nsttutons. 2

3 of two stages. The frst stage s unque n the exermental coalton formaton lterature n that ndvduals vote on a mnmum membersh requrement. In the second stage, each ndvdual decdes whether they wll jon a coalton to rovde the ublc good and a coalton forms f the membersh requrement s met. We demonstrate that exected-ayoff-maxmzng ndvduals wll choose to adot the mnmum membersh requrement that s equal to the effcent coalton sze, and that ths coalton wll form. Ths theoretcal result s robust to whether the effcent agreement s the grand coalton or a smaller coalton. We desgned our laboratory exerments to test these redctons. Results show that when effcency requres all layers to jon an agreement, subjects adoted the effcent mnmum membersh requrement about 75 ercent of the tme. Condtonal on subjects adotng the effcent mnmum membersh requrement, effcent agreements formed over 90 ercent of the tme. Consequently, n these cases we observe sgnfcantly hgher effcency than other coalton formaton exerments that do not nclude endogenous mnmum membersh requrements (e.g., Kosfeld et al. 2009; Dannenberg et al. 2010; McEvoy et al. 2011). The results were not as ostve when effcency requred only 50 ercent artcaton. Whle subjects stll adoted the effcent mnmum membersh requrement about 75 ercent of the tme, the effcent coalton formed just over half of the tme. Interestngly, the effcent coalton was blocked n about one-thrd of the cases n whch t was adoted as the membersh condton. Whle ths s nconsstent wth a theoretcal model of ndvduals wth standard references, we demonstrate that ths behavor s consstent wth a theory that allows for references concernng nequalty n the manner of Fehr and Schmdt (1999). 4 The lesson for nternatonal envronmental olcy makng s clear: endogenous mnmum artcaton requrements are effectve at achevng hgh levels of cooeraton, but they may be sgnfcantly less effectve when the artcaton requrements allow for freerders. Although no exermental research has nvestgated the effectveness of mnmum membersh requrements drectly, a sgnfcant lterature has done so ndrectly wth analyses of mnmum contrbutng sets n ublc good games (e.g., Raoort 1985; Erev and Raoort 1990; Cadsby and Maynes 1999; Cooer and Stockman 2002; McEvoy 2010). In these games, all ndvdual contrbutons to the ublc good are returned f there are too few contrbutors. In 4 Others have conjectured that references over nequalty mght lay mortant roles n nternatonal cooeraton because all treates must tackle ssues of equty (Rngus et al. 2002; Lange and Vogt 2003). 3

4 contrast wth our game, mnmum contrbutng sets are not determned by the layers themselves. A related lterature on endogenous nsttuton formaton n ublc goods games has receved much attenton recently. Most of ths lterature exlores the formaton of nsttutons that govern all layers (e.g., Walker et al. 2000; Gurerk et al. 2006; Tyran and Feld 2006; Kroll et al. 2007; Sutter et al. 2010). Tycally, however, nternatonal treates are formed to restrct the behavor of only artcatng natons. A handful of recent studes that are motvated by nternatonal treaty formaton examne coalton formaton n ublc goods games (e.g., Kosfeld et al. 2009; Dannenberg et al. 2010; McEvoy et al. 2011; Barrett and Dannenberg 2012), but none consder endogenous mnmum membersh requrements. 5 The remander of the aer roceeds as follows. In the next secton we develo our theoretcal model and derve ts redctons. In secton 3 we descrbe the exermental desgn we use to test these redctons. We resent the results of the exerments n secton 4 and conclude n secton Theory Consder a game n whch n layers decde whether to contrbute a sngle unt to a ublc good. Our model s a varant of the semnal model by Barrett (1994). Let the number of ndvduals who contrbute to the ublc good (and the total suly of the ublc good) be s. Let b > 0 denote the shared beneft layers receve from contrbutons to the ublc good u to s n and let c > 0 denote the ndvdual cost of contrbutng. The basc ayoff functon of a layer that contrbutes to the ublc good s = A+ bs- c, for s s, [1] where A s a ostve constant. Assume that c > b so that no layer would contrbute to the ublc good n a standard, non-cooeratve Nash equlbrum. However, suose that collectve welfare s maxmzed when s ndvduals contrbute ther unts to the ublc good. In the tycal coalton formaton game, collectve welfare s maxmzed when everyone contrbutes; that s, 5 The sequence of decsons n some of the coalton formaton exerments dffers sgnfcantly from the sequence of decsons n nternatonal treaty formaton. For examle, n the exerments of Kosfeld et al. (2009), layers frst decde whether to jon a coalton, and then the members vote on whether to contrbute to the ublc good. Hence, n ther analyss members of a coalton decde what the coalton should accomlsh after they make ther artcaton decson. In contrast, the layers n our study understand ex ante what they are requred to do n a coalton before they make ther decson to jon or not. Ths corresonds more closely to the actual rocess of treaty formaton, where countres tycally decde the commtments of the coalton members and what trggers entry nto force before they decde whether to ratfy (jon). 4

5 when s = n. However, we also allow for the ossblty that t s effcent that the ublc good be rovded by a coalton that s smaller than the grand coalton. We assume a smle case of ths n whch ndvdual contrbutons yeld a return of b u to an aggregate level and addtonal contrbutons yeld a return of zero. For examle, abatement actvtes that move emssons levels below the absortve caacty of the natural envronment wll not yeld addtonal envronmental benefts. Examles of ths also nclude any roject for whch contrbutons n excess of what s requred to rovde the good do not yeld ublc benefts. In ether case, f s s effcent, then n( A + bs )- cs > na, whch requres nb > c. Gven the motvaton for collectve acton to rovde the ublc good, suose that the layers are able to form a cooeratve coalton n a two-stage game. In the frst stage (the votng stage), all layers vote on the mnmum number of members requred for a coalton to form. Players cannot vote for a membersh requrement equal to zero and they cannot ot out of ths vote. We call the outcome of ths vote the mnmum membersh requrement. In our exerments we mlement a luralty votng rule so that the number that receves the most votes becomes the membersh requrement. 6 In stage two of the coalton formaton game (the coalton stage), the layers decde ndeendently and sequentally whether or not to jon the coalton. 7 The order n whch the layers make ther jon/not jon decsons s unknown n the votng stage of the game, and each otental order s equally lkely. Ths order s revealed to the layers n the coalton stage. Decsons to jon or not jon are observed by all other layers n the second stage. 8 If enough layers jon so that the membersh requrement s met, the coalton forms and ts members rovde ther unts of the ublc good. Throughout we call such a coalton an effectve coalton. Those that do not jon an effectve coalton do not rovde ther unts of the ublc good (because c > b), but stll beneft from ts rovson. If the mnmum membersh requrement s not met, an effectve coalton does not form and no layer contrbutes to the ublc good. 6 A luralty votng rule s often mlemented n local and natonal electons to determne a sngle wnner when there are more than two canddates. See Myerson and Weber (1993) for an analyss of votng equlbra under luralty votng rules. 7 Although our game s motvated by the model of Carraro et al. (2009), t s not a secal case of ther model. Ths s rmarly due to the facts that they requre unanmty n the vote for the membersh requrement and layers make ther decson to jon an agreement smultaneously. 8 In fact, havng the layers decde to jon or not n sequence and wth erfect nformaton about these decsons s a reasonable descrton of the actual rocess of treaty accessons. Dfferences n the lengths of natonal debates about the decson to ratfy a treaty and dfferng ostons of a treaty on natonal legslatve agendas mly that ratfcaton decsons must be sequental. Moreover, the decson to ratfy a treaty or not tends to be very ublc. 5

6 We look for a subgame erfect equlbrum for ths game, consstng of ndvdual votes for the mnmum membersh requrement n the frst stage of the game and decsons to jon or not jon a coalton n the second stage. An equlbrum s found by backward nducton, so we start by descrbng the coalton stage. At ths ont n the game a mnmum membersh requrement has been chosen. Denote the membersh requrement as s. Usng [1], those who decde to jon a coalton wth s members earn: ì A+ bs- c for s s f s³ s; m ï ( s) = ía+ bs - c for s> s f s³ s; ï î A f s< s. [2] Throughout the suerscrt m ndcates the layer s a member of a coalton. Nonmembers, dentfed by the suerscrt nm, earn: nm ì A+ bs for s s f s³ s; ï ( s) = ía+ bs for s> s f s³ s; ï î A f s< s. [3] From [2] and [3] t s clear that when an effectve coalton forms, nonmembers earn strctly hgher rofts than members, because they enjoy the benefts of ublc good contrbutons wthout ncurrng the cost of contrbutng. However, f the mnmum membersh requrement s not met, both members and nonmembers earn ther noncooeratve ayoff A. Players wll jon an effectve coalton only f t s roftable for them to do so n the sense that they earn at least as much n the coalton as they would f no coalton formed. Thus, a m coalton s roftable for ts members f and only f ( s s³ s ) = A+ bs- c³ A. Assume m throughout that a coalton wth s members s strctly roftable so that ( s s ³ s ) > A, or m rather, bs - c > 0. Note from [2] that ( s s³ s ) s ncreasng n s u to s and then s constant. Combned wth b < c, these relatons mly that there exst coalton szes that are strctly greater than one and weakly less than s that are roftable. The smallest of these roftable coaltons s: m { } { } smn = mn s ( s s³ s ) = A = mn s s³ c/ b, [4] 6

7 where smn Î (1, s]. For an effectve coalton to form n the second stage of the game both the membersh requrement and the roftablty requrement must be satsfed. The layers make ther decsons to jon or not jon sequentally. Defne a crtcal layer as one whose choce to not jon a coalton revents the coalton from formng. That s, a layer s crtcal f and only f n- s layers have already oted out of the coalton. Suose at frst that the membersh requrement s s ³ s. A crtcal layer n ths stuaton wll always mn choose to jon a coalton of s members. To see why, note frst that f a crtcal layer refuses to jon a coalton then no coalton wll form and the layer wll earn A. However, the layer earns a hgher ayoff f he s art of a roftable coalton. So, f a crtcal layer jons a coalton then he ether earns ths hgher ayoff f all the other crtcal layers also jon, or he earns the ayoff A f one of the other crtcal layers refuses to jon and a coalton does not form. Therefore, when s ³ s a crtcal layer wll always jon a coalton because he cannot be mn worse off by dong so and he may be strctly better off. Snce all crtcal layers wll jon a coalton, a noncrtcal layer would never jon, because t s always more roftable to stay out of a roftable coalton. Therefore, gven s ³ s, the outcome of the second stage coalton mn game s that an effectve coalton of s ndvduals wll form. Moreover, snce nonmembers earn strctly hgher ayoffs than members, the frst n- s layers n the sequence wll decde to not jon the coalton and the last s layers wll decde to jon. In the second stage of the game, all members of the coalton make ther contrbutons to the ublc good, whle the remanng layers contrbute nothng. Now suose that the membersh requrement s s < s. In ths case, a crtcal layer wll choose to not jon because he would be jonng an unroftable coalton. Snce no crtcal layer wll jon a coalton f s < s, the outcome of the second stage coalton game n ths mn case s that an effectve coalton wll not form and all layers contrbute nothng to the ublc good. To sum u, the equlbrum of the second stage coalton formaton game s a coalton sze and rovson of the ublc good s * such that mn s * = s f s ³ smn and s * = 0 f s < smn. In 7

8 the frst case the frst n- s * layers to decde whether or not to jon the coalton choose not to, whle the last s * layers jon the coalton. 9 Now let us examne the determnaton of the mnmum membersh requrement s n the votng (frst) stage of the game. Followng Carraro et al. (2009), we assume that layers vote sncerely n the sense that they vote for the membersh requrement that gves them the hghest exected ayoff from the ersectve of the frst stage of the game. 10 From our descrton of the coalton stage of the game, f the membersh requrement s not less than the mnmum roftable coalton, a layer s ayoff s determned by hs oston n the order n whch the layers make ther decsons whether to jon a coalton. Recall that ths sequence s unknown n the frst stage of the game. Hence, a layer that exects an effectve coalton of s layers to form n the second stage evaluates the robablty that he wll be a member of ths coalton as s/ n and the robablty that he wll not be a member as ( n- s)/ n. Hs exected ayoff from the ersectve of the frst stage of the game s then: m ( ) ( ) nm vs () = s/ n () s + ( n- s)/ n () s. [5] Remove the s constrant from [2] and [3], substtute the results nto [5], and dfferentate wth resect to s to obtan: ìb- c/ n> 0, for s s; v () s = í î - c/ n < 0, for s > s. Equaton [6] ndcates that the exected ayoff of every layer s maxmzed at the effcent coalton sze. Gven that all layers vote sncerely n the frst stage of the game, each of them votes to mlement the effcent coalton as the mnmum membersh requrement. That s, s = s. Movng ahead to the coalton formaton stage, snce the effcent coalton sze s [6] 9 Others have examned sequental decson makng n threshold ublc good games. Erev and Raoort (1990) and Cooer and Stockman (2002) derve smlar equlbra to ours n threshold ublc good games n whch layers are assgned the order n whch they must decde whether to contrbute to a ublc good. In ther studes a threshold s secfed exogenously, whch s referred to as the mnmum contrbutng set. We noted the smlarty between mnmum contrbutng sets and mnmum membersh requrements for nternatonal treates n the ntroducton. McEvoy (2010) exlores the endogenous order of sequental decsons n ublc good games and fnds that the tmng of artcaton decsons s senstve to the threshold n these games. In artcular, he fnds that subjects are more lkely to rush to ot out of voluntary coaltons when the free-rdng ayoff s larger. 10 Palfrey (1984) and Osborne and Slvnsk (1996) also analyze games gven sncere votng. 8

9 roftable, s = s ³ s. Therefore, the coalton s * = s wll form. Obvously, f s = n, then all mn layers wll jon the coalton. If s < n, then the frst n- s layers to make ther jon/not jon decson wll choose to not jon, whle the last s layers jon the coalton. 11 The man redcton of the theory s that the endogenous determnaton of a mnmum membersh requrement allows layers to form an effcent coalton to rovde a ublc good. In the next secton we resent our exermental desgn used to test ths redcton under two scenaros; one n whch effcency requres full artcaton (.e., the grand coalton) and one n whch effcency requres only artal artcaton. 3. Exerments Followng the theoretcal model, our exerments have two stages, a votng stage and a coalton formaton stage. The context of the exerment s farly generc; subjects decde whether to jon a coalton (called an agreement) wth ts members makng a dscrete choce to contrbute to the ublc good (called a ublc account). We mlement two exermental treatments that dffer accordng to the returns to ndvdual contrbutons to the ublc good. In one treatment the margnal return to contrbutons s constant so that the effcent coalton s the grand coalton. In the other treatment, the margnal return to ublc good contrbutons s constant u to an aggregate level and then zero so that the effcent coalton s smaller than the grand coalton. We chose arameter values of n = 6, A = 10, and c = 10 for each treatment. In one treatment the margnal return to all ndvdual contrbutons was set at b = 4.5. Snce nb - c > 0 for all contrbutons, the effcent coalton n ths case s sx ndvduals ( s = 6 ). In the other treatment, b = 4.5 for contrbutons u to three unts and then zero after three unts. The effcent coalton sze n ths case s three ndvduals ( s = 3 ). Pluggng our arameter values nto equaton [4] reveals a mnmum roftable coalton sze of three members. Therefore, n both treatments, coaltons of three or more are roftable for the members. 11 Carraro et al. (2009) rovde suffcent condtons for ther game to result n the formaton of the grand coalton. Our game satsfes those suffcent condtons. Carraro et al. do not examne the case n whch the effcent coalton s smaller than the grand coalton. 9

10 All sessons were run at the exermental economcs laboratory at [nsert unversty] usng software secfcally desgned for ths exerment. 12 Subjects were recruted from the undergraduate and graduate student oulatons. Two sessons were mlemented for each of the treatments. In each sesson, three grous of sx subjects were n the lab. These grous of sx were reshuffled each erod throughout the exerment, whch lasted 20 erods. 13 For each treatment we have 720 ndvdual-level observatons, whch nclude ther votes for the membersh requrement n the frst stage and ther decsons to jon a coalton n the second stage. We also have 120 grou-level observatons on coalton formaton, ublc good rovson and overall grou effcency. The sessons lasted for roughly 1 hour, subjects were ad ther cumulatve earnngs and earned $16.50 on average (20 exermental dollars = $1). In the frst stage of the exerments, subjects smultaneously voted on the mnmum membersh requrement for a coalton to form n the second stage. The membersh requrement that receved the most votes was mlemented n the second stage of the game. Tes were settled by a random draw. In the coalton formaton stage, each subject decded whether or not to jon the coalton. Followng the theoretcal model, these decsons were made sequentally under erfect nformaton. Each of the sx subjects n a grou was randomly assgned an order n whch to make decsons, and ths order changed each erod. 14 For examle, f a subject was assgned an order number of three, then she had to wat for the frst two layers to submt ther choces before she could make her decson. Once a subject made ther choce they could not change t. Durng ths stage, all subjects were nformed about whether the subjects before them joned the agreement or dd not jon the agreement. They were also constantly remnded of the membersh requrement for the agreement to form. Therefore, each layer knew wth certanty whether ther artcaton decson was crtcal for the coalton to form. If enough layers joned the coalton to satsfy the mnmum membersh requrement, then the coalton formed and those that joned contrbuted to the ublc good. Those who dd 12 The exerment nstructons can be found at: htt://davemcevoy.weebly.com/uloads/2/2/7/0/ /nstructons_ere2014.df 13 To mtgate reutaton effects, we follow the lterature wth subject anonymty and a stranger desgn. Though merfect, the stranger desgn ensured no grou was reeated, whch was known by subjects. Anonymty condtons dd not allow subjects to track other subjects or ther decsons. Wth smlar anonymty condtons, Fehr and Gächter (2000) fnd behavor s equvalent across merfect and erfect stranger desgns. 14 Subjects were not aware of ther decson order when votng on the mnmum membersh requrement n the frst stage. 10

11 not jon dd not contrbute. If too few subjects joned the coalton to satsfy the membersh requrement, then no coalton formed and no one contrbuted to the ublc good. 4. Results Our exermental data suggest the followng broad conclusons. The majorty of subjects n both treatments voted for effcent mnmum membersh requrements. These votes led to the adoton of the effcent membersh requrements n roughly three out of every four trals for both treatments. When effcency requred full artcaton (the s = 6 treatment), coaltons formed n 85 ercent of all trals. The effcent coalton almost always formed (91.3 ercent) when the effcent membersh requrement was adoted. Overall, effcency was very hgh n ths treatment, about 87.4 ercent as measured by the rato of realzed grou earnngs to maxmum grou earnngs. Hence, grou results n the s = 6 treatment closely matched our theoretcal redctons that grous wll use the membersh requrement to form effcent coaltons. However, erformance was sgnfcantly worse n the treatment for whch a 3-layer coalton was effcent (the s = 3 treatment). In ths treatment coaltons formed n only 61 ercent of all trals and the effcent coalton formed n only about half the trals. Consequently, average effcency was sgnfcantly lower n these treatments (about 80 ercent) than n the s = 6 treatments. Interestngly, the effcent coalton was blocked about a thrd of the tme when the effcent membersh requrement was adoted. Ths behavor s not consstent wth a theory of coalton formaton that ncludes only ndvduals wth standard ayoff-maxmzng references. However, we wll demonstrate that ths behavor s consstent wth a theory that allows for references over nequalty. We begn our detaled analyss of the results by examnng the data on votng for the membersh requrement n the frst stage of the exerments. Table 1 rovdes votes and referenda outcomes by membersh requrement and treatment. The frst row n each cell contans the number of votes and ercentage of total votes (out of 720 for each treatment) for that mnmum membersh requrement. The second row n each cell contans the number of tmes and ercentage of trals n the treatment (out of 120) that membersh requrement was mlemented. Under the s = 6 treatments, the 6-layer membersh requrement receved 55.6 ercent (400 of 720) of total votes, whch s consderably more than the 19.3 ercent receved by the 11

12 second most referred oton of a 5-layer membersh requrement. The remanng four otons receved even fewer votes. Ths votng behavor resulted n the selecton of the effcent membersh requrement n 76.7 ercent (92 of 120) of referenda. [Table 1] The ercentage of votes for effcent membersh requrements s very smlar across the two treatments. In the s = 3 treatment, the 3-layer membersh requrement receved 56.8 ercent of the votes. Membersh requrements of sze two receved the second most wth 21.2 ercent of votes. Mrrorng the results from the s = 6 treatment, votng led to the adoton of the effcent membersh requrement n 76.7 ercent (92 of 120) of referenda. Fgure 1 llustrates the ercentage of votes for effcent membersh requrements over erods for both treatments. To summarze, the majorty of subjects n both treatments voted for effcent membersh requrements, and these were adoted n roughly three out of every four trals. [Fgure 1] Fgure 1 suggests that the tme seres of the ercentages of votes for the effcent coalton are very smlar between the two treatments. We confrm ths wth results from a Probt model condtonng ndvdual votng decsons on treatment, erod fxed effects and subject-secfc random effects. These results are reorted n the frst column of Table 2. Note that the treatment effect ( s = 3 ) s nsgnfcant. In addton, the Probt model n the second column of Table 2 confrms that the lkelhood of grous adotng the effcent membersh requrement s statstcally equvalent n the two treatments. [Table 2] Recall that our theoretcal model yelds the redcton that exected-ayoff-maxmzng layers would vote for mnmum membersh requrements equal to effcent coalton szes. Our exermental results from the votng stage are broadly consstent wth ths redcton n that the majorty of subjects voted to adot the effcent membersh requrements. However, n contrast wth our theoretcal model we do observe sgnfcant, though mnorty, votng for smaller-than- 12

13 effcent membersh requrements. Our theoretcal model s not helful n exlanng why 45 ercent of votes were cast for neffcent agreement szes. It s nterestng to note that n each treatment the second most frequent vote was for one member less than the effcent agreement sze. These votes are consstent wth layers attemtng to ncrease ther chances to free rde on roftable agreements. For examle, a lone free rder on a coalton of fve layers n the full artcaton treatment would be the hghest ossble earner. Of course there are other ossble exlanatons for ths behavor. If layers are not confdent that other grou members wll jon the agreement when t s ratonal to do so (f for examle, they have a tremblng hand when makng ther artcaton decson), then a lower artcaton threshold may aear less rsky. 15 Whle the results from the votng stage are equvalent n the two treatments, the results from the coalton formaton stage dffer sgnfcantly. Table 3 contans results concernng coalton formaton by mnmum membersh requrement and treatment. For each membersh requrement/treatment combnaton we rovde the number of tmes a coalton formed under the membersh requrement, ths number as a ercentage of total trals, and coalton formatons as a ercentage of tmes the membersh requrement was adoted. The fnal column n Table 3 contans the number and ercentage of trals a coalton of any sze formed (.e., all effectve coaltons). [Table 3] Under the s = 6 treatment, coaltons of any sze formed n 102 of 120 trals (85 ercent). In 84 of 120 trals the effcent coalton formed (70 ercent). Moreover, when layers adoted the effcent membersh requrement of sx layers, coaltons almost always formed (84 of 92, 91.3 ercent). Thus, coaltons formed qute frequently n the s = 6 treatments and most coaltons were effcent. Other coalton szes formed much less frequently. Ths suggests that the man reason why coaltons dd not form n a subset of trals s because grous sometmes faled to mlement the 6-layer membersh requrement. In both treatments, f a coalton faled to form then no layer contrbuted to the ublc good and each earned 10 exermental dollars. 15 We thank an anonymous referee for suggestng ths ossble exlanaton. See McGnty (2011) for an examle of tremblng hand equlbra n a coalton formaton game. 13

14 In contrast, coaltons formed sgnfcantly less frequently under the s = 3 treatment. Overall, coaltons formed n 60.8 ercent of trals n ths treatment, whch s sgnfcantly lower than the 85 ercent coalton formaton rate under the s = 6 treatment. Ths s confrmed by the results of the thrd model n Table 2, whch s a Probt model of total coalton formaton. Note that the dummy for the s = 3 treatment s negatve and sgnfcant. Furthermore, the effcent coalton formed n 51.7 ercent of trals (62 of 120), comared wth 70 ercent of trals n the s = 6 treatment. The most strkng dfference between the two treatments s the ercentage of coaltons that formed condtonal on the adoton of an effcent membersh requrement. In both treatments, the referenda resulted n effcent membersh requrements n 92 of 120 trals. Wth the s = 6 treatment, coaltons formed n 84 of those 92 trals (91.3 ercent). However, under the s = 3 treatment, coaltons formed n 62 of those 92 trals (67.4 ercent). The fourth Probt model n Table 2 confrms that the lkelhood of a coalton formng when the effcent membersh requrement was adoted s sgnfcantly lower n the s = 3 treatment. Let us exlore ths henomenon more closely, snce t mles that some ndvduals wllfully blocked effcent coaltons n the sense that they were crtcal for the formaton of the coalton but refused to jon so the coalton faled to form. The 3-layer membersh requrement was mlemented n 92 out of 120 trals (76.7 ercent from Table 1) under the s = 3 treatment. The effcent coalton faled to form n 30 of these trals. These blocks are nconsstent wth a model that contans only ndvduals wth standard exected-ayoffmaxmzng references. Such ndvduals would never block a roftable coalton, and effcent coaltons are always roftable. However, these blocks are consstent wth the resence of subjects who are averse to dsadvantageous nequalty. When s = 3, the effcent outcome requres that the three non-members earn strctly hgher ayoffs than the three members. If layers dslke ayoff nequalty, t s ossble that coaltons that are roftable n terms of materal ayoffs are no longer roftable n terms of utlty. In fact, mnmum roftable coalton szes for nequalty-averse layers wll be weakly greater than those for layers wth standard references. Therefore, nequalty-averse layers may block effcent coaltons that are not ndvdually roftable gven ther nequalty references. That nequalty averse ndvduals requre hgher mnmum roftable coalton szes s demonstrated theoretcally n Kosfeld et al. (2009) for a game that s smlar to ours. We demonstrate ths result for our model n the aendx. 14

15 We comlete our data analyss wth results on average ublc good rovson and average effcency n Table 4. Effcency for each grou n each erod s calculated as the rato of aggregate ayoffs to maxmum attanable ayoffs. As exected, ublc good rovson and effcency were lower n the s = 3 treatment than n the s = 6 treatment. The sgnfcance of the dfference n effcency levels s confrmed n the lnear regresson results contaned n the fnal column of Table 2. [Table 4] To judge the erformance of the endogenous determnaton of mnmum membersh requrements, we can comare the effcency level of our s = 6 treatment (87.4 ercent) to recent exermental coalton formaton studes that do not nclude ths feature. The effcency level n ths treatment s qute hgh relatve to these other studes. 16 For examle, Kosfeld et al. (2009) conducted two coalton formaton treatments whch dffered n the mnmum number of members requred for coaltons to be roftable (ether 3 or 2 out of 4). As noted earler, subjects n ther exerments frst decded whether to jon a coalton, and then n a second stage the coalton members voted whether to contrbute all of ther endowment to the ublc good or not. Effcency levels n ther exerments were 51 ercent and 70 ercent for mnmum roftable coalton szes of 3 and 2, resectvely. Among a number of treatments n McEvoy et al. (2011) were two coalton formaton treatments that dffered n terms of the ndvdual costs of rovdng the good, roducng dfferent szes of mnmally roftable coaltons. These were then set as mnmum membersh requrements. One treatment requred 3 of 10 subjects to jon before a coalton formed whle the other had a membersh requrement of 6 of 10 subjects. The authors dd not allow contrbutons from nonmembers and dd not allow contrbutons f a coalton dd not form; hence ther effcency measures are farly conservatve. Effcency levels were 59.6 ercent for the 3-layer membersh requrement and 56.2 ercent for the 6-layer membersh requrement. Subjects erformed much worse n the exerments of Dannenberg et al. (2010). They conducted three coalton formaton treatments wth 10-layer grous. The authors reort an 16 We cannot use the lterature to judge the erformance of our s = 3 treatment, because all other coalton formaton exerments requre the formaton of the grand coalton for effcent rovson of a ublc good. 15

16 effcency level of 24 ercent for one treatment n whch coalton members contrbuton decsons were determned automatcally by maxmzng jont welfare. In another treatment coalton members only contrbuted half of what was requred to maxmze jont welfare and effcency fell to 12 ercent. The effcency level was 29 ercent n a thrd treatment n whch coalton members endogenously determned the requred mnmum contrbuton. Although there are sgnfcant dfferences n the rotocols between the exerments n Dannenberg et al. (2010) and our own (ncludng grou szes), the comarson suggests that endogenous thresholds serve as effectve coordnaton devces n coalton formaton games. 5. Concluson Many nternatonal envronmental agreements nclude a mnmum membersh requrement for entry nto force. Deste the wde-sread use of these requrements, lttle s known about ther effectveness. We have analyzed a coalton formaton game that ncludes the endogenous determnaton of a mnmum membersh requrement and then tested the theoretcal redctons of the game usng a seres of laboratory exerments. The man redcton of our theoretcal model s that agents wll vote to adot effcent coalton szes as membersh requrements and that these coaltons wll form. Our exermental results are largely consstent wth the theoretcal redctons when effcency requres the grand coalton to form. In ths treatment, coaltons formed 85 ercent of the tme and over 90 ercent of these were the effcent grand coalton. These results demonstrate the value of the endogenously determned membersh requrements. In fact, the level of effcency for ths treatment s sgnfcantly hgher than n other coalton formaton exerments that do not nclude the endogenous determnaton of membersh requrements. However, n our treatment for whch the effcent coalton requred only a subset of the grou, coaltons formed only 60 ercent of the tme and effcent coaltons were delberately blocked about a thrd of the tme. If these blocks had not occurred, erformance n ths treatment would have matched the erformance of the treatment that requred the grand coalton to form for effcent rovson of the ublc good. Although ndvduals wth standard references would never block effcent coaltons from formng, these actons are consstent wth nequalty-averse ndvduals. Equty concerns may hel exlan the choce of membersh requrements n many exstng voluntary nsttutons; n artcular, the fact that many nternatonal agreements requre very hgh levels of artcaton (Barrett 2003). In lght of our results t s ossble that equty 16

17 concerns can lmt the formaton of nternatonal agreements when membersh requrements would allow free rders. One mght exect that neffcently hgh membersh requrements would emerge to lmt freerdng, although we do not observe ths n our exerments. The role of equty references n the formaton of voluntary agreements s not well understood, so further research n ths area would be benefcal. Another caveat s that our analyss assumes homogenety n the costs and benefts of rovdng a ublc good. Future research should relax ths smlfyng assumton and exlore the role of endogenous mnmum artcaton requrements among heterogeneous layers. Our objectve was to emrcally test a feature of nternatonal governance endogenous mnmum artcaton - that s ncluded n almost all envronmental treates. Although our laboratory exerments necessarly abstract from the many ntrcaces nvolved wth nternatonal management of shared resources, the results shed lght on the effectveness of the nsttuton n a controlled envronment. The take away message for stakeholders n nternatonal dlomacy s that endogenous mnmum artcaton requrements can be effectve at fosterng cooeraton, but may be sgnfcantly less effectve when targeted artcaton allows for free rdng. Acknowledgements The authors wsh to thank Steffen Kallbekken, Mchael McKee, Shue Anderson and afflates of CICEP for helful comments on revous versons of ths aer. Ths research was art of RCNroject References Barrett, Scott Self-enforcng Internatonal Envronmental Agreements. Oxford Economc Paers 46(5): Barrett, Scott Envronment and Statecraft: The Strategy of Envronmental Treaty Makng. Oxford, U.K.: Oxford Unversty Press. Barrett, Scott and Astrd Dannenberg Clmate Negotatons under Scentfc Uncertanty. Proceedngs of the Natonal Academy of Scences 109(43): Black, Jane, Maurce D. Lev and Davd de Meza Creatng a Good Atmoshere: Mnmum Partcaton for Tacklng the Greenhouse Effect. Economca 60(239):

18 Cadsby, Charles B., and Elzabeth Maynes Voluntary Provson of Threshold Publc Goods wth Contnuous Contrbutons: Exermental Evdence. Journal of Publc Economcs, 71(1): Carraro, Carlo and Domenco Snscalco The Internatonal Dmenson of Envronmental Polcy. Euroean Economc Revew 36(2-3): Carraro, Carlo, Carmen Marchor, and Sona Oreffce Endogenous Mnmum Partcaton n Internatonal Envronmental Treates. Envronmental and Resource Economcs, 42(3): Cason, Tmothy N. and Charles R. Plott "EPA's New Emssons Tradng Mechansm: A Laboratory Evaluaton." Journal of Envronmental Economcs and Management 30 (2): Cooer, Davd J. and Carol K. Stockman Learnng to Punsh: Exermental Evdence from a Sequental Ste-Level Publc Goods Game. Exermental Economcs 5(1): Dannenberg, Astrd, Andreas Lange and Bodo Sturm On the Formaton of Coaltons to Provde Publc Goods Exermental Evdence from the Lab. NBER Workng Paer No Erev, Ido, and Amnon Raoort Provson of Ste-Level Publc Goods: The Sequental Contrbuton Mechansm. Journal of Conflct Resoluton, 34(3): Fehr, Ernst, and Klaus M. Schmdt A Theory of Farness, Cometton, and Cooeraton. Quarterly Journal of Economcs, 114(3): Fehr, Ernst, and Smon Gachter Cooeraton and Punshment n Publc Goods Exerments. Amercan Economc Revew, 90(4): Gurerk, Ozgur, Bernd Irlenbusch, and Bettna Rockenbach The Comettve Advantage of Sanctonng Insttutons. Scence, 312(5770): Harstad, Bard Flexble Integraton? Mandatory and Mnmum Partcaton Rules. The Scandnavan Journal of Economcs 108(4): Kosfeld, Mchael, Akra Okada, and Arno Redl Insttuton Formaton n Publc Goods Games. Amercan Economc Revew, 99(4): Kroll, Stehan, Todd L. Cherry, and Jason F. Shogren Votng, Punshment, and Publc Goods. Economc Inqury, 45(3): Lange, Andreas and Carsten Vogt Cooeraton n Internatonal Envronmental Negotatons Due to a Preference for Equty. Journal of Publc Economcs 87(9-10):

19 McEvoy, Davd Not It: Otng Out of Voluntary Coaltons that Provde a Publc Good. Publc Choce 142(1): McEvoy, Davd, James Murhy, John Sraggon, and John Stranlund The Problem of Mantanng Comlance wth Stable Coaltons: Exermental Evdence. Oxford Economc Paers 63(3), McGnty, Matthew A Rsk-Domnant Allocaton: Maxmzng Coalton Stablty. Journal of Publc Economc Theory 13(2): Myerson, Roger B. and Robert J. Weber A Theory of Votng Equlbra. Amercan Poltcal Scence Revew 87(1): Osborne, Martn. and Al Slvnsk A Model of Poltcal Cometton wth Ctzen- Canddates. Quarterly Journal of Economcs 111(1): Palfrey, Thomas Satal Equlbrum wth Entry. Revew of Economc Studes 51(1): Plott, Charles Dmensons of Parallelsm: Some Polcy Alcatons of Exermental Methods. Laboratory Exermentaton n Economcs: Sx Ponts of Vew Alvn Roth (Ed.), Cambrdge Unversty Press, Cambrdge U.K. Raoort, Amnon Provson of Publc Goods and the MCS Exermental Paradgm. Amercan Poltcal Scence Revew 79(1): Rngus, Lasse, Asbjorn Torvanger and Arld Underdal Burden Sharng and Farness Prncles n Internatonal Clmate Polcy. Internatonal Envronmental Agreements: Poltcs, Law and Economcs 2(1): Shogren, Jason F. and Terrance M. Hurley "Exerments n Envronmental Economcs." Handbook of Envronmental and Resource Economcs. Jeroen C.J.M. van den Bergh (eds.). Cheltenham, U.K. and Northamton, MA: Edward Elgar Stranlund, John K., James J. Murhy and John M. Sraggon An Exermental Analyss of Comlance n Dynamc Emssons Markets. Journal of Envronmental Economcs and Management 62(3), Sutter, Matthas, Stefan Hagner and Martn G. Kocher Choosng the Carrot or the Stck? Endogenous Insttutonal Choce n Socal Dlemma Stuatons. Revew of Economc Studes, 77(4): Tyran, Jean-Robert, and Lars P. Feld Achevng Comlance when Legal Sanctons are Non-deterrent. Scandnavan Journal of Economcs, 108(1):

20 Walker, J.M., Roy Gardner, Andrew Herr and Elnor Ostrom Collectve Choce n the Commons: Exermental Results on Proosed Allocaton Rules and Votes. The Economc Journal, 110(460): Wekard, Hans-Peter, Leo Wangler and Andreas Freytag Mnmum Partcaton Rules wth Heterogeneous Countres. Jena Economc Research Paers , ISSN Aendx Here we ncororate nequalty averson nto our model to demonstrate that mnmum roftable coaltons are weakly larger for nequalty averse ndvduals than for ndvduals wth standard references. We follow Fehr and Schmdt (1999) n modelng references over nequalty. Suose at frst that s = n and s = 0. Gven the fnancal ayoffs [2] and [3] wth these restrctons, defne the utlty of a member of an effectve coalton wth s members as: b å ( ) å ( ), [7] m m a m m u () s = () s - max j - (),0 s - max () s - j,0 n-1 n-1 j¹ j¹ where a > 0 catures the layer s loss from dsadvantageous nequalty and 0 nm j 20 b > catures her loss from advantageous nequalty. Snce () s - () s = c and () s - () s = 0from [2] and [3], [7] can be wrtten as: m acn ( - s) u () s = A+ bs-c-. [8] n -1 Smlarly, the utlty of a nonmember of an effectve coalton wth s members s: m b å ( ) å ( ), [9] nm nm a nm nm u () s = () s - max j - (),0 s - max () s - j,0 n-1 n-1 whch can be wrtten as j¹ j¹ nm bsc u () s = A+ bs-. [10] n - 1 It s straghtforward to show that the free-rdng ncentve s reserved n ths model f ( n -1)( b - 1) < a ; that s, as long as the averson to advantageous nequalty s not too strong relatve to the averson to dsadvantageous nequalty. Incororatng the effcent coalton sze s n to determne ndvdual ayoffs yelds: m j m

21 u u m nm ì a ( n- s) c A + bs - c - for s s; ï n -1 () s = í ï a ( n- s) c A + bs - c - for s > s; ïî n -1 ì bsc A + bs - for s s; n 1 () s = ï í - ï bsc A + bs - for s > s. ïî n -1 Usng [11], an ndvdual s mnmum roftable coalton sze can be characterzed as: [11] [12] s = ŝ f ŝ s > ŝ f ŝ > s, where cn ( - 1) + acn sˆ =. bn ( - 1) + a c [13] To demonstrate s, we frst derve s ˆ as the soluton to: a( n- s) c A+ bs-c- = A. [14] n -1 m Snce u () s n [11] s ncreasng n s, f sˆ However, f sˆ > s, then s must be the soluton to s then s ˆ s s mnmum roftable coalton sze. a( n- s) c A + bs -c - = A. [15] n -1 Plug s ˆ nto [14] and s nto [15], set the resultng equatons equal to each other and collect terms to obtan b(ŝ s ) = α c(!s ŝ ) / (n 1), whch mles that s > ŝ f sˆ > s. Recall from [4] that the mnmum roftable coalton sze for an ndvdual wth standard references s smn = mn{ s s³ c/ b}. From [13],!s ŝ, sˆ s ncreasng nα, and sˆ = c/ b for a = 0. Together, these mly!s s mn for an ndvdual wth dsadvantageous nequalty averson (.e., a > 0). Therefore, such an ndvdual has a weakly hgher mnmum roftable coalton sze than an ndvdual wth standard references. By substtutng n our exermental arameters nto equaton [13] we can demonstrate how largeα must be to ncrease the mnmum roftable coalton sze beyond the effcent sze. In the treatment wth an effcent coalton of three members, f α exceeds 0.584, then the mnmum roftable coalton for an ndvdual wll exceed three members. As a frame of 21

22 reference, at least 40 ercent of layers n Fehr and Schmdt s analyss were estmated to have α >

23 Fgure 1: Percentage of votes for effcent coaltons by treatment Table 1: Indvdual votes and referenda outcomes by mnmum membersh requrement and treatment Mnmum membersh requrement Totals s = 6 35 (4.9%) 27 (3.8%) 53 (7.4%) 66 (9.2%) 139(19.3) 400 (55.6%) (1.7%) 3 (2.5%) 6 (5.0%) 7 (5.8%) 10 (8.3%) 92 (76.7%) 120 s = 3 91 (12.6%) 153 (21.2%) 409 (56.8%) 32 (4.4%) 9 (1.3%) 26 (3.6%) (5.8%) 19 (15.8%) 92 (76.7%) 1 (0.8%) 0 (0.0%) 1 (0.8%) 120 To of each cell: Number of votes for each mnmum membersh requrement (ercent of total votes by treatment). Note there are 720 ndvdual votes er treatment. Bottom of each cell: Number of tmes each mnmum membersh requrement was mlemented (ercent of total trals by treatment). Note there are 120 grou-level observatons er treatment. 23

24 Vote on effcent MMR s = = Model = erod effects (ch-square) = subject effects (ch-square) = Table 2: Regresson results comarng the two treatments Effcent referenda outcomes = Total coalton formaton = Effcent coalton formaton = Effcency = = = = = = = = = n Notes: The frst four columns reort average margnal effects (and -values) for the s = 3 treatment (relatve to the s = 6 treatment) from Probt regressons. The frst model controls for erod fxed effects and subject random effects. The other three Probt regressons are at the grou-level and control for erod fxed effects. The last model s a lnear regresson wth a deendent varable defned as total grou earnngs/max grou earnngs and controls for erod fxed effects. Table 3: Coalton formaton by mnmum membersh requrement and treatment Mnmum membersh requrement Total s = % 0.8% 4.2% 3.3% 5.8% 70.0% 85.0% 50.0% 33.3% 83.3% 57.1% 70.0% 91.3% s = % 7.5% 51.7% 0.0% 0.0% 0.8% 60.8% % 67.4% 0.0% 0.0% 100.0% To of each cell: Number of tmes coaltons formed. Mddle of each cell: Percentage coalton formaton by number of trals er treatment. Bottom of each cell: Percentage coalton formaton by adoted membersh requrement. 24

25 Table 4. Publc good rovson and effcency Average Publc Treatment Good Provson s = (0.26) s = (0.31) Effcency 87.4% (2.21) 79.6% (2.07) Standard errors are n arentheses. Each treatment conssts of 120 grou-level observatons. 25

The impact of foreign players on international football performance

The impact of foreign players on international football performance MPRA Munch Personal RePEc Archve The mpact of foregn players on nternatonal football performance Orhan Karaca Ekonomst Magazne, Research Department October 008 Onlne at http://mpra.ub.un-muenchen.de/11064/

More information

Engineering Analysis of Implementing Pedestrian Scramble Crossing at Traffic Junctions in Singapore

Engineering Analysis of Implementing Pedestrian Scramble Crossing at Traffic Junctions in Singapore Engneerng Analyss of Implementng Pedestran Scramble Crossng at Traffc Junctons n Sngapore Dr. Lm Wee Chuan Eldn Department of Chemcal & Bomolecular Engneerng, Natonal Unversty of Sngapore, 4 Engneerng

More information

New Roads to International Environmental Agreements: The Case of Global Warming *

New Roads to International Environmental Agreements: The Case of Global Warming * New Roads to Internatonal Envronmental Agreements: The Case of Global Warmng * Second draft: February, 24 Johan Eyckmans K.U.Leuven, Centrum voor Economsche Studën, Naamsestraat 69, B-3 Leuven, Belgum

More information

D S E Dipartimento Scienze Economiche

D S E Dipartimento Scienze Economiche D S E Dpartmento Scenze Economche Workng Paper Department of Economcs Ca Foscar Unversty of Vence Carlo Carraro Johan Eyckmans Mchael Fnus ISSN: 1827/336X No. 44/WP/2006 Revsed Verson July 2006 Optmal

More information

CS 2750 Machine Learning. Lecture 4. Density estimation. CS 2750 Machine Learning. Announcements

CS 2750 Machine Learning. Lecture 4. Density estimation. CS 2750 Machine Learning. Announcements CS 75 Machne Learnng Lecture 4 ensty estmaton Mlos Hauskrecht mlos@cs.ptt.edu 539 Sennott Square CS 75 Machne Learnng Announcements Homework ue on Wednesday before the class Reports: hand n before the

More information

Endogenous Coalition Formation in Global Pollution Control

Endogenous Coalition Formation in Global Pollution Control Fondazone En Enrco Matte Endogenous Coalton Formaton n Global Polluton Control Mchael Fnus and Banca Rundshagen NOTA DI LAVORO 43.001 JUNE 001 Coalton Theory Network Unversty of Hagen, Germany Ths paper

More information

PERMIT TRADING AND STABILITY OF INTERNATIONAL CLIMATE AGREEMENTS 19. MICHAEL FINUS * University of Hagen and National University of Singapore

PERMIT TRADING AND STABILITY OF INTERNATIONAL CLIMATE AGREEMENTS 19. MICHAEL FINUS * University of Hagen and National University of Singapore Journal of Appled Economcs. Vol IX, No. 1 (May 2006), 19-47 PERMIT TRADING AND STABILITY OF INTERNATIONAL CLIMATE AGREEMENTS 19 PERMIT TRADING AND STABILITY OF INTERNATIONAL CLIMATE AGREEMENTS JUAN-CARLOS

More information

An Enforcement-Coalition Model: Fishermen and Authorities forming Coalitions. Lone Grønbæk Kronbak Marko Lindroos

An Enforcement-Coalition Model: Fishermen and Authorities forming Coalitions. Lone Grønbæk Kronbak Marko Lindroos An Enforcement-Coalton Model: Fshermen and Authortes formng Coaltons Lone Grønbæ Kronba Maro Lndroos December 003 All rghts reserved. No part of ths WORKING PAPER may be used or reproduced n any manner

More information

Evaluation of a Center Pivot Variable Rate Irrigation System

Evaluation of a Center Pivot Variable Rate Irrigation System Evaluaton of a Center Pvot Varable Rate Irrgaton System Ruxu Su Danel K. Fsher USDA-ARS Crop Producton Systems Research Unt, Stonevlle, Msssspp Abstrat: Unformty of water dstrbuton of a varable rate center

More information

Blockholder Voting. Heski Bar-Isaac and Joel Shapiro University of Toronto and University of Oxford. March 2017

Blockholder Voting. Heski Bar-Isaac and Joel Shapiro University of Toronto and University of Oxford. March 2017 Blockholder Votng Hesk Bar-Isaac and Joel Shapro Unversty of Toronto and Unversty of Oxford March 2017 Abstract By ntroducng a shareholder wth many votes (a blockholder to a standard model of votng, we

More information

WORKING PAPER SERIES Long-term Competitive Balance under UEFA Financial Fair Play Regulations Markus Sass Working Paper No. 5/2012

WORKING PAPER SERIES Long-term Competitive Balance under UEFA Financial Fair Play Regulations Markus Sass Working Paper No. 5/2012 WORKING PAPER SERIES Impressum ( 5 TMG) Herausgeber: Otto-von-Guercke-Unverstät Magdeburg Fakultät für Wrtschaftswssenschaft Der Dekan Verantwortlch für dese Ausgabe: Otto-von-Guercke-Unverstät Magdeburg

More information

DESIGN AND IMPLEMENTATION OF BASKETBALL TEACHING PLATFORM

DESIGN AND IMPLEMENTATION OF BASKETBALL TEACHING PLATFORM 0 th February 03. Vol. 48 No. 005-03 JATIT & LLS. All rghts reserved. ISSN: 99-8645 www.jatt.org E-ISSN: 87-395 DESIGN AND IMPLEMENTATION OF BASKETBALL TEACHING PLATFORM BO SU, SUFEI YANG, AIMIN QIN Deartment

More information

Coalition Formation in a Global Warming Game: How the Design of Protocols Affects the Success of Environmental Treaty-Making

Coalition Formation in a Global Warming Game: How the Design of Protocols Affects the Success of Environmental Treaty-Making Coalton Formaton n a Global Warmng Game: How the Desgn of Protocols Affects the uccess of Envronmental Treaty-Mang Frst draft: March, 23 Ths verson: November, 23 Johan Eycmans K.U.Leuven, Centrum voor

More information

First digit of chosen number Frequency (f i ) Total 100

First digit of chosen number Frequency (f i ) Total 100 1 4. ANALYSING FREQUENCY TABLES Categorcal (nomnal) data are usually summarzed n requency tables. Contnuous numercal data may also be grouped nto ntervals and the requency o observatons n each nterval

More information

Muscle drain versus brain gain in association football: technology transfer through

Muscle drain versus brain gain in association football: technology transfer through Muscle dran versus bran gan n assocaton football: technology transfer through player emgraton and manager mmgraton G. J. Allan a * and J. Moffat b a Correspondng Author: Department of Economcs, Sr Wllam

More information

A PROBABILITY BASED APPROACH FOR THE ALLOCATION OF PLAYER DRAFT SELECTIONS IN AUSTRALIAN RULES

A PROBABILITY BASED APPROACH FOR THE ALLOCATION OF PLAYER DRAFT SELECTIONS IN AUSTRALIAN RULES Journal of Sports Scence and Medcne (2006) 5, 509-516 http://www.jssm.org Research artcle The 8th Australasan Conference on Mathematcs and Computers n Sport, 3-5 July 2006, Queensland, Australa A PROBABILITY

More information

PERFORMANCE AND COMPENSATION ON THE EUROPEAN PGA TOUR: A STATISTICAL ANALYSIS

PERFORMANCE AND COMPENSATION ON THE EUROPEAN PGA TOUR: A STATISTICAL ANALYSIS PERFORMANCE AND COMPENSATION ON THE EUROPEAN PGA TOUR: A STATISTICAL ANALYSIS C. Barry Pftzner and Chrs Spence, Department of Economcs/Busness, Randolph-Macon College, Ashland, VA, bpftzne@rmc.edu, cspence@rmc.edu

More information

Reduced drift, high accuracy stable carbon isotope ratio measurements using a reference gas with the Picarro 13 CO 2 G2101-i gas analyzer

Reduced drift, high accuracy stable carbon isotope ratio measurements using a reference gas with the Picarro 13 CO 2 G2101-i gas analyzer Reduced drft, hgh accuracy stable carbon sotope rato measurements usng a reference gas wth the Pcarro 13 CO 2 G2101- gas analyzer Chrs Rella, Ph.D. Drector of Research & Development Pcarro, Inc., Sunnyvale,

More information

A PRACTICAL PROXY SIGNATURE SCHEME

A PRACTICAL PROXY SIGNATURE SCHEME A PRACTICAL PROXY SIGNATURE SCHEME Sattar J Aboud and Sufan Yousef Telecommuncatons Engneerng Research Grou Angla Ruskn Unversty, UK sattar_aboud@yahoo.com ABSTRACT A roxy sgnature scheme s a varaton of

More information

Equilibrium or Simple Rule at Wimbledon? An Empirical Study

Equilibrium or Simple Rule at Wimbledon? An Empirical Study Equlbrum or Smple Rule at Wmbledon? An Emprcal Study Shh-Hsun Hsu, Chen-Yng Huang and Cheng-Tao Tang Revson: March 2004 Abstract We follow Walker and Wooders (200) emprcal analyss to collect and study

More information

High Speed 128-bit BCD Adder Architecture Using CLA

High Speed 128-bit BCD Adder Architecture Using CLA Hgh Speed 128-bt BCD Archtecture Usng CLA J.S.V.Sa Prasanth 1, Y.Yamn Dev 2 PG Student [VLSI&ES], Dept. of ECE, Swamy Vvekananda Engneerng College, Kalavara, Andhrapradesh, Inda 1 Assstant Professor, Dept.

More information

Impact of Intelligence on Target-Hardening Decisions

Impact of Intelligence on Target-Hardening Decisions CREATE Research Archve Publshed Artcles & Papers 5--29 Impact of Intellgence on Target-Hardenng Decsons Vck M. Ber Unversty of Wsconsn Madson, ber@engr.wsc.edu Chen Wang Unversty of Wsconsn - Madson, cwang37@wsc.edu

More information

ADDITIONAL INSTRUCTIONS FOR ISU SYNCHRONIZED SKATING TECHNICAL CONTROLLERS AND TECHNICAL SPECIALISTS

ADDITIONAL INSTRUCTIONS FOR ISU SYNCHRONIZED SKATING TECHNICAL CONTROLLERS AND TECHNICAL SPECIALISTS A ADDITIONAL INSTRUCTIONS FOR ISU SYNCHRONIZED SKATING TECHNICAL CONTROLLERS AND TECHNICAL SPECIALISTS DIFFICULTY GROUPS OF FEATURES 1 DEFINITIONS: Change of Rotaton: Refers to TURNS or LINKING STEPS rotatng

More information

OWNERSHIP STRUCTURE IN U.S. CORPORATIONS. Mohammad Rahnamaei. A Thesis. in the. John Molson School of Business

OWNERSHIP STRUCTURE IN U.S. CORPORATIONS. Mohammad Rahnamaei. A Thesis. in the. John Molson School of Business OWNERSHIP STRUCTURE IN U.S. CORPORATIONS Mohammad Rahnamae A Thess n the John Molson School of Busness Presented n Partal Fulfllment of the Requrements For the Degree of Master of Scence (Busness Admnstraton)

More information

M.H.Ahn, K.J.Lee Korea Advance Institute of Science and Technology 335 Gwahak-ro, Yuseong-gu, Daejeon , Republic of Korea

M.H.Ahn, K.J.Lee Korea Advance Institute of Science and Technology 335 Gwahak-ro, Yuseong-gu, Daejeon , Republic of Korea The Methodology on Exposure Dose Evaluaton Modelng Related to Arbtrary Accdent n the Temporary Storage Faclty for Low and Intermedate Level Waste - 9133 M.H.Ahn, K.J.Lee Korea Advance Insttute of Scence

More information

COMPENSATING FOR WAVE NONRESPONSE IN THE 1979 ISDP RESEARCH PANEL

COMPENSATING FOR WAVE NONRESPONSE IN THE 1979 ISDP RESEARCH PANEL COMPENSATING FOR WAVE NONRESPONSE IN THE 1979 ISDP RESEARCH PANEL 1. Introducton Graham Kalton, Unversty of Mchgan ames Lepkowsk, Unversty of Mchgan Tng-Kwong Ln. Natonal Unversty of Sngapore The choce

More information

Numerical Study of Occupants Evacuation from a Room for Requirements in Codes

Numerical Study of Occupants Evacuation from a Room for Requirements in Codes Numercal Study of Occupants Evacuaton from a Room for Requrements n Codes HL MU JH SUN Unversty of Scence and Technology of Chna State Key Laboratory of Fre Scence Hefe 2300326, CHINA muhl@mal.ustc.edu.cn

More information

Journal of Environmental Management

Journal of Environmental Management Journal of Envronmental Management 90 (2009) 3057 3069 Contents lsts avalable at ScenceDrect Journal of Envronmental Management journal homepage: www.elsever.com/locate/jenvman Sustanable value assessment

More information

Transportation Research Forum

Transportation Research Forum Transportaton Research Forum On the Impact of HOT Lane Tollng Strateges on Total Traffc Level Author(s): Sohel Sbdar and Mansoureh Jehan Source: Journal of the Transportaton Research Forum, Vol. 48, No.

More information

Development of Accident Modification Factors for Rural Frontage Road Segments in Texas

Development of Accident Modification Factors for Rural Frontage Road Segments in Texas Development of Accdent Modfcaton Factors for Rural Frontage Road Segments n Texas Domnque Lord* Zachry Department of Cvl Engneerng & Center for Transportaton Safety Texas Transportaton Insttute Texas A&M

More information

Investigating Reinforcement Learning in Multiagent Coalition Formation

Investigating Reinforcement Learning in Multiagent Coalition Formation Investgatng Renforcement Learnng n Multagent Coalton Formaton Xn L and Leen-Kat Soh Department of Computer Scence and Engneerng Unversty of Nebrasa-Lncoln 115 Ferguson Hall, Lncoln, NE 66588-0115 {xnl,

More information

Evolutionary Sets of Safe Ship Trajectories: Evaluation of Individuals

Evolutionary Sets of Safe Ship Trajectories: Evaluation of Individuals Internatonal Journal on Marne Navgaton and Safety of Sea Transportaton Volume 6 Number 3 September 2012 Evolutonary Sets of Safe Shp Trajectores: Evaluaton of Indvduals R. Szlapczynsk Gdansk Unversty of

More information

CAREER DURATION IN THE NHL: PUSHING AND PULLING ON EUROPEANS?

CAREER DURATION IN THE NHL: PUSHING AND PULLING ON EUROPEANS? UNC CHARLOTTE ECONOMICS WORKING PAPER SERIES CAREER DURATION IN THE NHL: PUSHING AND PULLING ON EUROPEANS? Crag A. Depken II Johnny Duckng Peter A. Groothus Workng Paper No. 2016-005 THE UNIVERSITY OF

More information

Crash Frequency and Severity Modeling Using Clustered Data from Washington State

Crash Frequency and Severity Modeling Using Clustered Data from Washington State Proceedngs of the IEEE ITSC 2006 2006 IEEE Intellgent Transportaton Systems Conference Toronto, Canada, September 17-20, 2006 WB7.1 Crash Frequency and Severty Modelng Usng Clustered Data from Washngton

More information

Methodology for ACT WorkKeys as a Predictor of Worker Productivity

Methodology for ACT WorkKeys as a Predictor of Worker Productivity Methodology for ACT WorkKeys as a Predctor of Worker Productvty The analyss examned the predctve potental of ACT WorkKeys wth regard to two elements. The frst s tme to employment. People takng WorkKeys

More information

Risk analysis of natural gas pipeline

Risk analysis of natural gas pipeline Rsk analyss of natural gas ppelne Y.-D. Jo 1, K.-S. Park 1, J. W. Ko, & B. J. Ahn 3 1 Insttute of Gas Safety Technology, Korea Gas Safety Corporaton, South Korea Department of Chemcal Engneerng, Kwangwoon

More information

Planning of production and utility systems under unit performance degradation and alternative resource-constrained cleaning policies

Planning of production and utility systems under unit performance degradation and alternative resource-constrained cleaning policies 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 Plannng of producton and utlty systems under unt performance degradaton

More information

Sports Injuries in School Gaelic Football: A Study Over One Season

Sports Injuries in School Gaelic Football: A Study Over One Season Sports njures n School Gaelc Football: A Study Over One Season A. W. S. Watson Sports njures Research Centre, Unversty of Lmerck, Lmerck, reland. Abstract School football njures were studed over the seven

More information

2017 GIRLS DISTRICT-SPECIFIC PLAYER DEVELOPMENT GUIDE

2017 GIRLS DISTRICT-SPECIFIC PLAYER DEVELOPMENT GUIDE 2017 GIRLS DISTRICT-SPECIFIC PLAYER DEVELOPMENT GUIDE GENERAL OVERVIEW USA Hockey Grls Player Development Dstrct-Specfc Gude The USA Hockey Grls Player Development Dstrct-Specfc Gude outlnes the 2017 grls

More information

Evaluating Rent Dissipation in the Spanish Football Industry *

Evaluating Rent Dissipation in the Spanish Football Industry * Evaluatng Rent Dsspaton n the Spansh Football Industry * Gudo Ascar Dp. d Economa Poltca e Metod Quanttatv Va S. Felce 5 27100 Pava, Italy Tel: (+39) 0382 506211 Fax: (+39) 0382 304226 gascar@eco.unpv.t

More information

Report No. FHWA/LA.13/508. University of Louisiana at Lafayette. Department of Civil and Environmental Engineering

Report No. FHWA/LA.13/508. University of Louisiana at Lafayette. Department of Civil and Environmental Engineering TECHNICAL REPORT STANDARD PAGE Report No. FHWA/LA.13/508 4. Ttle and Subttle A Comprehensve Study on Pavement Edge Lne Implementaton 7. Author(s) Xaoduan Sun, Ph.D., P.E. Subassh Das 9. Performng Organzaton

More information

Johnnie Johnson, Owen Jones and Leilei Tang. Exploring decision-makers use of price information in a speculative market

Johnnie Johnson, Owen Jones and Leilei Tang. Exploring decision-makers use of price information in a speculative market Johnne Johnson, Owen Jones and Lele Tang Explorng decson-makers use of prce nformaton n a speculatve market Abstract We explore the extent to whch the decsons of partcpants n a speculatve market effectvely

More information

Major League Duopolists: When Baseball Clubs Play in Two-Team Cities. Phillip Miller. Department of Economics. Minnesota State University, Mankato

Major League Duopolists: When Baseball Clubs Play in Two-Team Cities. Phillip Miller. Department of Economics. Minnesota State University, Mankato Major League Duopolsts: When Baseball Clubs Play n Two-Team Ctes Phllp Mller Department of Economcs Mnnesota State Unversty, Mankato September 2006 Abstract: Ths paper focuses on examnng the attendance

More information

Free Ride, Take it Easy: An Empirical Analysis of Adverse Incentives Caused by Revenue Sharing

Free Ride, Take it Easy: An Empirical Analysis of Adverse Incentives Caused by Revenue Sharing MPRA Munch Personal RePEc Archve Free Rde, Take t Easy: An Emprcal Analyss of Adverse Incentves Caused by Revenue Sharng Danel, Rascher; Matt, Brown; Mark, Nagel and Chad, McEvoy Unversty of San Francsco,

More information

Onboard Sea State Estimation Based on Measured Ship Motions

Onboard Sea State Estimation Based on Measured Ship Motions Proceedngs of the 1 th Internatonal Sh Stablty Worksho 1 Onboard Sea State Estmaton Based on Measured Sh Motons ABSTRACT Ulrk D. Nelsen Techncal Unversty of Denmark, Kgs. Lyngby, Denmark Davd C. Stredulnsky

More information

Sectoral Business Cycle Synchronization in the European Union *

Sectoral Business Cycle Synchronization in the European Union * Sectoral Busness Cycle Synchronzaton n the European Unon * Antóno Afonso, # $ Davde Furcer + January 2007 Abstract Ths paper analyses sectoral busness cycle synchronzaton n an enlarged European Unon usng

More information

Pedestrian Impact Testing: Modelling the Effect of Head-form Mass and Speed

Pedestrian Impact Testing: Modelling the Effect of Head-form Mass and Speed Pedestran Iact Testng: Modellng the Effect of Head-for Mass and Seed D. Searson, R.W.G. Anderson Centre for Autootve Safety Research, Unversty of Adelade, AUSTRALIA, 55 Eal: danel@casr.adelade.edu.au Abstract

More information

2018 GIRLS DISTRICT-SPECIFIC PLAYER DEVELOPMENT GUIDE

2018 GIRLS DISTRICT-SPECIFIC PLAYER DEVELOPMENT GUIDE 2018 GIRLS DISTRICT-SPECIFIC PLAYER DEVELOPMENT GUIDE GENERAL OVERVIEW USA Hockey Grls Player Development Dstrct-Specfc Gude The USA Hockey Grls Player Development Dstrct-Specfc Gude outlnes the 2018 grls

More information

2017 GIRLS CENTRAL DISTRICT PLAYER DEVELOPMENT GUIDE

2017 GIRLS CENTRAL DISTRICT PLAYER DEVELOPMENT GUIDE 2017 GIRLS CENTRAL DISTRICT PLAYER DEVELOPMENT GUIDE GENERAL OVERVIEW USA Hockey Grls Player Development Dstrct-Specfc Gude The USA Hockey Grls Player Development Dstrct-Specfc Gude outlnes the 2017 grls

More information

JIMAR ANNUAL REPORT FOR FY 2001 (Project ) Project Title: Analyzing the Technical and Economic Structure of Hawaii s Pelagic Fishery

JIMAR ANNUAL REPORT FOR FY 2001 (Project ) Project Title: Analyzing the Technical and Economic Structure of Hawaii s Pelagic Fishery 1 JIMAR ANNUAL REPORT FOR FY 2001 (Project 653540) P.I. Name: PngSun Leung, Khem Sharma and Sam Pooley Project Research Assstant: Naresh Pradhan Project Ttle: Analyzng the Techncal and Economc Structure

More information

Recreational trip timing and duration prediction: A research note

Recreational trip timing and duration prediction: A research note Recreatonal trp tmng and duraton predcton: A research note Ataelty Halu a and Le Gao a* a School of Agrcultural and Resource Economcs, The Unversty of Western Australa, Crawley, WA 6009, Australa *E-mal

More information

Decomposition guide Technical report on decomposition

Decomposition guide Technical report on decomposition June 2013 Decomposton gude Techncal report on decomposton Erasmus MC Start date of project: 20 Aprl 2012 Duraton: 36 months 1 Table of contents Abstract... 4 Acknowledgements... 5 Introducton... 6 Part

More information

Driver s Decision Model at an Onset of Amber Period at Signalised Intersections

Driver s Decision Model at an Onset of Amber Period at Signalised Intersections Probablty to stop 1.00 0.90 0.80 0.70 0.60 0.40 0.30 0-10 10-15 15-20 20-25 25-30 30-35 35-40 40-45 45-50 50-55 55-60 60-65 65-70 70-75 75-80 80-85 85-90 90-95 95-100 1st veh n platoon 2nd veh n platoon

More information

Modeling the Performance of a Baseball Player's Offensive Production

Modeling the Performance of a Baseball Player's Offensive Production Brgham Young Unversty BYU ScholarsArchve All Theses and Dssertatons 006-03-09 Modelng the Performance of a Baseball Player's Offensve Producton Mchael Ross Smth Brgham Young Unversty - Provo Follow ths

More information

1.1 Noise maps: initial situations. Rating environmental noise on the basis of noise maps. Written by Henk M.E. Miedema TNO Hieronymus C.

1.1 Noise maps: initial situations. Rating environmental noise on the basis of noise maps. Written by Henk M.E. Miedema TNO Hieronymus C. TIP4-CT-2005-516420 Page 1 of 34 DELIVERABLE D 1.5 CONTRACT N PROJECT N ACRONYM TITLE TIP4-CT-2005-516420 FP6-516420 QCITY Quet Cty Transport Subproject 1 Nose mappng & modellng Work Package 1.1 Nose maps:

More information

M. Álvarez-Mozos a, F. Ferreira b, J.M. Alonso-Meijide c & A.A. Pinto d a Department of Statistics and Operations Research, Faculty of

M. Álvarez-Mozos a, F. Ferreira b, J.M. Alonso-Meijide c & A.A. Pinto d a Department of Statistics and Operations Research, Faculty of Ths artcle was downloaded by: [b-on: Bbloteca do conhecmento onlne UP] On: 29 May 205, At: 02:46 Publsher: Taylor & Francs Informa Ltd Regstered n England and Wales Regstered Number: 072954 Regstered offce:

More information

Aalborg Universitet. Published in: 9th ewtec Publication date: Document Version Publisher's PDF, also known as Version of record

Aalborg Universitet. Published in: 9th ewtec Publication date: Document Version Publisher's PDF, also known as Version of record Aalborg Unverstet Predctablty of the Power Output of Three Wave Energy Technologes n the Dansh orth Sea Chozas, Jula Fernandez; Jensen,. E. Helstrup; Sørensen, H. C.; Kofoed, Jens Peter; Kabuth, Alna Krstn

More information

Comparisons of Means for Estimating Sea States from an Advancing Large Container Ship

Comparisons of Means for Estimating Sea States from an Advancing Large Container Ship Downloaded from orbt.dtu.dk on: Jan 31, 18 Comparsons of Means for Estmatng Sea States from an Advancng Large Contaner Shp Nelsen, Ulrk Dam; Andersen, Ingrd Mare Vncent; Konng, Jos Publshed n: Proceedngs

More information

Dynamic Analysis of the Discharge Valve of the Rotary Compressor

Dynamic Analysis of the Discharge Valve of the Rotary Compressor Purdue Unversty Purdue e-pubs Internatonal Compressor Engneerng Conference School of Mechancal Engneerng 8 Dynamc Analyss of the Dscharge Valve of the Rotary Compressor Bo Huang Shangha Htach Electrcal

More information

CIVL Paragliding and Hang-Gliding Committees CIVL GAP. Centralised Cross-Country Competition Scoring for Hang-Gliding and Paragliding

CIVL Paragliding and Hang-Gliding Committees CIVL GAP. Centralised Cross-Country Competition Scoring for Hang-Gliding and Paragliding CIVL Paragldng and Hang-Gldng Commttees CIVL GAP Centralsed Cross-Country Cometton Scorng for Hang-Gldng and Paragldng 2016 Edton Revson 1.0 Publshed February 26, 2017 CIVL GAP Centralsed Cross-Country

More information

Referee Bias and Stoppage Time in Major League Soccer: A Partially Adaptive Approach

Referee Bias and Stoppage Time in Major League Soccer: A Partially Adaptive Approach Econometrcs 2014, 2, 1-19; do:10.3390/econometrcs2010001 OPEN ACCESS econometrcs ISSN 2225-1146 www.mdp.com/journal/econometrcs Artcle Referee Bas and Stoppage Tme n Major League Soccer: A Partally Adaptve

More information

Peculiarities of the Major League Baseball Posting System

Peculiarities of the Major League Baseball Posting System Peculartes of the Major League Baseball Postng System Duane W. Rockerbe Unversty of Lethbrdge Revsed July 2007 Abstract The postng system used n major league baseball to obtan free agent players from Japan

More information

Peace Economics, Peace Science and Public Policy

Peace Economics, Peace Science and Public Policy Peace Economcs, Peace Scence and Publc Polcy Volume 17, Issue 1 2011 Artcle 1 Lone Wolf Terrorsm Peter J. Phllps Unversty of Southern Queensland, phllpsp@usq.edu.au Copyrght c 2011 Berkeley Electronc Press.

More information

English Premier League (EPL) Soccer Matches Prediction using An Adaptive Neuro-Fuzzy Inference System (ANFIS) for

English Premier League (EPL) Soccer Matches Prediction using An Adaptive Neuro-Fuzzy Inference System (ANFIS) for Englsh Premer League (EPL) Soccer Matches Predcton usng An Adaptve Neuro-Fuzzy Inference System (ANFIS) for Amadn, F. I 1 and Ob, J.C. 2 Department of Computer Scence, Unversty of Benn, Benn Cty. Ngera.

More information

Mass Spectrometry. Fundamental GC-MS. GC-MS Interfaces

Mass Spectrometry. Fundamental GC-MS. GC-MS Interfaces Mass Spectrometry Fundamental GC-MS GC-MS Interfaces Wherever you see ths symbol, t s mportant to access the on-lne course as there s nteractve materal that cannot be fully shown n ths reference manual.

More information

GAS-LIQUID INTERFACIAL AREA IN OXYGEN ABSORPTION INTO OIL-IN-WATER EMULSIONS

GAS-LIQUID INTERFACIAL AREA IN OXYGEN ABSORPTION INTO OIL-IN-WATER EMULSIONS AS-LIQUID INTERFACIAL AREA IN OXYEN ABSORPTION INTO OIL-IN-WATER EMULSIONS ómez-díaz, D. a, omes, N. b, Texera, J.A. b, Belo, I. b a Department of Chemcal Engneerng, Unversty of Santago de Compostela,

More information

Keywords: Ordered regression model; Risk perception; Collision risk; Port navigation safety; Automatic Radar Plotting Aid; Harbor pilot.

Keywords: Ordered regression model; Risk perception; Collision risk; Port navigation safety; Automatic Radar Plotting Aid; Harbor pilot. Modelng perceved collson rsk n port water navgaton Hoong Chor Chn Assocate Professor, Department of Cvl Engneerng, Natonal Unversty of Sngapore, Engneerng Drve, EA #07-03, Sngapore 7576 Emal: cvechc@nus.edu.sg

More information

Response based sea state estimation for onboard DSS Safe and Efficient Marine Operations

Response based sea state estimation for onboard DSS Safe and Efficient Marine Operations Response based sea state estmaton for onboard DSS Safe and Effcent Marne Operatons Ulrk Dam Nelsen AMOS Workshop, NTNU, Trondhem, 13 th and 14 th November, 2014 Contents Introducton: Context Montorng and

More information

Evaluating the Effectiveness of Price and Yield Risk Management Products in Reducing. Revenue Risk for Southeastern Crop Producers * Todd D.

Evaluating the Effectiveness of Price and Yield Risk Management Products in Reducing. Revenue Risk for Southeastern Crop Producers * Todd D. Evaluatng the Effectveness of Prce and Yeld Rsk Management Products n Reducng Revenue Rsk for Southeastern Crop Producers * Todd D. Davs ** Abstract A non-parametrc smulaton model ncorporatng prce and

More information

CIVL Paragliding and Hang-Gliding Committees CIVL GAP. Centralised Cross-Country Competition Scoring for Hang-Gliding and Paragliding

CIVL Paragliding and Hang-Gliding Committees CIVL GAP. Centralised Cross-Country Competition Scoring for Hang-Gliding and Paragliding CIVL Paragldng and Hang-Gldng Commttees CIVL GAP Centralsed Cross-Country Cometton Scorng for Hang-Gldng and Paragldng 2014 Edton Revson 1.1 Publshed March 23, 2014 CIVL GAP Centralsed Cross-Country Cometton

More information

RADIAL STIFFNESS OF A BICYCLE WHEEL AN ANALYTICAL STUDY

RADIAL STIFFNESS OF A BICYCLE WHEEL AN ANALYTICAL STUDY ADIAL TIFFE OF A BICYCLE WHEEL - A AALYTICAL TUDY José aría ínguez Dpto. de Físca Aplcada II Facultad de Cenca y Tecnología Unversdad del País Vasco Aptdo. 644 488 Blbao PAI Emal: osemara.mnguez@ehu.es

More information

Respondent Incentives in a Multi-Mode Panel Survey: Cumulative Effects on Nonresponse and Bias

Respondent Incentives in a Multi-Mode Panel Survey: Cumulative Effects on Nonresponse and Bias Respondent Incentves n a Mult-Mode Panel Survey: Cumulatve Effects on Nonresponse and Bas Annette Jäckle and Peter Lynn 1 ISER Workng Paper 2007-01 1The vews epressed are those of the authors and not necessarly

More information

A Climbing Robot based on Under Pressure Adhesion for the Inspection of Concrete Walls

A Climbing Robot based on Under Pressure Adhesion for the Inspection of Concrete Walls A Clmbng Robot based on Under Pressure Adheson for the Inspecton of Concrete Walls K. Berns, C. Hllenbrand, Robotcs Research Lab, Department of Computer Scence, Techncal Unversty of Kaserslautern P.O.

More information

Relative Salary Efficiency of PGA Tour Golfers: A Dynamic Review

Relative Salary Efficiency of PGA Tour Golfers: A Dynamic Review Relatve Salary Effcency of PGA Tour Golfers: A Dynamc Revew Julo Cesar Alonso Unversdad Ices Julan Benavdes Unversdad Ices Based on one-year sample, Nero (2001) estmated golfers' usng four performance

More information

Beating a Live Horse: Effort s Marginal Cost Revealed in a Tournament

Beating a Live Horse: Effort s Marginal Cost Revealed in a Tournament Clemson Unversty From the SelectedWorks of Mchael T. Maloney March, 2008 Beatng a Lve Horse: Effort s Margnal Cost Revealed n a Tournament Mchael T. Maloney, Clemson Unversty Bentley Coffey, Clemson Unversty

More information

Randomization and serial dependence in professional tennis matches: Do strategic considerations, player rankings and match characteristics matter?

Randomization and serial dependence in professional tennis matches: Do strategic considerations, player rankings and match characteristics matter? Judgment and Decson Makng, Vol. 13, No. 5, September 2018, pp. 413 427 Randomzaton and seral dependence n professonal tenns matches: Do strategc consderatons, player rankngs and match characterstcs matter?

More information

What does it take to be a star?

What does it take to be a star? Unversty of Freburg Department of Internatonal Economc Polcy Dscusson Paper Seres Nr. 1 What does t take to be a star? The role of performance and the meda for German soccer players Erk E. Lehmann and

More information

RCBC Newsletter. September Richmond County Baseball Club. Inside this issue: Johnny Ray Memorial Classic. RCBC on You Tube

RCBC Newsletter. September Richmond County Baseball Club. Inside this issue: Johnny Ray Memorial Classic. RCBC on You Tube September 2016 Rchmond County Baseball Club 1400 Travs Ave. Staten Island, NY 10314 RCBC Newsletter If you have any nterestng nfo or news you would lke ncluded n a future newsletter, please emal to jm@rcbclub.com.

More information

ITRS 2013 Silicon Platforms + Virtual Platforms = An explosion in SoC design by Gary Smith

ITRS 2013 Silicon Platforms + Virtual Platforms = An explosion in SoC design by Gary Smith ITRS 2013 Slcon Platforms + Vrtual Platforms = An exploson n SoC desgn by Gary Smth 2013 2013 Gary Gary Smth Smth EDA, EDA, Inc. Inc. All All Rghts Rghts Reserved. Reserved. 1 The Fve Desgn Constrants

More information

A Prediction of Reliability of Suction Valve in Reciprocating Compressor

A Prediction of Reliability of Suction Valve in Reciprocating Compressor Purdue Unversty Purdue e-pubs nternatonal Compressor Engneerng Conference School of Mechancal Engneerng 1996 A Predcton of Relablty of Sucton Valve n Recprocatng Compressor W. H. You Samsung Electroncs

More information

Terminating Head

Terminating Head Termnatng Head 58246-1 Instructon Sheet for MTA- 100 Receptacle Connectors 408-6929 Usng Dscrete Wre 07 APR 11 Locatng Pawl Feed Slde Tool Base Wre Inserter Adjuster (Inserton Rod) Mass Termnaton Assembly

More information

Nonlinear Risk Optimization Approach to Gas Lift Allocation Optimization

Nonlinear Risk Optimization Approach to Gas Lift Allocation Optimization pubs.acs.org/iecr Nonlnear Rsk Optmzaton Approach to Gas Lft Allocaton Optmzaton Mahd Khshvand and Ehsan Khamehch* Faculty of Petroleum Engneerng, Amrkabr Unversty of Technology, Tehran, Iran ABSTRACT:

More information

OCCASIONAL PAPER SERIES

OCCASIONAL PAPER SERIES OCCASIONAL PAPER SERIES NO. 4 / DECEMBER 5 WHAT DOES EUROPEAN INSTITUTIONAL INTEGRATION TELL US ABOUT TRADE INTEGRATION? by Francesco Paolo Mongell, Ettore Dorrucc and Ita Agur OCCASIONAL PAPER SERIES

More information

Patient Health Care Analysis based on ANFIS Sugeno Model

Patient Health Care Analysis based on ANFIS Sugeno Model Internatonal Journal of Computer Trends and Technology (IJCTT) volume 7 Number 4 Nov 204 Patent Health Care nalyss based on NFIS Sugeno Model Maylvaganan M #, Rajeswar K *2 # ssocate Professor & Dept.of

More information

This document is downloaded from DR-NTU, Nanyang Technological University Library, Singapore.

This document is downloaded from DR-NTU, Nanyang Technological University Library, Singapore. Ths document s downloaded from DR-NTU, Nanyang Technologcal Unversty Lbrary, Sngapore. Ttle capacty analyss usng smulaton Author(s) Ctaton Huang, Shell Yng; Hsu, Wen Jng; He, Yuxong; Song, Tancheng; De

More information

Cost Effective Safety Improvements for Two-Lane Rural Roads

Cost Effective Safety Improvements for Two-Lane Rural Roads Fnal Techncal Report TNW2008-04 Research Project Agreement No. 61-2394 Cost Effectve Safety Improvements for Two-Lane Rural Roads Ynha Wang Assocate Professor Ngan Ha Nguyen Graduate Research Assstant

More information

Hedonic Price Analysis of Thoroughbred Broodmares in Foal

Hedonic Price Analysis of Thoroughbred Broodmares in Foal Hedonc Prce Analyss of Thoroughbred Broodmares n Foal Agrcultural Economcs Staff Paper # 460 June 2006 Kelly M. Stoeppel and Legh J. Maynard Unversty of Kentucky Department of Agrcultural Economcs 400

More information

Study on coastal bridge under the action of extreme wave

Study on coastal bridge under the action of extreme wave Study on coastal brdge under the acton of extreme wave Bo Huang Bng Zhu Jawe Zhang School of Cvl Engneerng, Southwest Jaotong Unversty, Chengdu 610031, Chna Abstract In order to research the catastrophc

More information

Product Information. Radial gripper PRG 52

Product Information. Radial gripper PRG 52 Product Informaton PRG More flexble More powerful. Slm. PRG unversal grpper 180 radal grpper wth powerful 1-shft slotted lnk gear and oval pston. Feld of applcaton For areas of applcaton whch, n addton

More information

School of Civil Engineering, Shandong University, Jinan , China

School of Civil Engineering, Shandong University, Jinan , China 2017 Internatonal Conference on Energy, Power and Envronmental Engneerng (ICEPEE 2017) ISBN: 978-1-60595-456-1 Evaluaton on Sustanable Utlzaton of Water Resources n Shandong Provnce Based on Water Footprnt

More information

OPTIMIZATION OF PRESSURE HULLS OF COMPOSITE MATERIALS

OPTIMIZATION OF PRESSURE HULLS OF COMPOSITE MATERIALS OPTIMIZATION OF PRESSURE HULLS OF COMPOSITE MATERIALS J.Franco a, A.Corz a*.a.peña b a Materal Composte Group. Unversdad de Cadz. Avda/Ramon Puyol s/n. 11205 Algecras (Span) *alcorz@caltech.es b Calpe

More information

ALASKA DEPARTMENT OF FISH AND GAME DIVISION OF COMMERCIAL FISHERIES NEWS RELEASE

ALASKA DEPARTMENT OF FISH AND GAME DIVISION OF COMMERCIAL FISHERIES NEWS RELEASE ALASKA DEPARTMENT OF FISH AND GAME DIVISION OF COMMERCIAL FISHERIES NEWS RELEASE Cora Campbell, Commssoner Jeff Regnart, Drector Contact: Cordova ADF&G Steve Mofftt, PWS Fnfsh Research Bologst 401 Ralroad

More information

Safety Impact of Gateway Monuments

Safety Impact of Gateway Monuments *Manuscrpt Clck here to vew lnked References Ye, Venezano, and Lord 1 Safety Impact of Gateway Monuments Zhru Ye a,*, Davd Venezano a, Domnque Lord b a Western Transportaton Insttute, Montana State Unversty,

More information

Aalborg Universitet. Published in: 9th ewtec Publication date: Document Version Accepted author manuscript, peer reviewed version

Aalborg Universitet. Published in: 9th ewtec Publication date: Document Version Accepted author manuscript, peer reviewed version Aalborg Unverstet Predctablty of the Power Output of Three Wave Energy Technologes n the Dansh orth Sea Chozas, Jula Fernandez; Jensen,. E. Helstrup; Sørensen, H. C.; Kofoed, Jens Peter; Kabuth, Alna Krstn

More information

Cost theory and the cost of substitution a clarification

Cost theory and the cost of substitution a clarification Cost theory and the cost of substtuton a clarfcaton Walter J. ReMne The cost of substtuton has been wdely msnterpreted, whch has lmted ts utlty. Ths paper clarfes the cost concept and re-establshes ts

More information

OPTIMAL LINE-UPS FOR A YOUTH SOCCER LEAGUE TEAM. Robert M. Saltzman, San Francisco State University

OPTIMAL LINE-UPS FOR A YOUTH SOCCER LEAGUE TEAM. Robert M. Saltzman, San Francisco State University OPTIMAL LINE-UPS FOR A YOUTH SOCCER LEAGUE TEAM Robert M. Saltzman, San Francsco State Unversty ABSTRACT Coaches n some dvsons of the Amercan Youth Soccer Organzaton (AYSO) are asked to fll out ther team

More information

Product Information. Universal gripper PZN-plus

Product Information. Universal gripper PZN-plus Product Informaton Unversal grpper PZN-plus PZN-plus Unversal grpper Relable. Robust. Flexble. PZN-plus unversal grpper Unversal 3-Fnger Centrc Grpper wth hgh grppng force and maxmum moments due to mult-tooth

More information

PLAYERS AGENT REGISTRATION REGULATIONS

PLAYERS AGENT REGISTRATION REGULATIONS PLAYERS AGENT REGISTRATION REGULATIONS 1 DEFINITIONS 1.1 In these Players Agent Regstraton Regulatons, the followng terms shall have the followng meanngs: Agency Actvty means actng n any way and at any

More information

Sustainability Profiling of Long-living Software Systems

Sustainability Profiling of Long-living Software Systems Sustanablty Proflng of Long-lvng Software Systems Ahmed D Alharth, Mara Spchkova and Margaret Hamlton RMIT Unversty, Melbourne, Australa Emal: {ahmedalharth, maraspchkova,margarethamlton}@rmteduau Abstract

More information

SECOND-ORDER CREST STATISTICS OF REALISTIC SEA STATES

SECOND-ORDER CREST STATISTICS OF REALISTIC SEA STATES SECOND-ORDER CREST STATISTICS OF REALISTIC SEA STATES MARIOS CHRISTOU Shell Internatonal Exploraton and Producton, 2288 GS Rjswjk, The Netherlands. E-mal: maros.chrstou@shell.com PETER TROMANS Ocean Wave

More information