ContentslistsavailableatScienceDirect
Resource
and
Energy
Economics
j o ur na l h o me pa g e:w w w . e l s e v i e r . c o m / l o c a t e / r e e
The
role
of
social
and
technical
excludability
for
the
success
of
impure
public
good
and
common
pool
agreements
The
case
of
international
fisheries
夽
Michael
Finus
a,∗,
Raoul
Schneider
b,
Pedro
Pintassilgo
caUniversityofGraz,AustriaandUniversityofBath,Bath,UK bDepartmentofEconomics,UlmUniversity,Ulm,Germany
cFacultyofEconomicsandCEFAGE,UniversityofAlgarve,Faro,Portugal
a
r
t
i
c
l
e
i
n
f
o
Articlehistory: Received22August2017
Receivedinrevisedform30August2019 Accepted17September2019
Availableonline29September2019 JELclassification: C72 F53 H87 Q22 Keywords:
Pureandimpurepublicgoodsandcommon poolresources
Technicalandsociallyconstructed non-excludability
Benefit-costdualityofpublicgoodsand commonpoolresources
Propertyrights Sharedfishstocks
Regionalfisheriesmanagement organizations
Free-riding
a
b
s
t
r
a
c
t
Wearguethatinternationalfisheriesareaprimeexampletostudytheincentivestructureof
formingimpurepublicgoodandcommonpoolagreements.Weconsiderafullyintegrated
multiplezonemodel,inwhichzonesarelinkedthroughdensity-dependentmigration.
TheincentivetoaccedetoRegionalFisheryManagementOrganizations(RFMOs)isrelated tomultiplecharacteristics.Firstly,therelativepatchsizesofthehighseas,whichisthe internationally(publicly)accessibledomain,comparedtoexclusiveeconomiczones,which arestate-owned(privatelyowned).Thiscanberelatedtothedegreeofsociallyconstructed excludability.Secondly,theintensityoffishmigrationbetweenvariouszones,whichcanbe relatedtothedegreeoftechnicalexcludability.Thirdly,thegrowthrateoftheresource,which canbeinterpretedasthedegreeofrivalry,withalow(high)degreeofrivalryapproximating publicgood(commonpool)features.Weshowthat,generally,excludabilityreduces free-ridingincentivesbutalsotheneedforcooperation,avariantofthe“paradoxofcooperation”.
Moreover,weshowthatthebenefit-costdualitybetweenpublicgoodsandcommonpool
resourcesgenerallyholdsexceptforsomeextremeparametervaluesforwhichalowdegree ofrivalryfostersthesuccessofcooperation.Finally,throughavariationofthediffusion matrix,wecanalsoanalyzeaclosedaswellasasink-sourcesystem.
©2019ElsevierB.V.Allrightsreserved.
1. Introduction
Acentralaspectinthetheoryofpublicgoodsistounderstandtheincentivestructurethatleadstotheunderprovisionof publicgoodsaswellasthepossibilitiesofrectifyingthis.Theincentivestructurecanbebroadlyrelatedtothepropertiesof publicgoods,whichareusuallyassociatedwithtwodistinguishingfeatures:non-excludabilityandnon-rivalry,whichcan betracedbacktotheseminalworkofSamuelson(1954)andMusgrave(1959).Byvaryingthedegreeofexcludabilityand
夽 Weareverygratefultotwoanonymousreviewersandtheeditor,ProfessorKaffine,forveryhelpfulcommentsonapreviousversionofthepaper. ∗ Correspondingauthorat:UniversityofGraz,DepartmentofEconomics,Universitätsstraße15,8010Graz,Austria.
E-mailaddress:michael.fi[email protected](M.Finus). https://doi.org/10.1016/j.reseneeco.2019.101122 0928-7655/©2019ElsevierB.V.Allrightsreserved.
Table1
ClassificationofImpurePublicGoods.
rivalry,variousmixedformsofimpurepublicgoodsemergeasillustratedinTable1(e.g.,CornesandSandler,1994andKaul
andMendoza,2003).
Intermsofexcludability,theexpectationisthatthehigherthedegreeofexcludability,thecloserarenon-cooperative equilibriumandoptimum,butalsothesmallerarethegainsfromcooperation.KaulandMendoza(2003)emphasizethatthe perceptionofwhatispublicandwhatisprivatehaschangedsignificantlyovertime.Theydistinguishbetweentheintrinsic propertiesofagood,towhichforinstancetheso-calledtechnicalexcludabilitybelongs,andthepropertiesassignedbysociety tothem,towhichtheyrefertoasso-calledsociallyconstructedexcludability.Whereasthedegreeoftechnicalexcludability canberegardedasgiven(thoughpotentiallysubjecttotechnologicalchangeasinthecaseofencryptioninbroadcasting), sociallyconstructedexcludabilityisdeterminedbytheestablishmentandenforcementofpropertyrights.
Intermsofrivalry,theexpectationappearstobelessclear-cut.Ontheonehand,SandlerandArce(2003)convincingly showthebenefit-costdualityofpurepublicgoods(withstrategiesbeingprovisionlevels)andcommonpoolresources (withstrategiesbeingexploitationlevels).Inthepublicgoodgame,thecostsareprivateandthebenefitsfromprovisionare public.Inthecommonsgame,thereverseistrue,thebenefitsareprivateandthecostsfromexploitationarepublic.Thus, theeconomicsandincentivesshouldbethesameinbothsettingsandhencethedegreeofrivalryshouldnotmatter.Onthe otherhand,despitetheirformalproofofequivalence,theauthorsconcludeinformallythatthereisadifference:inpolitics, itwouldbeeasiertoestablishjointactioninpublicgoodgames(i.e.,cooperativelyprovidingthepublicgood)thanjoint inactionincommonsgames(i.e.,cooperativelyreducingthelevelofharvesting).Thiswouldsuggestthatrivalry,astheonly distinguishingfeaturebetweenpublicgoodsandcommonpoolresources,wouldmatter.
Tothebestofourknowledge,thereisnoformalmodelcapturingthefollowingthreeaspectssimultaneously:1)different degreesofsociallyconstructedandtechnicalexcludabilityaswellasrivalry,2)ananalysisoftheireffectonequilibrium publicgoodprovisionandcommonpoolresource uselevelsand3)a testforthepossibilitytoestablishfullorpartial cooperationinanon-cooperativemodelofcoalitionformation.
Intermsofthefirstaspect,weviewinternationalfisheriesasoneofthefewandparticularlyinterestingexampleswhereall propertiesaresimultaneouslypresent.1Thedegreeofsociallyconstructedandtechnicalexcludabilitycanbeparameterized alongtheentirehorizontalspectruminTable1.Inourmodel,parameter˛measurestheportionofthetotalfishingground whichispubliclyaccessiblebyallfishingstates(commonproperty),theso-calledhighseas,and1−˛istheportionofthe totalfishinggroundwhichisprivatelyownedbycoastalstates,theso-calledExclusiveEconomicZones(EEZs),asestablished bytheUNConventionontheLawoftheSeain1982.2Thus,thelarger˛,thesmalleristhedegreeofsociallyconstructed excludability.Theparameterddeterminestheintensityoffishmigrationbetweendifferentzones.Thelargerd,thesmaller
1 Thesharingofwaterresourceshassimilarfeatures.Sociallyconstructedexcludabilitycanbeestablishedthroughpropertyrightsandtechnical
exclud-abilitymayvarythroughthediversionofriversandtheerectionofdams.However,manyotherexamplesfeatureonlysomepropertiesmentionedabove thoughnotall.Forinstance,theacidraingameallowscapturingvariousdegreesoftechnicalexcludabilitythroughtheemissiontransportationmatrix(e.g. Mäler,1994andSandler,1998),butsincenationalboundariesaregiven,thedegreeofsociallyconstructedexcludabilityisnotanissue.Thesameapplies totheclassicalexampleofapurepublicgoodgame,climatechangemitigation,evenifwerecognizetheprivatizingeffectsofancillaryorco-benefitsof improvedlocalairqualityfromclimatemitigationasanalyzedforinstanceinMarkandyaandRübbelke(2004).Inthecaseoftheexplorationofthenatural resourcesintheAntarctic(e.g.,oil,gasandminerals),afterpropertyrightswereproperlydefinedandenforced,excludabilitywouldbeperfectastechnical excludabilitycanberegardedasperfect.Intermsofrivalry,allexamplesareonlylocatedatoneextremeofthespectrum:acidrainandclimatechange exhibitnorivalryatallwhereasfornon-renewableresourcesrivalryisperfect.
2 Intermsofterminology,inoursetting“privatelyowned”and“privatization”meanstheallocationofpropertyrightstostates–thesoleactorsorplayers
inourinternationalfisherygame.Inthefisheryliterature,mainlywithanationalorregionalfocus,thesetermsaresometimesalsousedfortheallocation offishingquotastofishermen.Weabstractfromthesenationaldetails.SeeSection4.4forthequalificationofourassumptions.
isthedegreeoftechnicalnon-excludability.Alsothedegreeofrivalrycanbeparameterizedalongtheentireverticalaxisin Table1throughthegrowthrateofthefishstock,whichisparameterrinourmodel.Thisallowsustostudyhowtechnical andsociallyconstructedexcludabilityandthegrowthrate(apartfromsomeotherparameters)affectthesuccessoffishery agreements.
Intermsofthesecondaspect,wemeasurethelevelofunderprovisionoftheimpurepublicgood(i.e.,“preservationoffish stocks”)asthedifferencebetweenthefullycooperative,partiallycooperativeandnon-cooperativeequilibrium,physicallyin termsofstocklevelsandmonetarilyintermsofpayoffs.Differencesarerelatedtothepropertiesofthepublicgood/common poolresourceandimportanteconomicandbiologicalparametersthatdeterminetheproductionprocess.
Intermsofthethirdaspect,inthetraditionoftheliteratureoninternationalenvironmentalagreements(IEAs)3andthe literatureoninternationalfisheryagreements(IFAs)4,westudytheformationofself-enforcingagreementsasameansto mitigatefree-ridingwithanon-cooperativecoalitionmodel.However,theIEA-literaturehasalmostexclusivelyrestricted attentiontoaglobalemissiongame5(i.e.,purepublicbad)andtheIFA-literatureconsideredarenewablecommonresource withonlyonejurisdiction(i.e.,purecommonpoolresource).6Incontrast,weallowforseveraljurisdictions,i.e.,someparts oftheoceanmaybecomeprivatelyownedthroughthedeclarationofEEZs.Moreover,amongEEZsandthehighseasthere maybelinksthroughthemigrationoffish.Thus,byvaryingthedegreeofsociallyconstructedandtechnicalexcludability, wevarythedegreeof“purity”,i.e.,wecoverthespectrumfrompure,impuretoprivate.
OurmodelisbasedontheclassicalGordon-Schaefermodel(Gordon,1954)whichisextendedtoaccountformigration betweendifferentfishinggroundsasconsideredforinstanceinSanchiricoandWilen(1999,2005).Wefocusourdiscussion onafullyintegratedmodelwithbilaterallinksamongallzonesandadensity-dependentdiffusionprocess.Aspecialcase istheclosedpatchmodelifthereisnodiffusionbetweenzones.Wefinallyconsiderasink-sourcemodelwithunilateral diffusionprocessasanextension.Weshowthat,generally,establishingRFMOsisdifficultandalwaysfailsinasink-source model.Moreover,excludabilityreducesfree-ridingincentivesbutalsotheneedforcooperation,avariantofthe“paradoxof cooperation”.Moreover,thebenefit-costdualitybetweenpublicgoodsandcommonpoolresourcesgenerallyholdsexcept forsomeextremeparametervaluesforwhichalowdegreeofrivalryfostersthesuccessofcooperation.
Thepaperproceedsasfollows.InSection2,weprovideabriefbackgroundonthehistoricaldevelopmentofthe manage-mentofinternationalfisheriesandtheestablishmentofcooperativeagreements.InSection3,weintroducethebioeconomic modelincludingthetwo-stagecoalitionformationmodel.Section4describesthemodelspecificationsandoursolution pro-cedure.Sections5,6and7discussourresultsforthefullyintegratedmodelwithdensity-dependentdiffusion.Accordingto thesequenceofbackwardinduction,wefirstdiscussresultsofthesecondstage(Section5),thenofthefirststage(Section 6)andfinallypullresultsofbothstagestogetherinSection7.Section8discussesbrieflythreeextensions:i)thepossibility ofexcludingnon-RFMOmembersfromfishinginthehighseas,ii)analternativeagreementformationprocessandiii)a sink-sourcemodelwithuni-directionaldiffusion.Section9concludes.
Wewouldliketopointoutattheoutsetthatalthoughourmodelrelatestointernationalfisheries,ouraimistoremainas generalaspossiblewithreferencetotheliteratureonpublicgoodsandhenceweabstractfromtechnicaldetailsinvestigated insomeoftheliteratureonfisheries.
2. Historicalbackgroundoninternationalfisherymanagement
TheFoodandAgricultureOrganizationoftheUnitedNations(FAO)estimatesthatharvestsfrominternationallyshared fishstocks7accountforasmuchasonethirdofglobalmarinecapturefisheryharvests(FAO,2010andMunroetal.,2004). Thesestocksareestimatedtobeparticularlyvulnerableandarereportedtobeheavilyoverexploitedorevendepletedin McWhinnie(2009).
Foralongtime,concernmainlyfocusedonthepreservationofcoastalfishinggrounds.Somegovernmentsstartedto declareunilaterallyEEZs,thusevictingallforeignfleetsfromwhattheyclaimedtobetheirprivateproperty.The1982UN
3TheliteratureonIEAsgoesbacktoBarrett(1994)andCarraroandSiniscalco(1993)andhasgrownimmenselyinrecentyears.Forarecentsurveyand
acollectionofthemostinfluentialarticlesseeFinusandCaparros(2015).
4Stabilityoffisheryagreementshasbeenmodelledascooperative(e.g.,Kennedy,2003andLindroos,2004)ornon-cooperativecoalitiongames(e.g.,
Kwon,2006;Lindroos,2008;MillerandNkuiya,2016;PintassilgoandLindroos,2008,andPintassilgoetal.,2010),butalsoasadynamicfisherygamewith enforcementthroughpunishment(e.g.,Hannesson,1997andTaruietal.,2008).ForarecentsurveyseePintassilgoetal.(2015).
5ExceptionsareforinstanceMäler(1994)andFinusandTjøtta(2003)inthecontextofarepeatedacidraingame(i.e.,impurepublicbad),thoughthey
onlyfocusonthestabilityofthegrandcoalitionanddonotexploittherelationbetweentransportationcoefficients(i.e.,measuringthedegreeoftechnical excludability)andthesuccessofcooperationaswedo.
6AlreadyCrutchfield(1964),p.216,basedhiscallforinternationalcooperationontheobservationthatmigrationoffishposesanaturallimittothe
privatizationoffisheryresources:“[...]thefishthemselvesseemindisposedtoacceptsuch[privatizing]solutions.”Spatialexternalitymodelswithout coalitionformationhavebeenstudiedforinstancebyCostelloandPolasky(2008);FlaatenandMjølhus(2005);KvamsdalandSandal(2008);Pezzeyetal. (2000).TheonlyspatialmodelwithcoalitionformationofwhichweareawareisPuntetal.(2013).Theyconsideramarineprotectedarea(MPA)inthe highseas.However,nomigrationisconsideredbetweentheMPAandthefishinggrounds.Theauthorsconcludethatforsymmetricplayersnocoalitionis stableasthisisthecasewithoutMPAs.
7AccordingtoFAO’sclassificationtherearefourcategoriesofsharedfishstocks:transboundarystocks(resourcesthatcrosstheEEZsoftwoormore
coastalstates);highlymigratorystocks(foundbothwithintheEEZsandtheadjacenthighseasandhighlymigratoryinnature);straddlingstocks(also coverbothEEZsandthehighseasbutaremorestationary);discretehighseasstocks(foundexclusivelyinthehighseas).
ConventionontheLawoftheSea(UNCLOS)harmonizedandlegalizedthevariousunilateraldeclarationsinassigningthe righttocoastalstatestoestablishEEZs,comprising200nauticalmiles(Munro,1982).Aftersomeinitialsuccess,itbecame clearthatfurtheractionwasrequiredasthesignificanceofhighseasfisherieshadbeenunderestimated.Inparticular, technologicalprogress,suchastheintroductionoffishcarriersandvesselswithonboardfishprocessingequipment,had madetheresourcesofthehighseasmoreaccessible.Increasingawarenessofoverfishingledtothe1995UNFishStocks Agreement.Underthisagreement,sharedfishstocksaretobemanagedonaregionbyregionbasisbyRegionalFisheries ManagementOrganizations(RFMOs).Therearecurrentlyaround20RFMOsinforceasforexampletheNorthwestAtlantic FisheriesOrganization(NAFO)andtheNorthEastAtlanticFisheriesCommission(NEAFC).8,9
3. Model
3.1. Preliminaries
Theformationofcooperativeagreementsistypicallymodelledasatwo-stagegameinwhichplayerschoosefirsttheir membershipandthen theireconomic strategies. (Foranexception, see,e.g.,McCarthyet al.,2001and Sampson and Sanchirico,2019.)Thegameissolvedbybackwardsinduction.Thetypicalassumptioninthesecondstageisthat play-erswhichjoinanagreementchosetheireconomicstrategiescooperativelywhereasnon-membersnon-cooperatively.That is,memberstoanagreementinternalizeallexternalitiesamongtheirgroup.Consequently,ifnoagreementforms,this correspondstotheclassicalNashequilibriumwhereasifallplayersjointheagreement(i.e.,thegrandcoalitionforms),this representsthesocialoptimum.Thetypicalassumptioninthefirststageisthat–basedonthepayoffderivedfromthesecond stage–anagreementisstableifnomemberwantstoleaveandnonon-memberwantstojoin.
Thedetailsofthetwostagescanbemodelledinmanyways(see,e.g.,FinusandCaparrós,2015).The“ideal”modelwould allowforadynamiccoalitionformationprocessinbothstages:playerscanrevisetheirmembershipdecisionaswellastheir economicstrategiesovertime.Thatis,(i)currentharvestsaffecttomorrow’sfishstocksacrosstheeconomicszones;(ii) countriesreconsiderregularlytheirfishingquotasandtheirdecisiontovoluntarilyjoinorleaveaRFMO;(iii)suchfishing quotasandmembershipdecisionsarereconsideredcontingentonstocklevels.Suchanidealmodelistechnicallyextremely challenging,andwouldbeevenmoresoinourcontextwithseveralzonesandmigration.Itisforthisreasonthatexceptfor RubioandUlph(2007)inthecontextofclimatechangeandMillerandNkuiya(2016)inthecontextofafishery(without zoningandmigration),allcoalitionmodelsofwhichweareawarehavemadesomesimplifyingassumptions:eitherthefirst orthesecondstageisstatic.
FinusandRundshagen(2006)andFinusetal.(2014)modelasequentialcoalitionformationprocessinstage1,butassume aone-shotpayoffderivedfromeconomicstrategiesinstage2.Wewillbrieflyreportontwointerestingextensionstoour modelregardingthefirststageinSection8.
Incontrast,EyckmansandFinus(2006);EyckmansandTulkens(2003)andRubioandCasino(2005)inthecontextof climatechangeandKwon(2006)inthecontextoffisheries(withonesinglezone)assumeaone-shotdecisionintermsof membership,basedonthenetpresentvalueoftheequilibriumstrategiesinadynamicgame.Clearly,thisapproachcannot capturetheinterestingfeatureofhowthetransitionfromonesteadystatetoanotherovertimeaffectsstabilityofcoalitions. Transitionsdisappearinthesummationovertime.Hence,maybenotsurprisingly,qualitativeresultsofthenetpresent valueandsteady-statepayoffapproachareverysimilar.Forinstance,inafisherywithsymmetricplayersandstandard assumptions,nostableagreementexistsifthenumberofplayersislargerthantwoasshowninPintassilgoandLindroos (2008)inthesteadystatepayoffmodelandinKwon(2006)inthenetpresentvaluemodel.10Itisforthisreasonthat wemodelthesecondstageusingthesimplestaticGordon-Schaefermodel(seealsoFlaatenandMjølhus,2005;Kvamsdal andSandal,2008,Pezzeyetal.,2000,Puntetal.,2013;Lindroos,2008,Lindroos,2008andLongandFlaaten,2011),which basicallyassumesthatthesystemisalwaysinasteadystate.
Takentogether,weassumeasimplecoalitionformationprocessinwhichcountrieschoosesimultaneouslywhetherto joinanRFMOinafirststageandthereaftersimultaneouslychosetheirequilibriumeconomicstrategiesinthesecondstage basedonthesimplemechanicsofthestaticversionoftheclassicalGordon-Schaefermodel(Gordon,1954andSchaefer, 1954).Thismodelisextendedtoaccountfordifferentfishingzonesandthemigrationoffishstocksacrosszones.Inthe following,thebiologicalmodelisdevelopedinSection3.2,theeconomicmodelislaidoutinSection3.3,whichcapturesthe strategicbehavioramongstatesundervariousassumptionsaboutthedegreeofcooperation;italsoincludesthedefinition ofstablecooperativearrangements.
8 ForanoverviewseeforinstanceMunroetal.(2004)andFAOonline(2012).
9 ReportsthatseriouslyandconsistentlymeasuretheeffectivenessofRFMOsarescarce.SomeevidenceisgatheredforinstanceinHighSeasTaskForce
(2006)andLodgeetal.(2007).AsWillockandLack(2006),p.32,write:“Thereappearstobesomereluctanceto,oratleastnervousnessabout,establishing astandardsetofperformanceindicatorsagainstwhichRFMOsmightbeheldaccountableandtheirperformancecompared.”
10 Similarly,inclimatechange,foralinear-quadraticpayofffunction,astableagreementconsistofthreeplayersinthestaticpayoffmodel(Barrett,1994)
3.2. Biologicalmodel
WeassumethatagivennumberofplayersNexploitasharednaturalresourceofsizek.11Inthecontextofbiological populations,kiscalledthecarryingcapacityofthebiologicalsystem,whichweinterpretasthegeographicalsizeofthe systemasinFlaatenandMjølhus(2005);Pezzeyetal.(2000)andSanchiricoandWilen(1999).Inourcontext,theresourceis thefishstockandthebiologicalsystemistheocean.Partsofthesystemmayhavebeenprivatizedthroughtheestablishment ofexclusiveeconomiczones.Hence,therearetwotypesofgeographicalzones:thehighseas,abbreviatedHS,thecommon propertywhereallstatescanfish(Art.87,UNCLOS1982),andtheexclusiveeconomiczones,abbreviatedEEZi,theprivate propertieswithexclusivefishingrightsofcoastalstatei(Art.56,UNCLOS1982).
Denotingtheentiresizeofthesystembyktotandtheshareoftheresourceforwhichnoprivatepropertyrightshave
beenestablishedby˛,wedefine: kHS=˛ktot and kEEZ=
1−˛
N ktot (1)
assumingforsimplicitythesamecarryingcapacityineachEEZi.Henceforth,˛∈[0,1]measurestherelativesizeofthe differentpatches.Itwillbecomeapparentthatinthefullyintegratedmodelwithdensity-dependentdiffusion,thisparameter canbeexclusivelyrelatedtothedegreeofsociallyconstructedexcludabilitywith˛=0implyingperfectsociallyconstructed excludabilityand˛=1perfectnon-excludabilityattherespectivelimits(seeTable1).Inthecontextofasink-sourcemodel, suchsimplificationisnotvalid.We encouragethereadertoconsultAppendix3intheSupplementarymaterial,which explainsunderwhichconditionstherelativepatchsizes˛canbelinkedtothedegreeofsociallyconstructedexcludability. Inourcontext,playersaresovereigncountriesengaginginfishing,i.e.,coastalstates,withexclusiveaccesstotheirown EEZandasharedaccesstothehighseas.WeabstractfromthefactthatEEZscouldbeofdifferentsizeandthatso-called distantwaterfishingstateswithoutEEZengageinfishinginthehighseas.
Thesteady-stateconditionisgivenbyasystemofN+1equations:
G(X)−H(X,E)+DX=0, (2)
withX= (X1,...,XN,XHS) thevectoroffishstocksinthevariouszones12,thevectorofefforts,E=
EEEZ1,...,EEEZN,EHS
whichisaphysicalmeasureofinput,13e.g.,timespentfishing,G (X) thevectorofgrowthfunctions,H (X,E) thevectorof harvestlevels,Dadiffusionmatrixaccountingforthemigrationoffishstocksacrosszones,and0avectorofzeroswithsize N+1.Hence,Eq.(2)statesthatinthesteadystate,growthandharvestarebalanced,accountingadditionallyforincoming andoutgoingstockflowsthroughmigration,suchthatthestockineachzoneremainsconstant.Clearly,thehighergrowth, themorecanbeharvestedinequilibriumandhencetheloweristhedegreeofrivalry.
ThecomponentsofG= (G1,...,GN,GHS) describegrowthofthestockineachzone,assumingthatgrowthrequiresan
initialpopulation,Gi
Xi
Xi=0=0,i=1,...,N,HS,is positiveaslongasthecarrying capacityhasnotbeenreached, Gi
Xi
Xi<ki>0,andstopsatthecarryingcapacity,Gi
XiXi=ki =0.14ThecomponentsofH=H EEZ1,...,HEEZN,HHSaretheharvestlevelsineachzonewhichdependbothonthevectorofstocks,X,andthevectorofefforts,E,i.e.,H (X,E). HEEZ1,...,HEEZN aretheharvestlevelsofeachcountryinitsownEEZ;HHSistheaggregateharvestlevelofallcountriesin thehighseas.Duetothemigratorybehavioroffishstocks,harvestfromeachzonegenerallydependsonallfishingefforts. Finally,thediffusionmatrixD=
dij,i,j∈{1,2,..,N,HS}containsallinformationneededtodescribethediffusionprocess; itisnotonlyimportantwhetherzoneiandzonejareconnectedviadiffusion(dij /=0anddji /=0)butalsothestrength
ofinteraction,i.e.,theabsolutevalueofdijanddji,aswellasthesign,withnegativevaluesofdij indicatingnetoutgoing
diffusionfromzoneitojandpositivevaluesnetincomingdiffusion.15
Fromaconceptualpointofview,migrationdeterminesthedegreeoftechnicalnon-excludability.Asitisvirtually impos-sibletoerectfencesintheoceantoseparatefishstocks,itistechnicallynotfeasibleforacountrytoexcludeothercountries entirelyfrombenefitingfromitsfisheryresources.Thus,therecanbesomedegreeofnon-excludability,stemmingfrom migration,evenifsociallyconstructedexcludabilityisperfect,i.e.,allpropertyrightshavebeenallocatedtostates,˛=0, andtheserightsareperfectlyenforceablethroughthedeclarationofEEZs(i.e.,weruleoutillegalfishinginEEZs).
11Hence,inoursetting,non-cooperativebehaviorisnotidenticaltowhatiscalledopenaccessinthefisheryliteratureaslongasNisfinite.Thatis,rents
arelowerinthenon-cooperativethaninthecooperativeequilibrium,butrentswillnotcompletelydissipatethroughentry.
12Wetalkaboutdifferentstocksindifferentzones,butonecouldalsotalkaboutdifferentsharesofthetotalstockasweconsideronlyonespecies.Inany
case,ifwetalkaboutthetotalstock,wemeanthesumofthecomponentsofthevectorX.Thetotalstockaswellasitsallocationisaresultofequilibrium effortlevelsasdescribedinSection3.3andtheexogenousparametersofthemodel,likeforinstancetheallocation,diffusionandcostparameter.
13Theaggregateeffortinthehighseas,E
HS,isthesumofeffortlevelsofallcountries,EHS=
i=1,..,NEHSi.Similarly,forharvestlevels,HHS=
i=1,..,NHHSi
asthehighseasisaccessiblebyallcountriesandisviewedasonezone.AmodificationofthisassumptionisconsideredinSection8.1.
14Appendix3inSupplementarymaterialexplainsthatnosuchconceptasaggregategrowthoverallzonesexists,growthisonlydefinedinaparticular
zone.
15Itwouldbemisleadingtothinkofthediffusionmatrixbeingsimilartothetransportationmatrixknownfromtransboundarypollutionasweexplainin
moredetailSection4.2andinAppendix2intheSupplementarymaterial.Theentriesinthetransportationmatrixarethesharesofemissionsofcountryi whicharedepositedincountryj.Hence,sharesliebetween0and1.Theentriesinthediffusionmatrixreflectthespeedanddirectionofmigrationbetween zones.Thus,notonlyunitsaredifferentbutentriescanbepositiveandnegativeandarenotboundedby1.Notethatthesteady-stateconditiondoesnot requirediffusiontovanishbutonlytobebalancedbygrowthandharvestineveryzone.
3.3. Economicmodel
Eachplayerreceivesaneconomicrentor,aswecallit,payoff˘ithatisobtainedfromtheharvestextractedfromthe
privateandpublicresource:
˘i=p·(HEEZi(XEEZi,EEEZi)+HHSi(XHS,EHSi))−Ci(EEEZi,EHSi) (3) wherethefirsttermcapturesrevenueswithpthe(constant)fishpriceandHEEZiandHHSi theharvestlevelsobtainedby
nationi,i=1,...,N,fromfishinginitsownEEZandinthehighseas,andthesecondtermrepresentsthecostfunctionwhich dependsoninputs,i.e.,efforts.Eachplayerihastomaketwostrategicchoices:thefishingeffortinhis/herownEEZ,EEEZi
andthefishingeffortinthehighseas,EHSi.
CooperationamongagroupofplayerscorrespondstotheestablishmentofanRFMOwiththepurposeofmanagingand conservingthefishstocksjointly.IfRFMOsareestablished,theyaresingleagreements,i.e.,noRFMOsco-existthatregulate thesamefishstock.ParticipationinanRFMOisvoluntaryandopentoallstatesasreflectedbyArticle8(3)oftheUNFish StocksAgreementin1995.Moreover,weassumethatstates,whichdecideagainstmembershipinanRFMO,cannotbe preventedfromharvestinginthehighseas.16
Inordertocapturetheseinstitutionalfeatures,wechoosefromthesetofcoalitionformationgamesthesinglecoalition openmembershipgameduetod’Aspremontetal.(1983)whichhasbeenfrequentlyappliedintheliteratureonIEAs(e.g., FinusandCaparrós,2015foranoverview)butalsoinotherareasofeconomicinterest(e.g.,Bloch,2003andYi,1997for surveys).Thiscoalitiongameisatwo-stagegame.
Inthefirststage,playersdecideupontheirmembership.ThoseplayersthatjointheRFMOformthecoalitionandare calledmembers,thosethatdonotjoinarecallednon-members.Thedecisionsinthefirststageleadtoacoalitionstructure
S,1,...,1
whereSisthesetofcoalitionmembersandtheremainingplayersaresingletons.Giventhesimplestructureof thefirststage,acoalitionstructureisfullycharacterizedbycoalitionS.Inthesecondstage,playerschoosetheireconomic strategies,whicharefishingeffortsinourmodel.Ineachstage,strategies(participationandfishingeffort)formaNash equilibrium.Thegameissolvedbackward.Inthesecondstage,givensomecoalitionShasformedinthefirststage,non-membersactnon-cooperativelyand max-imizetheirindividualpayoff,˘i,whilemembers,actingcooperatively,maximizetheaggregatepayoffoftheircoalition,
˘S=
i∈S ˘i:17 argmax (EEEZj,EHSj) ˘j(E)∀
j/∈S (4) argmax (EEEZS,EHSS) ˘S(E) (5)whereE=(EEEZ1,...,EEEZN,EHS1,...,EHSN)denotesthevectorofallfishingeffortswhereasEEEZS=
EEEZi i∈SandEHSS= EHSii∈SdenotethevectorsoffishingeffortsofthecoalitionmembersintheEEZsandinthehighseas,respectively.It
isimportanttonotethatwithinanRFMO,onlythememberwhoownsanEEZfishesinthisEEZ,butfishingeffortsin EEZsarecoordinatedacrossRFMOmembers.Inthehighseas,eachmemberfishesandmemberscoordinatetheirefforts. Coordinationmeansthatmembersareawareoftheexternalitiesamongeachother.Thatis,ceterisparibus,fishingreduces thestock,whichforthesameeffortreducesharvestand/orincreasesthecostoffishing.Moreover,fishinginzoneiwill eitherreducetheoutgoingdiffusiontootherzonesorwillincreaseincomingdiffusionfromotherzones,dependingonthe netdirectionofdiffusionifmigrationdependsonstockdensities.Similarly,inasink-sourcemodel,fishinginthesourcewill reducemigrationtothesink.
Thesimultaneousmaximizationof(4)and(5)deliverstheequilibriumfishingeffortsE∗(S).Asnotedabovealready,this equilibriumisidenticaltotheNashequilibriumknownfrommodelswithoutcoalitionformationifcoalitionScomprisesonly asingleplayer,S=
i,orisemptyS=∅.Moreover,ifcoalitionScomprisesallplayers,S=1,...,N,i.e.,thegrandcoalition forms,theequilibriumcorrespondstothesociallyoptimalfishingvector.Hence,theentirerangefromnocooperation,partial cooperationtofullcooperationcanbecapturedbythisapproach.Itisworthwhiletomentionthatthesolutionto(4)and(5)willbeidenticalforeverycoalitionS⊆
1,...,N,i.e.,the degreeofcooperationdoesnotmatter,ifandonlyifboth˛=0(nohighseas)andthereisnodiffusion.Thatis,thereis noexternalityacrossplayersandhencethestudyofRFMOsisnotinteresting.Thiswouldcorrespondtoasystemofclosed patcheswithnohighseas.Incontrast,evenifthereisnodiffusionbetweenanyzone,aslongas˛>0,thereisanareaof commonpropertyresourcethatcanbeexploitedbyallcountries.(Thiswouldbeasystemofclosedpatcheswithhighseas.) Thus,no,partialandfullcooperationimplydifferentvectorsofequilibriumfishingefforts.Thisisalsotrueevenif˛=0,i.e.,16 ThelegalbasisandtheimplicationsofgivingupthisassumptionarebrieflydiscussedinSection8.1.
17 TheassumptionthatRFMO-memberschoosetheirfishingeffortscooperatively,bothinthehighseasandintheirEEZs,isinlinewithFAO(2010),p.
123,whichstates:“EachRFMOis,interalia,calledupontoensurethatthemanagementmeasuresforthehighseassegmentsoftheresourcesandthosemeasures fortheintra-EEZsegmentsoftheresourcesarecompatiblewitheachother”.
Table2
FunctionalSpecificationofModel.
1)HarvestFunctions HEEZi
XEEZi =qiEEEZi XEEZi kEEZi,i=1,...,N;HHS(XHS)= N i=1 qiEHSi XHS kHS 2)CostFunctions Ci(Ei)=ciEi,i=1,...,N,HS 3)GrowthFunctions Gi(Xi)=riXi 1−Xi ki ,i=1,...,N,HS4)MigrationProcess:FullyIntegratedModel
EntriesofthedispersalmatrixD: dij=
dki/kj ifzonejisadjacenttoi 0 otherwise ∀j/=i dii=−d j/=i kj/ki ∀i
5)MigrationProcess:Sink-Source,HS=source
EntriesofthedispersalmatrixD: diHS=Nd ∀i=1,...,N
dHSHS=−d
0 allotherentries
6)MigrationProcess:Sink-Source,EEZs=source
EntriesofthedispersalmatrixD : dii=−d ∀i=1,...,N
dHSi=d ∀i=1,...,N
0 allotherentries
ri=intrinsicgrowthrateinregioni;XEEZi,XHS=stockinEEZiandHS,respectively;kEEZi,kHS=carryingcapacityinEEZandHS,respectively;qi=efficiency
parameterofcountryi;EEEZi,EHSi=effortsinEEZiandHS,respectively;dij=diffusionparameterbetweenregioniandj;ci=costparameterofcountryi.
allpropertyisprivatelyowned,aslongasthereisdiffusionamongatleasttwozonessuchthattheactionofoneplayerhas
animpactonatleastoneotherplayer.Hence,notonlyinafullyintegratedmodelbutalsoinsink-sourcemodel,equilibrium
effortswilldifferwiththedegreeofcooperation.
EquilibriumeffortsE∗(S) derivedfrom(4)and(5)togetherwiththesteady-stateconditionsofstocksin(2)havetobe
insertedintothepayofffunction(3)todetermineindividualpayoffs˘j/∗∈S(S) andthecoalitionalpayoff˘S∗(S).Thecoalitional
payoffwillhavetobedistributedinsomewaysuchthat
i∈S˘i∗(S) =˘S∗(S).FordetailsseeSection4.Havingdeterminedequilibriumpayoffsforeverypossiblecoalitionstructureinthesecondstage,wecannowproceed
tothefirststage.Inthefirststage,acoalitionSisconsideredtobestableifitsatisfiesthefollowingtwoconditions:
Internalstability
Nomemberi∈Sfindsitprofitabletodeviate,i.e.,thegainfromleavingthecoalitionisnon-positive:˘i∗(S{i})−˘i∗(S)≤
0,
∀
i∈S.Externalstability
Nonon-memberj∈/Sfindsitprofitabletojointhecoalition,i.e.,thegainfromjoiningthecoalitionisnon-positive:
˘j∗(S∪{j})−˘j∗(S)≤0,
∀
j/∈S.Notethatthegrandcoalitionisexternallystablebydefinition,asthereisnooutsiderleftthatcouldjointhecoalition.
4. Modelspecificationandsolutionprocedure
4.1. Preliminaries
Asmentionedabove,themodelissolvedbybackwardinduction.Themostcomplexpartrelatestothesecondstagein
whichoptimalfishingeffortshavetobedeterminedforagivencoalitionstructure.Forthis,thesystemofEq.(2),which
representsthesteady-stateconditions,andthefirst-orderconditionsderivedfrom(4)and(5)havetobesolved simultane-ouslyinordertoobtainsteady-statestocksandequilibriumfishingefforts.Thesolutiontothe3N+1equationswilldepend onthespecificationofthefunctionalrelationshipbetweenstocks,effortsandpayoffs.Thatis,wehavetospecifygrowth, harvestandcostfunctionsanddefineadiffusionmatrix,whichdescribesthemigrationprocess.ThisisdoneinSection4.2. Moreover,aswefaceahighlynonlinearsystemofequations,which,generally,cannotbesolvedanalytically,wehaveto relyonnumericalsimulations,whichwedescribeinSection4.3.
4.2. Functionalspecification
Inthissection,wespecifythefunctionalrelationships(seeTable2).Itwillbeapparentthatthespecificationsfollowthe mainstreamassumptionsintheliterature.
Regardingtheharvestfunction(Table2,firstrow),wehavetobearinmindthatexceptfortheextensionwhichwe considerinSection8.1,allcountriesareallowedtofishinthehighseaswhereasonlytheownerofanEEZisallowedtofish inthisterritory.Hence,theharvestinthehighseasisthesumoftheindividualharvestlevelsofeachcountry.Ascommonly
assumed,(total)harvestdependslinearlyon(total)fishingeffortsandstockdensities,withqidenotingthecatchability
coefficient,ameasureoftheefficiencyoffishingfleeti.Hence,forthesameeffort,countrieswillharvestmoreifthestock densityishigh(stockdividedbycarryingcapacity).
Itisacommonassumptionintheliteratureonfisherymanagement(Gordon,1954;Pezzeyetal.,2000andSanchirico andWilen,1999)thatcosts(Table2,secondrow)dependlinearlyonextractionefforts,thoughtheyarestrictlyconvexif expressedintermsofharvestlevels,whereciisthe(constant)marginalcostoffishingeffortofthefishingfleetofcountryi.
Themostcommonly usedgrowthfunction(Table2,thirdrow) isofthelogistictype whereri denotestheintrinsic
growthrateinzonei,whichisourmeasureofrivalrywiththedegreeofrivalryinverselyrelatedtothevalueofri.We
followHannesson(1998);KvamsdalandSandal(2008)andmanyothersandassumethatgrowthdependsonthelocal characteristicsofazone.Hence,evenifthegrowthrateriisthesameineveryzone,growthmaydifferacrosszonesbecause
stocksXiandstockdensitiesXi
⁄
kimaybedifferent.Moreover,notethatgrowthcannotgenerallybeaggregatedacrosszones. SeeAppendix3intheSupplementarymaterialfordetails.Threeaspectsneedtobeconsideredwhenspecifyingthemigrationprocess.
Firstly,thearrangementofzoneshastobespecified.WechooseanintuitiveandsymmetricarrangementoftheN+1 zones:theEEZsarearrangedinacirclewiththehighseasatitscenter,asdepictedinFig.1.Thisavoidsboundaryeffectsthat wouldemergewithalineararrangementandrepresentsagoodfirst-orderapproximationforthegeographicalsettingof manyexampleswhereanareaofhighseasissurroundedbycoastalzones.Agoodmatchofthisassumptionisforinstance the‘BananaHole’intheNortheastAtlanticorthe‘DonutHole’intheBeringSea(seeMeltzer,1994).
Secondly,wehavetodeterminethedirectionofmigration.(SeeSanchiricoandWilen,1999forageneraldiscussion.) Fig.1arepresentsourbasecase,Fig.1bandcconstituteextensions.InFig.1a,weassumethatdiffusionispossiblebetween alladjacentzonesandinalldirections.Thiscorrespondstothefullyintegratedmodelifdiffusiontakesplacebetweenall zonesandapproachestheclosedpatchmodelifdiffusioniszero.InFig.1band1cweconsideruni-directionaldiffusion,in linewithwhatiscalledasink-sourcemodel.InFig.1b,thehighseasisthesourceandtheEEZsarethesinks.Thereisno diffusionbetweenEEZs.InFig.1c,thisisreversed.TheEEZsarethesourceandthehighseasisthesink.Again,nodiffusion isassumedbetweenEEZs.
Thirdly,theintensityofmigrationbetweentwoneighboringfishinggroundsneedstobespecified(Table2,fourth,fifth andsixthrow).
ForthefullyintegratedmodelinFig.1a,weassumeadensity-dependentdiffusionprocess,i.e.,thestrengthofmigration betweenneighbouringfishinggroundsdependsonthedifferenceinstockdensities(e.g.,ArmstrongandSkonhoft,2006and SanchiricoandWilen,1999,2005).Thatis,thechangeofstockXiduetodiffusionbetweenzoneiandjovertimeisgivenby
∂
Xi∂
t i↔j =(i,j) Xj kj− Xi ki . (6)Ifthestockdensityinzonejislarger(smaller)thaninzonei,thistermispositive(negative)andthereisincoming (outgoing)diffusioninzonei.Bysymmetry,wehave:
∂
Xi∂
t i↔j = −∂
Xj∂
t i↔j . (7)Theparameter(i,j)maybeuniformacrosszonesormayreflectthecharacteristicsofadjacentzones.Wechoose(i,j)= d
kikj.Thatis,diffusionbetweenlargerzonesislargerthanbetweensmallerzones.Thismeansweusethegeometricmeanofthecarryingcapacities,
kikj,asascalingfactor.Thisseemstobemoreappropriatethansaythearithmeticmean,ki+kj
/2,whichwouldimplysignificantdiffusionevenifonecarryingcapacityisverysmall(i.e.,ki→0orkj→0).The
generalintensityofmigration,asacharacteristicofa particularspeciesiscapturedbythediffusionparameterd.This parameterdeterminesthegeneraldegreeoftechnicalnon-excludability.Forhighlymigratoryspecies,parameterdwould beverylarge.ThedetailsofhowdiffusioniscapturedbythediffusionmatrixinFig.1aaredescribedinAppendix2inthe Supplementarymaterial.
Takentogether,(i,j)determinesthespeedatwhichstockdensitiesarebalancedinagiventimespan.Notethatin asteady-state,therecanbenetdiffusionifequilibriumstockdensitiesinneighboringareasaredifferent.Moreover,the diffusionparameterdcanexceedthegrowthraterwithoutresultinginnegativestocksbecausetheabsoluterateofdiffusion inthesteady-statedependsnotonlyondbutalsoonthedifferenceindensities,whichwillbesmallwhendishigh.18The density-dependentmodelistypicallymotivatedbytheobservationthatfishmovefromhighertolowerdensitiesasthere islesscompetitionforfood.Itisalsoinlinewithrandommovements,whicharealsoknownasBrownianmotion.
Thedetailsofthesink-sourcemodelsasdisplayedinFig.1bandcareprovidedinAppendix1intheSupplementary material.Sink-sourcemodelsareconsideredtobeagoodfitforfishspecieswithaparticularmigratorypatternwhich
18 Forinstance,thinkofaverylowvalueofr(e.g.,whales).Inthiscase,itmayhappenthatparameterdislargerthanr,suchthatdifferencesinregional
harvesting(H)arebalancedbydispersal(D),ratherthanbygrowth(G),maintainingthesteady-stategivenbyG−H+D=0.Forsuchahighlymigratory, slow-growingspecies,astockthatisheavilyexploitedinoneregionwouldbereplenishedbyincomingdiffusionfromotherregionsratherthanintrinsic growth.
Fig.1. MigrationPatternandSpatialAllocationofPropertyRights*.
consistsofmovingfromasourcetoasink,regardlessofthepopulationinthesink.Differentfromthedensity-dependent model,diffusioncannotexceedgrowthinaninteriorsteadystate,whichweassumetohold.
Inordertofocusthediscussion,weassumethefullyintegratedmodelwithdensity-dependentdiffusionifnotmentioned otherwise,andtreatthesink-sourcemodelasanextensioninSection8.3.
4.3. Solutionprocedure
Despiteassumingparticularfunctionalformsasoutlinedintheprevioussubsection,generally,thetwo-stagecoalition gamecannotbesolvedanalytically.Inthecontextofcoalitionformation,thereareplentyofexampleswherethisrelatesto thefirststageofcoalitionformation,thedeterminationofstablecoalitions.Forinstance,thismaybeduetothecomplexity ofthespecificsetting(e.g.,Barrett,1994anddeZeeuw,2008)orduetotheasymmetryofplayers(e.g.,McGinty,2007and Pintassilgoetal.,2010).Inourcontext,thisrelatestothesecondstageofcoalitionformationandisduetothedeparture ofasinglefishingareaandthepossibilityofmigrationoffishstocksacrossareas.Bothfeaturesarerelatedtoourcentral
Table3
ParameterValuesinSimulations*.
SimulationRuns c r d ˛
A 0.5 0.5 0–1.28 0–1.0
B 0.25-0.75 0.5 0–1.28 0–1.0
C 0.5 0.25-0.75 0–1.28 0–1.0
* Parametervariationsforsimulationrunsareindicatedinbold;p=1,q=1andk
tot=4areassumedthroughout.
ideatocapturevariousdegreesofsociallyconstructedandtechnicalexcludability.Onlyforextremeparametervaluescan
analyticalsolutionsbeobtained.
Forinstance,ifwelet˛=1,thenthisisthemodelwithhighseasonly,andresultsfollowfromPintassilgoandLindroos
(2008)forsymmetricplayersandfromLindroos(2008)andPintassilgoetal.(2010)forasymmetriccostfunctions.Notethat inourmodeldiffusiondoesnotmatterfor˛=1becausediffusionismeasuredbetweenandnotwithinazone.
Bythesametoken,wecanconjecturethatifweletdiffusionparameterdgotoinfinity,thenthevalueof˛doesnot matter.Essentially,theallocationofpropertyrightsbecomesirrelevantbecauseveryfastdiffusioneffectivelylinksthemto onezone.Defacto,thiscorrespondstothesituation“onlyhighseas”with˛=1asmentionedabove.
Finally,if˛=0andalld=0,thereisnoexternality.Hence,secondstagefishingeffortsaresociallyoptimalregardless ofwhichcoalitionforms.Consequently,thereisnogainfromcooperationbutalsonoincentivetofree-rideandhencethe grandcoalitionisstableasweargueinResult4,Section6,below.
Takentogether,newinterestingresultscanonlybeobtainedintheinterioroftheallocationanddiffusionparameter spaceforwhichsimulationsarerequired.
Itisevidentthatcomputingtimeandcapacityrequirementsincreaseexponentiallywiththenumberofplayers.Forthis reason,weconfineourselvestothecaseofN=3players.Thisiscertainlytheminimumnumberofplayersinordertomake theanalysisofcoalitionformationinteresting,butasitturnsout,thisissufficienttoderiveinterestingqualitativeresults.19 ForN=3,wehavetoconsiderthreepossiblecoalitionstructures,namelythegrandcoalition,thetwo-playercoalitionsand theall-singletonscoalitionstructure.Furthermore,wewillrestricttheanalysistosymmetricparametervaluesforallplayers (andthereforewecandroptheindexforparametersqi,ci,andrihenceforth).ThisimpliessymmetricequilibriaintheNash
equilibriumandthesocialoptimum.Moreover,allpossibletwo-playercoalitionsareequivalentwithsymmetricpayoffsfor coalitionmembers(i.e.,equalsplitofthetotalcoalitionalpayoff),thoughtheydifferfromthepayoffofanon-member.20 Moreover,withsymmetry,internalandexternalstabilityarecloselyrelated(CarraroandSiniscalco,1993):ifacoalition withnplayersisnotinternallystable,thenthecoalitionwithn−1playersisexternallystable.
Simulationsrequiretheassumptionofnumericalvaluesfortheparametersofthemodel.Fortunately,acloserlookat thesystemofequationsrevealsthatresultswilldependononlyfewparameters.Thechoiceofparametervaluesfollows goodpractice,covering(almost)theentireparameterspace(undertheassumptionofinteriorsolutions)assummarizedin Table3.
Firstnotethatthetotalcarryingcapacityktotjustrepresentsascalingfactorwhichwenormalizeto4astherearefour
zones.21Moreover,allsubsequentresultsdonotdependonc,pandqindependentlybutjustontheirratio c
pq,withpqkctot beingcommonlyreferredtoasthe‘inverseefficiencyparameter’(seeMesterton-Gibbons,1993).Thus,wenormalizepand qto1andhenceonlyvaryc,resulting,ceterisparibus,inavariationoftherelationc
⁄
pq.Sinceinthissettingprohibitivecosts atwhichcountriesquitfishingaregivenbyc≥1irrespectiveofscenarioofcooperation,weneedtoassumec∈[0,1]for interiorsolutions.Inoursimulations,wesetthebasecasevaluetoc=0.5andconsidertwoothervalues:c=0.25and c=0.75.Fortheintrinsicgrowthrater,wechoosethecommonlyusedbasevaluer=0.5andconsidertwoothervalues: r=0.25andr=0.75.22Recall,thegrowthrateapproximatesthedegreeofrivalry.Forthediffusionparameteroursimulationscovertheranged∈ [0,dmax] inintervalsofd=0.08withtheupper
bounddmax=1.28thatapproximateswellthelimitd→∞.23,24Withrespectto˛,wecoverthewholerange˛∈[0,1],
19 Thisassumptionhasalsotheadvantagethatthedensity-dependentmodelisafullyintegratedsystem.Strictlyspeaking,afullyintegratedsystem,in
whichallzonesarelinked,doesnotexistifthenumberofzonesexceedsfour(duetothefourcolormaptheorem).
20 Thus,playersareex-antesymmetric(beforecoalitionformation)butmaybeex-postasymmetric,dependingonwhethertheybecomemembersor
non-members.Theassumptionofex-antesymmetricplayersiswidespreadintheliteratureoncoalitionformation,notonlyoninternationalenvironmental treatiesbutalsointhecontextofothereconomicproblems(see,e.g.,Bloch,2003andYi,1997foranoverview).
21 Thisisinlinewiththecommonnormalizationk=1inpapersthatdealwithonlyasinglezone(e.g.,Pezzeyetal.,2000).Inourmodel,assumingno
diffusionbetweenzoneswithktot=4andsetting˛=0.25resultsinfourisolatedzoneswithcarryingcapacitieski=1.SeeEq.(1).
22 Ourbasecasevaluesc=0.5andr=0.5arecommonlyassumedintheliterature(e.g.,Hannesson,1997andTaruietal.,2008).Notethatavariationof
thegrowthrateintherange0.25≤r≤0.75(e.g.,asconsideredinNøstbakken,2006)alreadyhasasignificantimpactontheoutcomeintermsofpayoffs. Forinstance,inmodelswithonlyasinglezone(e.g.,Pezzeyetal.,2000),whichcorrespondto˛=1inourmodel,aggregatepayoffsintheNashequilibrium atagrowthrater=2/3arealreadyashighasinthesocialoptimumatr=0.5.
23 Resultsford=d
maxdifferlessthan5%fromtheresultsinthelimitd→∞andconvergetowardsthe‘onlyhighseas’scenario(˛=1),whichcanbe
calculatedanalyticallyaspointedoutabove.
24 Forthedensity-dependentdiffusionmodel,d>>rispossiblesincediffusionwillalwaysceaseassoonasdifferencesinstockdensitiesarebalanced.
Incontrast,inourextensions,whichconsidersasink-sourcemodel,d<rmustholdtoensurethatasteady-stateexistsinwhichintrinsicgrowthcan balanceoutgoingdiffusionandharvest.
with˛=0implyingthattheentirefishingareacomprisesonlystate-ownedexclusiveeconomiczonesand˛=1implying thattheentireareacomprisesonlythecommonpropertyhighseas.25Allresultsaretestedintheentireintervalinsteps of˛=0.05.Notethatthecarryingcapacities,kEEZandkHS,followfromtheallocationparameter˛andthetotalcarrying
capacityisgivenbyktot=4(seeSection3.2,Eq.(1)).
Byvaryingtheallocationparameter˛andthediffusionparameterd,wemodeldifferentdegreesofsociallyconstructed andtechnicalexcludability,respectively,asshowninTable1.Atthesametime,weareabletocaptureallfourcategories ofsharedfishstocksashighlightedinfootnote7:transboundarystocks(˛=0andd>0),straddlingstocksandhighly migratoryfishstocks(0<˛<1andd>0)anddiscretehighseasstocks(˛=1).Wealsocapturethe“boundarycases”of non-sharedstocks(˛=0andd=0),i.e.,stationarystockswithinEEZs,andthecaseinwhichtheEEZboundariesbecome irrelevant(d→∞).Inourextensiontoasink-sourcemodelwith0<˛<1,d>0,andd<r,wecanadditionallycapture uni-directionalmigrationpatterns.
Throughthevariationofasingleparameterinacomparativestaticway,wecananalyzehowsucha(ceterisparibus) variationaffectsoutcomes.However,inreality,whencomparingforinstancedifferentfisheries,theywillusuallydifferin morethanoneparameter.Hence,interpretationsrequiresomecaution.Forinstance,increasingtheeconomicparameterc meansthatfishingbecomesmorecostly,andhenceeverythingelseequal,willleadtolowerefforts,lowerharvestlevelsand higherstocks.Increasingthegrowthraterimpliesafasterreproductionrate,whichwillleadtolowerorhigherequilibrium stocksinequilibrium,dependingonhowfishingeffortsareadjusted(seeResult3).
Importantly,parameter˛isaninstitutional/legalparameterdefiningfishingrights.Atthesametime,itdefinesthe relativesizeofhabitats,withpossibledifferentstockdensitiesinthevariouszones.Thequestionarises,whetheritisthe characteristicsofthebiologicalmodelthatdeterminetheimpactof˛onoutcomes(e.g.,equilibriumstocklevels)orrather thechangeinthelegalstatusassociatedwithavariationof˛.Wearguethat,inthedensity-dependentmodelwithsymmetric parametervalues,avariationof˛doesnotaffectthebiologyofthesystemassuch,and,hence,changesinstocklevelsare entirelytheresultofachangeofthelegalstatus.
Toseethis,consideranenlargementofEEZsasimplementedbythe1982UNCLOS(correspondingtoadecreasein˛). AssumingthatstockdensitiesweredifferentinthehighseasandtheEEZareasbeforethechange,thentherewillbea transitionphaseduringwhichanenlargedEEZwillexhibitaspatiallyinhomogeneousdistributionofstock.Aggregationof suchaninhomogeneousdistributionintoonesinglestockparameterXiwouldnotbefeasible,duetothenon-linearityof
thegrowthfunction(seeAppendix3intheSupplementarymaterialfordetails).Yet,ourmodelisnotintendedtocover suchatransitionphase.Inanewsteadystate,however,effortsandtherebythestockwithinonezonewillbedistributed homogeneouslyagain.Hence,intheex-postequilibrium,itistheeconomicimplication(i.e.,changeinfishingefforts)ofthe changeinthelegalstatusthatchangesoutcomes,andnotchangesofthebiology.Forinstance,letd=0andconsiderthe extremecases˛=0and˛=1.Non-cooperativeequilibriumstocklevelswillbelowerfor˛=1thanfor˛=0,notbecause stockdisappearsbutbecausenoterritoryispubliclyavailablefor˛=0andallterritoryisavailablefor˛=1.Thesameis trueinapartiallycooperativeequilibrium.Incontrast,inthesocialoptimum,˛willnotmatterfortotalstocks.Thiswillbe apparentfromResult1below.
AlloursimulationrunsareconductedwiththesoftwarepackageMaple18witha10digitprecision.Foreachparameter combination,weletMaplenumericallysolvethesystemofequationsfivetimes,eachtimewithdifferentstartingvaluesfor thevariablesstocksandefforts,uniformlydistributedwithintherangeofpossiblevalues.Forstocks,thisrangeisobviously givenby [0,kEEZ] and [0,kHS],respectively.Forefforts,therangeis [0,Emax].Forinstance,theupperlimitinthefully
integratedmodelisgivenbyEmax=
pq−c p2q2
rktot
3 ,whichcanbecalculatedanalyticallyandcorrespondstotheeffortofa
non-memberifacoalitionoftwoplayershasformedandtherearenoEEZs,i.e.,˛=1.Wedidnotobserveanydependencyon startingvalues.Moreover,solutionsconvergetoanalyticalresultsfortheextremeparametervaluesdiscussedabove.Finally, equilibriumvalueschangesmoothlywithachangeofparametervalues;nojumpsinequilibriumvalueshavebeenobserved. Takentogether,althoughwearenotabletogiveaformalproofofuniqueness,wehaveseveralheuristicindicationsthat multipleequilibriadonotariseinthismodel.ThisgivesusconfidencethatMaplecorrectlydeterminestheuniqueinterior equilibriuminoursimulationruns.
4.4. Qualifications
Whileourmodelisbasedonthemostcommonassumptionsininternationalfisheries(see,e.g.,Stavins,2011),wearewell awarethatsomeaspectsremainneglected(see,e.g.,Clark,2010).Withrespecttoresourcecharacteristics,wedonotdeal withtheagestructureofthestock,possiblepredator-preyrelationsrequiringamulti-speciesapproach,ormigratorypatterns whicharerelatedtothelife-cycleofaspecies.Wealsodonotmodelthemicroleveloffisherypoliciesandproduction,mainly relatedtothenationalimplementationofcooperativeornon-cooperativefisherypoliciesandtheproductionfunctionof individualfishermen.Thus,weneglectissueslikesetuporfixedcosts,policyregulationslikegearrestrictionsorallocation oftradable ornon-tradablefishingquotastoindividualfishermen,effortstoreduceby-catch,andportstatemeasures
25Thewaywehavesetupoursink-sourcemodel,neither˛=0nor˛=1makessense.Thus,˛∈[0.05,0.95]inthesink-sourcemodeltoensurethe
todeterillegal,unregulatedandunreportedfishing.Essentially,nationalimplementationisassumedtobeefficientand perfectlyenforceableinoursetting.WealsoignoretransactioncostsofimplementingandadministratingRFMOsasfor instanceconsideredinMcCarthyetal(2001)andforcommonpoolresourcesingeneral,inOstrom(1990).Hence,asa tendency,ourmodeloverestimatesthepossibilitiesofcooperation.Concerninginternationalfisheriesmanagement,our crucialassumptionisthatallcountriesfishintheirownEEZandthehighseas.Thisabstractsfromthefactthatsomecoastal statesarenotengagedinhighseasfishingandthatdistantwaterfishingstatesmightoperateinhighseasareasnotadjacent totheircoastalwaters.Italsomeansthatcoastalstatesdonotselltheirfishingrightstootherstates(accessagreements). InlinewithArt.87,UNCLOS1982,weassumethatnon-RFMOmemberscannotbedeterredfromfishinginthehighseas, coveringanalternativescenariowhereexclusionispossibleinabriefdiscussioninSection8.1.Finally,regardingthe sink-sourcemodel,thereremainsomeunsolvedissueswithrespecttotheaggregationofzonesasexplainedinAppendix3in theSupplementarymaterial.
5. Results:secondstageofcoalitionformation
Inthissection,weanalyzehowequilibriumfishingefforts,stocksandpayoffsdependonthedegreeofcooperationand thecrucialparametersofourmodel.Thiswillprovideusefulinformationfortheinterpretationoftheincentivestructureto formstablecoalitionsasanalyzedinthefirststageofcoalitionformationinSection6.Wefocusonthefullyintegratedmodel withdensity-dependentdiffusion,andtreatthesink-sourcemodelasanextensioninSection8.2.Asmentionedabove,the systemoffirstorderconditionsisasystemofnon-linearequations,whichcannotbesolvedanalytically.Nevertheless,itis instructivetoconsiderselectivefirstorderconditionsingeneralform.Supposecountryibehavesnon-cooperatively.Then thefirstorderconditionintermsofeffortlevelsinthehighseasofcountryiisgivenby:
∂
˘i∂
EHSi =∂
pHHSi(X,E)+HEEZi(X,E) −C(EEEZi+EHSi)∂
EHSi =0. (8)UsingHHSi=qEHSiXHS/kHS,HEEZi=qEEEZiXEEZi/kEEZi,andC(EEEZi+EHSi)=c(EEEZi+EHSi),wehave:
(i) (ii) (iii) (i
v
)pq
XHS kHS + EHSi kHS∂
XHS∂
EHSi + EEEZi kEEZi∂
XEEZi∂
EHSi − c=0 (9)Thus,amarginalincreaseofplayeri’seffortinthehighseas,implies: iamarginalincreaseinplayeri’sharvestlevelfromthehighseas(firstterm); iiamarginaldecreaseinthestocklevelinthehighseas(secondterm);
iiiamarginaldecreaseintheadjacentstocklevelinplayeri’sEEZviadiffusion(thirdterm)and ivamarginalincreaseinthecost(fourthterm).
Inthepresenceofdiffusion,playerichoosesafishingeffortinthehighseas,whichbalancesthepositiveimpacts(i) andthenegativeimpacts(ii),(iii)and(iv).Forthespecificfunctions,impact(i)and(ii)willdependonthesizeofthehigh seas,kHS,andimpact(iii)onthesizeoftheexclusiveeconomiczoneofplayeri,kEEZiandhenceallthreeimpactsdependon
parameter˛.Forimpact(ii),thenegativevalueonthestockinthehighseas∂XHS
⁄
∂EHSiwillalsodependonthegrowthrate r.Forimpact(iii)thenegativevalueonthestockinplayeri’sEEZ∂XEEZi⁄
∂EHSiwilldependontheintensityofdiffusionand henceonparameterd.Theimpactisalwaysnegativebecausefishinginthehighseaseitherreducesincomingdiffusioninto playeri‘sEEZ,orincreasestheoutgoingdiffusionfromthisEEZtothehighseas,dependingontheequilibriumstocklevels inthedifferentzones.NotethattheFOCcapturesonlytheimpactofeffortsonownpayoffs;externalitiesimposedonother playersarenotinternalizedaslongasthereisnocooperation.
Tomakethingsevenmorecomplicated,wenotethatplayerialsohasafirstorderconditionforhiseffortinhisEEZ,taking careofdiffusionbetweenthehighseasandhisEEZ.Moreover,thefirstorderconditionsofacoalitionwouldshowadditional marginaleffectsacrossmembers’EEZsandthoseEEZsandthehighseasascoalitionmembersbehavecooperativelyby maximizingaggregatepayoffs.
Fornotationalconvenience,weskipinthefollowingtheterm“equilibrium”.Unlessotherwisestated,wealwaysreferto efforts,stocksandpayoffsintherespectiveequilibrium:no,partialandfullcooperation,i.e.,allsingletoncoalitionstructure, two-playercoalitionandgrandcoalitionwiththreeplayers.Wemayrecallthatthedegreeofsociallyconstructed(technical) excludability,measuredbytheallocationparameter˛ (diffusionparameterd), isinverselyrelatedtothevalueof this parameter.Thesameholdsforthedegreeofrivalrymeasuredbytheintrinsicgrowthparameterr.
Result1:theroleofsociallyconstructedandtechnicalexcludability
Underfullcooperation,thetotalfishingeffort,totalstockandtotalpayoffareindependentofthedegreeofsociallyconstructed excludability(allocationparameter˛)andthedegreeoftechnicalexcludability(diffusionparameterd)wheretotalsreferto
aggregationoverallplayersandzones.Undernoandpartialcooperation,thetotalfishingeffortsoverallplayersincreaseinthe parameter˛andthediffusionparameterd.Accordingly,thetotalstockintheentirefishingareaandthetotalpayoffoverall playersdecreasesin˛andd.
Inthesocialoptimum,neitherthedistinctionbetweenhighseasandEEZsmattersforequilibriumstrategiesnorthe levelofdiffusion.Thisisbecauseinthesocialoptimumexternalitiesacrossallplayersarefullyinternalized,i.e.,thesocial plannermaximizestheaggregatepayoffoverallplayersandzones.Effortsaredistributedsuchthateffortdensities,i.e., theeffortsperareaEEEZ,i/kEEZandEHS,tot/kHS areequaleverywhere,irrespectiveofdand˛.Accordingly,stockdensities
XEEZ,i/kEEZandXHS/kHSarethesameineveryzoneandindependentofdand˛.26Thissubstantiatesourclaimabovethat
forthedensity-dependentmodel˛doesnotaffectthebiologyofthesystemassuch.Thisisalsotruefornoandpartial cooperation,thoughachangeof˛changespropertyrightsandhenceequilibriumfishingefforts.
Undernoandpartialcooperation,ahighvalueof˛,i.e.,alowdegreeofsociallyconstructedexcludability,aggravates over-exploitationandleadstohigherefforts,whichisreflectedinlowerstocksandpayoffs.Similarly,thehigherthediffusion betweenzones,i.e.,thelowerthedegreeoftechnicalexcludability,themorewillthefishstockbeexploited(highfishing efforts),resultinginlowstocks.Thistranslatesintolowindividualpayoffsandalowtotalpayoff.Forthetotaleffortand totalpayoffundernocooperationthisisillustratedinFig.2,withsimilargraphsforpartialcooperation.27
Thenextresultmeasurestheimportanceofcooperationasafunctionofourmodelparameters.Weconsiderrelative normalizeddifferences(asabsolutevalueshavenosensiblemeaninginastylizedmodel)relatedtothebenchmarkfull cooperation.
Result2:totalstocksandpayoffsunderdifferentdegreesofcooperation
Letthetotalfishstockintheentireareaandthetotalpayoffoverallplayersunderfull,noandpartialcooperationbedenoted byXF,XN,andXP,and˘F,˘Nand˘P,respectively,then
a) XP−XN XF andX F−XN XF increasein˛andd; b) ˘P−˘N ˘F and˘ F−˘N ˘F increasein˛andd.
Result2stressesthattherelativeimportanceofcooperation,eitherpartialorfull,increaseswiththedegreeof intercon-nectednessbetweenplayers,inlinewithSampsonandSanchirico(2019).Thatis,theimportanceincreasesthelowerthe degreeofsociallyconstructedandtechnicalexcludability,i.e.,thehigherthespatialallocationparameter˛andthehigher thediffusionparameterdare.Inotherwords,if˛and/ordarehigh,wewouldhopethatfullcooperationoratleastpartial cooperationisstablewhichistestedinSection6.Incontrastforlowvalues,cooperationdoesnotmattermuch.
Thenextresultlooksattheeffectofavariationofthecostparameterc,reflectingtheunitproductioncostoffishing,and thegrowthparameterr,ourindicatorofthedegreeofrivalry,reflectinghowfastthestockrecoversfromfishing.
Result3:theroleofthecostandgrowthparameterunderdifferentdegreesofcooperation
a)Totalequilibriumeffortsandpayoffsdecreasewhilestocksincreaseinthecostparameterc. Thisholdsirrespectiveofthe allocationparameter˛,thediffusionparameterd,andthedegreeofcooperation.XP−XN
XF andX F−XN XF aswellas ˘ P−˘N ˘F and ˘F−˘N
˘F decreaseincwheneverthereisdiffusion.
b)Totalequilibriumeffortsandpayoffsincreaseinthegrowthparameterr.Thisholdsirrespectiveoftheallocationparameter˛, thediffusionparameterd,andthedegreeofcooperation.Underfullcooperation,equilibriumstocksareindependentofr.Under noandpartialcooperationthetotalstockincreasesinrwheneverthereisdiffusion.XP−XN
XF andX F−XN XF aswellas˘ P−˘N ˘F and ˘F−˘N
˘F decreaseinrwheneverthereisdiffusion.
TheintuitionofResult3aisstraightforward.Withincreasingunitproductioncosts,equilibriumfishingeffortsarereduced, resultinginlowerpayoffs,thoughhigherfishstocks.Thusfromanecologicalpointofview,higherproductioncostshelp topreservefishstocksbutfromaneconomicpointofviewitreduceseconomicrents.Shrinkingrentsunderallscenarios ofcooperationwithincreasingcostsalsoimpliesthattherelativedifferencesintotalpayoffsbetweenthetwocooperative
26Obviously,thisresultrestsontheassumptionofsymmetricparametersandinparticularsymmetricdispersalpatterns.Forasymmetry,anoptimal
fishingpolicy,i.e.,theallocationofefforts,aswellasresultingstockdensitiesdependonthecharacteristicsoffishinggroundsanddispersalpatterns(cf. CostelloandPolasky,2008).
27WithrespecttoFig.2notethatsimilargraphsareobtainedforothercombinationsoftheparametervaluesofcandr.Thosecombinationsfollowfrom
Table3.Hence,thereasixc-r-parameterconstellationsconsideredinthesimulationsundernocooperationandthesameistrueforpartialcooperation, whichgiverisetoResult1.Consequently,giventhenumberofsubsequentresults,itisevidentthatwecannotdisplayallsimulationresultsingraphs. However,allgraphsareavailableuponrequestfromtheauthors.
Fig.2.TheEffectofSociallyConstructedandTechnicalExcludabilityonTotalEffortandPayoffunderNoCooperation*.
*Effortsandpayoffsareexpressedinrelationtothesocialoptimumwhichisbeingsetto1.Effortsandpayoffsinthesocialoptimumareindependentof dand˛.Theallocationparameterisvariedfrom˛=0to˛=1(seearrow).Forthecostandgrowthparameterbasecasevaluesareassumed(c=0.5and r=0.5).
scenariosandthenon-cooperativescenariobecomesmaller.Thus,theneedforcooperationdecreasesinthecostparameter c.28
AlsoResult3bisinlinewithintuition.Ahighgrowthrateencouragesfishingandisassociatedwithaneconomic advan-tage.However,higherfishingeffortsdonotnecessarilyimplylowerstocksastheresourcerecoversmorequicklywithahigh growthrater.Onlyifdiffusionisirrelevant,e.g.thereisfullcooperationortheentirefishingareaispublic(˛=1),ahigher
28 Itmaybeworthwhiletorecallthatnottheabsolutevalueofcmattersbuttheratioc
⁄
pq.Thus,ahigherchasthesameeffectasalowerpriceporalowercatchabilitycoefficientq,measuringthetechnologicalefficiencyofharvestingfish.Hence,ahighpriceandtechnologicalefficiencyaredetrimentaltothe ecologicalsystembutareconducivetoeconomicrentsandmakecooperationparticularlyvaluablefromanormativepointofview.