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Contentslistsavailableat ScienceDirect

International

Journal

of

Industrial

Organization

www.elsevier.com/locate/INDOR

Demand-driven

integration

and

divorcement

policy

Patrick

Legros

a,b,

,

Andrew F.

Newman

b,c

aUniversité libre de Bruxelles (ECARES), Belgium; and Northeastern University, United States

bCEPR,London,UK c

BostonUniversity,UnitedStates

a r t i c l e i n f o Articlehistory: Availableonlinexxx JELclassification: D23 D43 L2 L4 L5 Keywords: Theoryofthefirm Reversecausality Verticalintegration OIO Regulation Antitrust a bs t r a c t

Traditionally, vertical integration has concerned industrial economists only insofar as it affects market outcomes, par-ticularly prices. Thispaperconsiders reversecausality, from

prices– andmoregenerally,fromdemand– tointegrationin amodelofadynamicoligopoly.Ifintegrationiscostlybut en-hancesproductiveefficiency,thenatrendofrisingpricesand increasing integration could be due to growing demand, in whichcaseadivorcementpolicyofforceddivestituremaybe counterproductive.Divorcementcanonlyhelpconsumersifit underminescollusion,butthentherearedominatingpolicies. We discuss well-known divorcement episodes in retail gaso-lineandBritishbeer,aswellasotherevidence,inlightofthe model.

© 2016TheAuthors.PublishedbyElsevierB.V. ThisisanopenaccessarticleundertheCCBYlicense (http://creativecommons.org/licenses/by/4.0/).

This paper has benefited from comments by seminar participants at Université libre de Bruxelles,

CRESSE 2014,Tilburg university(TILEC)and ParisDauphine.The authorsare grateful tothe Editor and the referees fortheir comments.Legros gratefully acknowledges support of the European Research Council (AdvancedGrant339950).

Correspondingauthorat:Université libredeBruxelles(ECARES),Belgium.Tel.:+3226504219;fax:32

26504475.

E-mailaddress:[email protected] (P.Legros).

http://dx.doi.org/10.1016/j.ijindorg.2016.04.007

0167-7187/© 2016TheAuthors.PublishedbyElsevierB.V.ThisisanopenaccessarticleundertheCC BYlicense(http://creativecommons.org/licenses/by/4.0/).

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1. Introduction

A regulator observes that the firms in an industry he suspects of being imperfectly competitivehavebeenverticallyintegratingovertime.Armedwiththetraditionaltools ofindustrialeconomics,hereckonsthateitherintegrationisoccurringbecauseitenhances theproductiveorallocativeefficiencyofthefirmsintheindustry,orbecausethefirmsare attemptingtoenhancetheirmarketpower.Efficiencygainscanarisebecauseintegration orverticalrestraintshelptheverticalchaintointernalizesomeexternalities(e.g.,double marginalizationorfreeridingbydistributors),inwhichcasepricesoughttofall. Market powerenhancementcouldbeduetoforeclosure (increaserivals’costs,refusaltosupply) ortoincreasedabilityforverticalchainstocollude;eitherway,pricesshouldriseeitherat thewholesaleorretaillevel.1Hence,theorysuggeststhatintegrationmay lead tohigher or lower prices depending on whether the dominant effect is foreclosure or efficiency. Telling the differenceis straightforward: if prices arefalling with integration, efficiency effectspredominate.Iftheyarerising,likely thefirms aresucceedinginenhancingtheir marketpower.

Inthecaseofdecreasingprices,theregulator,whosemainconstituencyisconsumers, has little reason to be concerned. In the other case, though, the regulator might be temptedtoinvokea divorcementpolicyinordertolimittheapparenteffectsof integra-tion,either byinterveningin thecontrol structureoftheproductionchain (forinstance byorderingfranchisegasolineretailersratherthantheirsupplyingrefinerstomake pric-ingdecisions)or,moredrastically,byorderingassetdivestitures(asintheforced saleof pubs bythe brewersthat own and supply them).2 Being a practical person mainly in-terestedin effectivepolicyimplementation,theregulatorisnotapttoasktheseemingly academic question of why integration hasincreased recentlyrather than some time in the distant past;the issue is how to actgiven the risein prices.(Inthe case offalling prices,the regulator mighttake reasonable comfort in chalking itup to changes in the technologyofproductionordistribution.)

Butasisoftenthecase,therearedangersinavoidingtheacademicquestions.Indeed, inoft-studiedcasesinUSretailgasolineandBritishbeer,regulatorsimposeddivorcement policies following long periods of increasingintegration and risingprices. Whatensued

1

Seee.g.,LafontaineandSlade(2007);ReyandTirole(1997);Riordan(2005).Onbalance,theempirical literature tends to provide support for the efficiency effect of vertical integration or vertical restraints (Cooperetal.,2005;LafontaineandSlade,2008).

2Thetermsdissolution,divestitureanddivorcementareoftenusedinterchangeably.Thefollowingexcerpt

fromOppenheim(1948)– citedinAdams(1951) – clarifiesusage:“divestiturereferstosituationswherethe defendantsarerequiredtodivestthemselvesofproperty,securitiesorotherassets.Divorcementis[...]used toindicatetheeffectofadecreewherecertaintypesofdivestitureareordered.Itisespeciallyapplicableto caseswherethepurposeoftheproceedingistosecurereliefagainstanti-trustabusesflowingfrom[vertically] integratedownershipandcontrol.Theterm‘dissolution’isgenerallyusedtorefertoanysituationwherethe dissolvingofanallegedlyillegalcombinationorassociationisinvolved,includingtheuseofdivestitureand divorcementasmethodsofachievingthatend.Whiletheforegoingdefinitionsdifferentiatethree aspects ofremedies,thetermsarefrequentlyusedinterchangeablywithoutanytechnicaldistinctionsinmeaning.” WethankYossiSpiegelforsuggestingthisreference.

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wasasurprisingcontinuation ofrisingpricesinsteadoftheexpectedfall. Whatismore, firms’profitabilityfell,despitethepriceincreases.

Standardindustrialeconomictheorieshaveahardtimeexplainingtheseepisodes,but they make sense in the light of more recent developments in organizational economics, which has traditionally been concerned with the causes of integration more than its consequences (at least for the market). Ina nutshell, the combination of rising prices, increasingintegration,andreducedprofitswithcontinuedrisingpricespost-divorcement canallbeattributedtoefficiencyeffects along with rising demand :inthisview,causality runs from demand to integration, rather than from integration to market outcomes. The basisforthis explanationis verysimple.Ifintegration indeed increasesproductive efficiency– aviewthatalsohasseveral,sometimescompeting,sometimescomplementary, foundationsinorganizationaleconomics– thenitfollowsfrommaximizingbehaviorthat demand conditions must influence the integration decision. For if integration is costly, as ithastobe,else firmswouldalwaysintegrateto themaximumpossible extent,then theproductivitygainitoffersisonlyworththecostwhentheextraoutputproducedis sufficientlyvaluable,namelywithhighdemand.Ifdemandislow,thecostofintegrating outweighs thebenefit,andthefirmremainsnon-integrated.

Theinfluence ofdemandonintegrationisat theheartofa recentpaper(Legrosand Newman,2013),whichconsidersthecaseofperfectcompetition,wherethelogicismost transparent. Inthiscase, therole ofdemand isrepresented entirely bytheprice ofthe final product that aperfectly competitivesupply chainfaces. Thegist of theargument can be madeinthefollowing reducedformmodel.Supposethat achain’s technologyis represented bythecostfunction

φ( d )c (q) + h (d ),

where q isoutputand c (q )isastandard costfunction;weassumethatthereare eventu-allydiminishingreturnstoscalesothatthischain isnotabletoserve theentiremarket at constant marginal cost. Thechoice variable d isthe d egree or d epthof vertical inte-gration,forinstance,thenumberofunitsinthesupplychainthatbelongtoasinglefirm withtherestremainingstand-alonefirms.3Thefunction φ( d )representshowintegration affectsproductiveefficiency; h (d )representscostsofintegration.Examplesoftheformer include improved coordination(Hart andHolmström, 2010);bettermultitasking incen-tives (Holmström and Milgrom, 1991); alignment of control and incentives (Grossman andHart,1986;HartandMoore,1990);orreductionsinthecostsoftransactions, adap-tation,oropportunism(Kleinetal.,1978;Williamson,1971;1975).Inmanycases,costs

h (d ) can be generated by the same factors: incentives over multipletasks are difficult to balance, and ceding control often means exchanging one incentive problem for an-other, resultingindecisions that aredifficultforsome partiesto achievegiventraining,

3Thisisadrasticsimplification,sincecombinationsofthemembersofthesupplychainintoseveral

non-singletonfirms,letalonerecombinationsacrosssupplychains,arenotallowed.Butitisenoughtomake thepoint.

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priorinvestments,orvision.Ortheymayresultfrom maintainingacommunicationand monitoring infrastructurewithinthefirm.4 Assumingthat thechain chooses d and q to maximizeits(joint)profits P q − φ(d )c (q) − h(d )givenmarketprice P ,afirstobservation is that P affects the choice of integration level, justas it affects the choice of quantity produced, because itis a parameter of anoptimization problem. To be more concrete, assumethat φ( d )is decreasing and h (d ) increasing.Then profitis supermodular in the choices(d , q )andhasincreasingdifferencesin(P , q ).Asaresult,optimal q andtherefore optimal d increasewith P :whenoutputismore valuable,andthechainthereforewants toproducemore ofit,itisworthinvestingmorein thereducedcostsofdoingso.5

Now consider the policy maker’s conundrum. If demand was increasing over time (and not compensated by entry), then price would be rising. This wouldinduce firms to integrate more; their costs would be lower and profits (both net and gross of the integrationcost)higher.Eachfirmwouldsupplymore(butnotsomuchthattheindustry price would be reduced to its previous level, else firms wouldreturn to their previous integrationandsupplylevelsleadingtoexcessdemand).Thenewequilibriumpricewould behigher,butrather despite integrationthanbecauseofit.Forifthepolicymakerforced firmstoreduceintegrationtosomepriorandlowerlevel,theircostswouldrise,industry supply would be lower and the price even higher. This outcome is evocative of what happenedinthegasolineandbeerepisodesthat wedocumentinSection 4.

Of course, there are important differences, notleast that neither of these industries appearedtobe prima facie competitive.Extendingtheperfectlycompetitiveframework toanoligopolisticoneisthetaskofthispaper.Wearenotattemptinganysortof gener-alityhere,onlyenoughto highlightsome oftheissues.Weconsider amodel ofCournot competitionamongsupplychainsthatcan choosethelevelofverticalintegration,which reducestheirmarginalproductioncost.Thisisanappropriatesettingtoaddressanother policy concern – expressed for example by policy makers in the British beer case – of whetherandhowintegrationfacilitatescollusionamongthesechains,aswellhowpolicies that regulatehowintegratedaffectindustryperformance.

1.1. Summary of findings

Thefirstobservationisthatthereisaconflictofinterestbetweenfirmsandconsumers concerning thelevel of integration: as in other efficiency models, consumers wouldlike

4

Typically in organizationalmodels, at least partof the costs or benefits of integrating are private, unobservable,andinanycasenon-contractible.Practicallyspeakingthismaymeanthattheywillbedifficult forthe empirical investigatoror policymakerto observe. Inparticular adistinction between gross(i.e. revenueminuscostsofmeasuredinputs)profitabilityandnetprofitability(grossprofitsminusintegration costs)isworthbearinginmind.

5

Tobesure,insomemodels,particularlythoseinwhichincentivesplayarole,theextentoftheefficiency gains, orthe costs ofintegrating, may depend onother variables besidesd, suchas theprice Por the distributionoftheprofitsamongthevariousproductionunits.ForinstanceinLegrosandNewman(2013), boththeintegrationbenefitandtheintegrationcostdisplaydecreasingdifferencesin(d, P), butthenet effectisthatdisalwaysincreasinginP.Othermodelsoffirmsmayhavenon-monotonicpredictions;indeed, thedifferencesacrossmodelscouldenablemarketdatatoserveasaprovinggroundfororganizationtheory (LegrosandNewman,2014).

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there tobeahigh degreeofintegration,sincethattendstowardlowcostsandtherefore low prices. But from the point of view of the firms in the market, there is too much integration: each firm confers a negative externality on its rivals when it integrates, because thecost reduction resultsin business stealing. In equilibrium, while measured profits may be substantial due to low marginal production costs,net profits that take account ofthecostofintegration(butat leastinsome oftheinterpretationsalluded to above wouldbedifficulttomeasure),will below.

Second, asin theperfectlycompetitivecase,demand plays a rolein determiningthe integration decisions that firms make. Increasing demand always increases integration. But whether itis accompaniedby rising or falling prices depends on whichparameter ofthe(linear)demandisshifting.Consistentwiththemodel,co-variationofintegration and price is notalwaysobserved: indeed the beer and gasoline casesappear somewhat unusual inthetrendsthatledto thepolicyresponses.

Third,wecanaddressthequestionofwhetherintegrationservestofacilitatecollusion, which seems to have been a particular concern for regulators in the British beer case (Spicer et al., 2012). A first answer is not at all: as we have suggested, the industry notonlyhasacollectivemotivetorestrictoutput,but alsotoreduce integrationlevels. Indeed,iftheyareabletosustaincollusionthroughrepeatedinteraction,thentheywill choosea lower integrationlevelthantheywouldinthenon-collusiveCournotequilibrium. Inthismodel,atleast,highlevelsofintegrationserveassignsoflowlevelsofcollusion.6 But there is a sense in whichintegration can support collusion. Forthe punishment inflicted ona deviatorfrom acollusivestrategyprofileinwhichlowlevelsofintegration andoutputarebeingsustainedistoreverttothehigherintegrationandoutputlevelsof Cournotequilibrium.Ifintegrationwereexogenous,oratleastcappedatalowlevel,this punishmentwouldnotbesosevere,andcollusionmoredifficulttosustain.Bythreatening the very low Cournot payoffs that integration affords, it is the possibility, rather than thereality, ofmoreintegrationthat helpssustaincollusion.

Our fourth finding concerns theeffects of divorcement policy, modeled as a binding cap on integration that is below the current level, and therefore requires divestment of assets.It follows from the over-investment result that if the industryis in the non-collusiveequilibrium, thendivorcementtypically helpsfirms.Consumersarenothelped bythis, ofcourse,becausemarginalcostsandthereforepricesrise.

If,however,theindustrywascolludingbeforethedivorcementpolicyimplementation, thentwothingscanhappen.Eithercollusioncontinuesanyway,inwhichcaseconsumers are harmed relative to the pre-divorcement outcome because marginal costs have in-creased,oritisundermined, becausetheCournotpayoff isnowrelativelyhighanddoes not constitute an adequatethreat against deviation. This provides a potential benefit to consumersthat wouldin generalhave tobeweighedagainsttheincreasein marginal

6Tobesure,acollusiveindustrythatexperiencesrisingdemandwouldincreaseitslevelofintegration,

justasamonopolistwould.Butanon-collusiveindustrywoulddothesame,andwouldalwayshavehigher levelsofintegrationthanthecollusiveone.

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costsresultingfrominefficientorganization.However,asdiscussedinthefinalsectionof the paper, which considers the gasolineand beer divorcement episodes in more depth, itdoesnotappear ineithercasethatthetrade-off betweencollusionandorganizational inefficiencywasmanagedtoconsumers’benefit.

This is not to say that leaving industries unregulated is optimal. We discuss more generalintegration regulationsthat place caps onintegration that neednotforce firms to divest. These may still destabilize collusion by increasing the Cournot payoff, but wouldhavelessdetrimentaleffectsoncostsincasetheydonot.7

1.2. Links to the literature

Ourmodel is similarto models of investmentin costreduction,where thereduction inthemarginalcostofproductioncomesattheexpenseofahigherfixedcost(seeVives, 2008forarecentsurvey),andinastaticworld,therewouldbeindeedverylittledifference in interpreting d as an investment in process innovation or degree of integration. The differenceofinterpretation isimportantwhenweconsider dynamicsandcollusionsince we willassume thatthe costreduction istemporary and thereforereversible:firms can choosethelevelofintegrationeachperiod.Thisassumptionofreversibilitywouldbehard torationalizeinamodelwherethecostreductionisduetoinnovation.Theassumptionis natural,however,in anorganizational contextsincefirms candivest assets,or integrate more assetseachperiod.8

Thechoice of d affectstheabilityoffirms to compete,sinceitmodifiesthemarginal cost,butdoesnotmodifythedemandfortheproduct.If d couldalsomodifythequality oftheproducts,therewouldbeademandeffect,asinSutton(1991),withtheimportant caveatthat thecost h (d )isnotsunkbut fixed.

There issurprisingly little literatureontacit collusionwhenfirms make investments thataffectcosts(ordemand)beforecompetitionontheproductmarket.Anexceptionis Nocke(2007)whichconsiderscollusioninasunkcostindustry;investmentspermanently modifythedemand fortheproducts.Thisisnotthecasein ourworldsinceintegration decisions arereversible.SeealsoSchinkelandSpiegel(2016) inthis volume.

Our resultshelp us understand the role that organizational design can play in tacit collusion,andhighlightthattheremaybecostsandfewbenefitsofforcingfirmstodivest even after observing covariation of prices and integration. They should not, of course, beinterpretedasimplyingthatdivestmentandotherformsofintegrationregulationare never desirable. For instance when vertical integration may lead to input foreclosure, divestitures may be pro-competitive (Sibley and Weisman, 1998; Vickers, 1985). But policymakersoughttobe awarethat upwardtrendingpricesand profitsin thewakeof

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Thepossibilitythatregulationmayenhancewelfarebylimitingcollusionthroughrestrictionsthatonly bindoff theequilibriumpathhasbeenobservedinothercontexts;seeChassangandOrtner(2015).

8Clearly,transactioncostsinthemarketfortradingassetswilllimitreversibility;somethingweignorehere

butwouldberelevantinageneralanalysis.Theassumptionwemakeisinlinewithorganizationaltheories suchasthe“propertyrights” literature,whichemphasizetheprivate andincentivecostsofrelinquishing controlrightsunderintegration.

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integration need not be the resultof foreclosure. As has been notedin other contexts, caution must be exercised in the design of policies that regulate vertical relationships (Cremer etal.,2007;Fiocco,2011;HöfflerandKranz,2011;KarlandLegros,2015). 2. Amodelofintegration

We consider an industry populated by vertical supply chains that are isolatedfrom each other exceptat thefinal downstream stage, where theysellin a commonmarket. Intermediategoodsalongthesupplychainhavenomarket.Thisportraitoftheindustryis mainlyforsimplicity,butitisalsointhespiritofmuchoftheorganizationliteraturethat emphasizes “relationshipspecificity.” Anexamplewouldbecoal-firedelectricgenerating station locatednextto a coalmine: coaliscostly totransport and lowin value,so the mine’smarketislimitedprimarily tothepowerplant,buttheelectricitycan besoldin a nationalmarketviathepowergrid.Ourreducedformmodel isconsistent withricher theoriesofintegration, e.g.,LegrosandNewman(2013).

Thetiming ofthemodel isasfollows:

Thereare n downstreamproducersindexedby i or j ,andeachmakesadecision d to integratewithsuppliers(wedonotconsiderhorizontalintegration).

Integrationdecisions areobservedandfirmschoose thequantitytoproduce.

Theproductmarketclears,thatisif Q isthetotalquantityproducedbythefirmsthe priceonthemarketis P (Q ):= a − Q, thepriceequaltovalueoftheinversedemand functionat Q ,where a > 0.

If thedegreeofintegration ina firmis d [0, d ], andthequantityproducedis q ,the cost borne by the firm is C (q ; d ), where to simplify the analysis we use the following specification:

C( q; d ):=(c − d)q +d 2.

ToinsureaninteriorsolutioninthechoiceofintegrationintheCournotgame,weassume that c isnottoo smallwithrespectto a :

c < a < (n +1) 2

n c. (1)

Thecost d 2isbestthoughtofas“fixed” andindependentofoutputorprice.Firmsmake

a decisiononthedegreeofintegration d andthehigher d isthelarger arethefixedcost

d 2 andthereductionofmarginal cost c − d.Thekeyfeatureof ourspecificationforour resultsis that thecostfunctionhasnegative crosspartials in d , q ,that is themarginal costofproductionisa decreasingfunctionofthedegreeofintegration.

2.1. Cournot equilibrium

Weconsidersubgameperfectequilibriainintegrationdecisions{d i},whicharefollowed

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choicesofintegrationbyallfirmsin theindustrybecausethemarginalcostsoffirms are affectedbythese organizationalchoices.

For a given profile of integration decisions d :=(d 1, . . . , d n), the continuation game

is a standard Cournot game with marginal costs {c − di, i =1, . . . , n }. Therefore the

quantities, price, and profit levels are (sums are over j =1, . . . , n inclusive of i unless otherwisenoted): q i(d )=a − c−  jd j+(n +1)d i n +1 , Q (d )= n (a − c)+  jd j n +1 , P (Q ∗(d ))=a +nc −  jd j n +1 .

TheequilibriumCournotprofit(grossprofitlessthefixedintegrationcost d 2

i)is: πi(d )=  a − c−jd j+(n +1)d i 2 (n +1)2 − d 2 i. (2)

Notethattheorganizationalchoicesarestrategicsubstitutesinthefirststagesinceπ∗i(d ) hasnegativecrosspartialsin(d i, d j).Henceiffirm i expectsotherfirmstointegrateless,

itwillintegratemore.

Whenfirms choose theirintegrationstructure, theyanticipate theequilibrium profit function(2).Because themarginal grossprofitis (n+1)2n 2(a − c−



jd j)+2nnd+1i, as long

as a − c is positive, some firms will choose positive integration in equilibrium because the marginal fixed cost is equal to zero when d =0. Equilibrium is characterized by a non-singularlinearsystem,forwhichtheuniquesolutionissymmetric:

d ∗= n (a − c)

n 2+n +1; (3)

assumption(1)ensuresthat d < c .

Lemma1. Under assumption (1), there exists a unique subgame perfect equilibrium. Each firm chooses a degree of integration

d ∗= n (a − c)

n 2+n +1,

produces q ∗= n2n++1n+1(a − c) and the industry market price is P =

a+n(n+1)c n2+n+1 .

Theintegration decisionbyan individual firmimposes anexternality ontheothers. To see this, consider Π(d ), the per-firm profit when all firms use the same degree of integration d andthenplayCournot:

Π(d )= (a − c+ d )

2

(n +1)2 − d

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A “Cournot planner” whochooses the(common) levelofintegration d P foreachchain,

assuming they go on to play Cournot equilibrium in quantities, regards the marginal benefit ofintegration as 2((an−c+1)+d2P), andequatesthisto themarginalcost ofintegration

d P:

d P = a − c

n (n +2).

But from (2), eachfirm regards the marginal benefit as n times larger, because a cost reduction notonlyexpandsthemarketfortheindustry, butincreases themarketshare ofthatfirm.Thisbusiness-stealingeffectimpliesthatCournotcompetitorsover-investin integration(fromtheirpointofview,ofcourse– consumerswouldnotagree),whichisan additionalmotiveover andabove theusualoutputrestrictionmotiveforcollusion.The business-stealing effect is especially severe in ourspecification, as simplealgebra shows that Π(0) > Π(d ∗).Other properties of thefunctionΠ(d ∗)are summarizedhere, as theywillbe usefullater.

Proposition1. Cournot-competing supply chains over-invest in integration in equilibrium: the net profit Π(d ) they obtain when integrating at a common level d is a strictly concave function on [0, d ] with interior maximum at d P < d and minimum at d .

2.2. Collusive outcome

We think ofcollusionas sustained in a repeatedgame with commondiscount factor

δ, wherefirmschooseintegrationaswellasquantitydecisions(d i, q i)everyperiod,since

theyareboth reversibleand costlyforaslong asthesupplychain isoperating.Wewill assumethatcollusionleadstothemaximumper-firmprofitabsentside-payments.That is, weassumethat firmscolludeon

(d M, q M):=argmax

d,q (a − nq− c+d )q − d

2,

Thetwo firstorder conditionsare q = a−c2n+d and q =2d, implyingthat

d M = a − c 4n − 1, q M = 2(a − c) 4n − 1 , P M =2n − 1 4n − 1a + 2n 4n − 1c, (5)

and themaximumcollusiveprofitis

ΠM(d M):= (a − c+ d

M)2

4n − (d

M)2=(a − c)2

4n − 1 .

Observethat d M> d P:thereasonisthatmarginalreturnstointegratingundermonopoly

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The repeated game in (d M, q M) is somewhat non-standard,since the stage game is

itself dynamic: firms choose integration first and then, upon observing the integration structure in theindustry, choose theirquantities. Forthis reasonwe are explicitin the waythetrigger strategyisdefined.

Attime 1,

Eachfirm i chooses d i.

Ifforeach i , d i= d M, firmsplay q i= q M.

Ifforsome i , d i = d M,firms playtheCournotequilibriumaction q i(d).

Fortime t ≥ 2, define a historyto be collusive ifateachpreviousperiod,every firm chose(d M, q M);otherwisethehistoryis non-collusive.

Ifthehistoryiscollusive,play d M.Oncedisobservedplay q Mif d

i = d M foreach

i ;otherwiseplaytheCournotquantity q i(d ).

Ifthehistory isnon-collusive,play d i= d .Foreachobserveddplay theCournot

quantity q i(d ).

Therearetwoincentivecompatibilityconditions:first,afirmmustnotwanttochange its organization (degree of integration) to d i = d M and immediately face the Cournot

profits π∗i(d Me

−i, d i) and, second, a firm must not want to change its output given

(d Me , q Me

−i).Hereeisavectorof1’s;thenotation x e(x e −i)denotesthatallfirms(all

firms but i )areplayingthesameaction x .

Let Πdevd (d ˆ):=maxdπi(d ˆe −i, d )=maxd{(a−c−(n−1)dˆ+nd) 2 (n+1)2 −d

2} be the maximum profit

withina period a firmcouldhave bydeviating to d =d ˆandfacingimmediate Cournot competition when all other firms choose d ˆ. From the remark following Eq. (2) about thestrategicsubstitutabilityoftheintegrationdecisions,theoptimaldeviationifd < d ˆ

exceeds d andtherefored ˆ.

LetΠdevq (d ˆ):=maxq(a − c+d ˆ− (n − 1)q ˆ− q)q − ˆd 2 bethemaximumprofitwithina

period a firm can achieve by integrating to the level d ˆbut subsequently deviating in quantityfrom thecollusivequantityq ˆchosenbytheother firms.(Thenotationreflects thatthedeviationprofitonlydependsond ˆ, becausewealwaystake q ˆtobetheoptimal monopolyquantitygiventheintegrationleveld ˆ.)

Whena firmdeviatesupward from d ˆ= d M, it gainsa competitive advantagedueto alowermarginalcost,butthisbenefitissignificantlyreducednotonlybytheadditional fixed cost, but also by an immediate change of conduct by the other firms: following this deviation in integration, firms will immediately shift to Cournot play, so that the cost reduction benefit is obtained only over the relatively small Cournot quantity. By contrast, by going along with thecollusive integration decision d M, a firmcan deviate

inquantity,temporarilygaining alargeshareofthemarket,whilefacingonlyadelayed punishmentbytheotherfirms.Indeed,explicitcomputationofthevaluesofthedeviation profitsdefinedaboverevealsthatdeviatinginquantitywhilebeingobedientinintegration

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bringsa highergainthandeviatingin integration: Πdevd (d M) 9n 2 (2n +1)(4n − 1)2(a − c) 2 (6) Πdevq (d M)= n (n +2) (4n − 1)2(a − c) 2. (7)

(In(6),therighthandsideiscomputedforaninteriorsolution,whichisnotguaranteed by(1);theinequalityallowsforthepossibilitythattheoptimaldeviationisatacorner.) Because Πdev

q (d M) > Πdevd (d M) and following either type of deviation firms play (d ∗,

q ∗) in all subsequent periods, the binding incentive constraint is the one for quantity deviation.

Lemma 2. The maximum profit a firm can obtain when deviating is Πdevq (d M).

Inequilibrium,firmsproduceq M = a−c+dM

2n , andthereforethebestdeviationfromthis

outputistheonethatachievesΠdev

q (d M).ThereisanincentivetodeviateifΠM(d M) <

(1− δ)Πdev q (d M)+δΠ∗(d ∗), that iswhen: δ < δno(d M, d ∗):= Π dev q (d M)− ΠM(d M) Πdev q (d M)− Π∗(d ∗) , (8)

wherewemakeexplicitthefactthatthecutoff discountfactordependsontheintegration level chosenundercollusionand underCournotbehavior. Itis straightforwardto check that thecriticaldiscount factor δno(d M, d )isdecreasing initssecond argumentfor d >

d P (sinceΠ(d )isdecreasinginthatrange).Thispropertyofthecriticaldiscountfactor

plays akeyrolein ouranalysisofpolicyinthenextsection. 3. Demandchanges anddivorcementpolicy

Inspection of the outcomes under Cournot and collusion (Lemma 1 and expression (5)) shows that when firms do not expect to collude, they will integrate more: d ∗=

n(a−c)

n2+n+1 > d M = 4an−c−1 for n > 1. In addition to this level effect on integration, firms’

conduct modifieshow sensitiveintegration is todemand shocks,and Cournot behavior leads tolarger changesin integrationthancollusivebehavior since ddda > dddaM.

However, while increases in a result in higher integration levels, they generate two opposite forcesonprices.By themselves,these demand shiftswouldincreaseprice.But thereisacountervailingeffectbroughtonbytheinducedreductioninmarginalcost. Nev-ertheless,itisclearfrom theequilibriumvaluesinLemma1andexpression(5)thatthe demandeffectdominates,andthepricesunderCournotcompetitionandundercollusion tomonopolyarebothincreasingin a – thevariationis n2+1n+1 forCournotand 24nn−1−1 for

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Cournot). Because integration also increases when a increases, we have a co-variation betweenprice leveland integration. Noticethat in the standard model withexogenous marginalcost,thevariationinpricedueto a wouldbe larger thanitishere: n+11 inthe Cournot case, 1

2 under collusion. Thus price increases in our model are notcaused by

integrationatall,and indeedbecauseofitaresmallerthantheywouldotherwisebe. Proposition2.

(i) Rising demand in the form of increasing a generates a higher degree of integration, both under Cournot and under collusion.

(ii) Price and integration co-vary in response to changes in a.

(iii) Integration is more responsive, and price less so, under Cournot than under collu- sion.

Note that in terms of elasticities rather than rates of change, price is more elastic under monopolythanCournot, butintegrationisequally elasticin thetwocases.

If the demand curve is P = a − bQ, the effects of changes in a are as before. But increases in demand that take the formof reductions in the“market size” parameter b

have somewhatdifferent effects. On the one hand,integration increases, as long as in-teriorsolutions exist (thisrequires b > (n+1)n 2 in thecaseofCournot and b >

1 4n in the

case of collusion). On the other hand, in neither casedoes price increasewhen b falls: if integration were held fixed, thefall in b wouldnot leadto a pricechange (as in the standard modelwith lineardemand andconstant marginalcosts),but sinceintegration does increase, costs fall, and therefore both the monopoly and Cournot prices fall in equilibrium. Thus changingdemand doesnotalways generateco-variationin priceand integration. Of course, neither is such co-variation universally observed. It is the pos-sibility of such co-variation under demand-driven integration that we are pointing out here.

Tosimplifytheremainderoftheexposition,weassumethatthereisaone-timedemand shift in the form of an increase in a .9 We also assume there is no change in conduct following thedemand increase.10 Letusassume thatupon observingthis jointincrease in price and integration, the regulator puts more weight on the potential foreclosure effect ofintegration thanonitsefficiency benefits, and decidesto regulate theindustry by preventingany integration above some level d r that we always take to be less than

d ∗ (else the policy hasno bite). In other words, the regulator believes that the causal relationship flowsfromintegrationtoprices.

9Afullanalysisofcollusionundergeneralshiftsindemand,boomsorbusts,inthecontextofatwostage

staticgamelikeoursisbeyondthescopeofthispaper.SeeforinstanceRotembergandSaloner(1986) and

Kandori(1991) forananalysis ofrepeatedgameswithvariabledemandwhenthereisa one-dimensional strategicvariable.

10Onecancheckthat,aseachofthethreenetprofitexpressionsinEq.(8) areexpressibleasfunctionsof ntimes(a− c)2,δno(dM,d)isindependentofa.Thusincreasingdemandhasnoimpactonthefeasibility

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We willfirst considerhow theregulationaffects play assuming there isno changein conduct (i.e.,collusionorCournot).Usingtheseobservations,wederivehowthecritical discountfactor δno(·,·)isaffectedbypolicy,whichallowsustodeterminewhetherthere can bea changeofconduct.Finally,weput thesepiecestogethertoassesstheeffectsof divorcement andotherpoliciesthatregulate thedegreeofintegration.

SupposefirstthatfirmsplayCournotbeforeandafterthepolicy.Since d r< d ,they

are constrained toplay d i ≤ dr, and will allchoose d r in equilibrium: sinceintegration

strategies aresubstitutes, whenthe otherfirms are constrainedto choose d j ≤ dr,firm

i willwant tochoose d i > d but is alsoconstrained andtherefore chooses d r. Thenet

CournotprofitisΠ(d r),whichbyProposition1exceedsΠ(d ).Ineffect,theregulation

moves inthedirectiontheCournotplannerwouldwantbyhelpingtolimittheeffectsof thebusiness-stealing externality.

If firms arecolluding before and after regulation,the policy hasdiffering effects de-pendingonwhether d r issmallerthan d M.If d r ≥ dM,thepolicydoesnotbindonwhat

thefirms doinequilibrium, but doesbind onwhattheycanachieveoff the equilibrium path: thepermanentCournot punishmentfor quantitydeviationnow yieldsa payoff of Π(d r) > Π(d ).However,colludingfirmscanstilltrytoplayd Minequilibrium,andthe

punishmentwithintheperiodofplayingCournotatcosts c − dM isunchanged,whilethe

gain,whichisnowconstrainedby d ≤ dr,cannotbelargerthanbeforetheregulation.On

the otherhand,theone-shotgain fromdeviating in quantitywhileintegrating at d M is unaffectedbythepolicy:Lemma2stillholdsinthiscase,andasbefore,theno-quantity deviation constraintistheonethat binds.

If thepolicy is more severe, with d r < d M, then firms are constrained in the levels

of integration they can maintain on path as well as off. Since the integration profit is concave in d , the cartel will wish to collude on d r. The maximum profit level under

collusionandthemaximalquantitydeviationprofitare:

ΠM(d r)=(a − c+d r)2 4n − (d r)2;Πdev q (d r)= (n +1)2 16n 2 (a − c+ d r)2− (d r)2. (9)

Asintheunregulatedcase,therearetwoincentivecompatibilityconditionsforstability, and again the condition with respect to deviations from d r can be sustained withina

periodbythethreatofimmediatereversiontoCournotplay.11 Asbefore,then,itisthe quantitydeviation incentivecompatibility conditionthat binds.

11

Toseethis,letd∗(dr):=argmaxdπi(dre,d)denotetheunconstrainedoptimaldeviationforiwhenthe

otherfirmsplaydr.Sincedr<dM,strategicsubstitutabilityoftheobjectiveimpliesd∗(dr)>d∗(dM)>dM, wherethesecondinequalitywasshownearlierinthediscussionleadingtoLemma2.Concavityofπi(dre,d)

indthenimpliesthattheobjectiveisincreasingon[0,d∗(dr)],sothesolutiontotheconstrainedproblem

withd ≤ dris dr.ThusthefirmcandonobetterbydeviatingthantheCournotplanner’spayoff atdr,

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Tosummarize:

Lemma 3. Suppose the regulator imposes d r < d ∗. If firms collude before and after the policy change, they play d M if d r ≥ dM, and d r if d r < d M. The permanent Cournot punishment following any deviation leads to a per-period payoff of Π(d r).

Todeterminetheeffectsofthepolicyontheabilityoffirmsto collude,weneedonly check howit affectsthecritical discountfactor δno(·, ·).When d r ≥ dM, thesustained

profitis ΠM(d M)and deviationprofit isΠdevq (d M). TheCournotprofit isΠ(d ∗). Thus collusionissustainablewhen

δ≥ δno(d M, d r)= Π dev q (d M)− ΠM(d M) Πdev q (d M)− Π∗(d r) ,

whichisa decreasing functionof d r,sincebyProposition 1, Π(d )is decreasingon(d P,

d ∗),whichcontains(d M, d ).When d r ≤ dM,collusivefirmsintegratetothelevel d r and thecriticaldiscountfactortosustaincollusionis

δno(d r, d r)= Π dev q (d r) − ΠM(d r) Πdev q (d r)− Π∗(d r) .

From (9) and (4), this ratio is a constant , equal to δno(d M, d M) forany d r ≤ dM; this is because firms always bear the same fixed cost d r2 whether they collude, deviate or

play Cournot and therefore the numerator and the denominator are proportional to (a − c+d r)2.Thustheminimumdiscount factorthatsustainscollusionisacontinuous,

non-increasingfunctionof d r, constanton[0, d M],anddecreasing on(d M, d ].

Wearenowinpositiontoanalyzetheeffectsofpolicy.Therearethreecases,depending onthevalueofthediscountfactor δ. Forsimplicity,weassumethatfirmscolludeaslong as theirdiscount factorexceedsthecriticallevel.

3.1. Low discount factors, δ < δno(d M, d )

Inthiscase,firmsareunabletosustaincollusionbeforethepolicy,andsinceimposing thepolicyraises thecriticaldiscount factor,theywillnotcolludeafter.Theanalysis of Cournotplay applies,andtheresultis

integrationfallsfrom d to d r andmarginalcostsrise; productpricerises– consumerslose;

grossprofits(revenuelessproductioncosts)fall;

netprofit(gross profitlessintegrationcosts)increase– firmsarebetter off.

3.2. High discount factors, δ≥ δno(d M, d M)

Here firms are able to sustain collusion both before and after the policy, regardless of how severe it is (how low d r) and thus the policy itself would have no impact on

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conduct. A policy d r ≥ dM would have no impact on market outcomes, but neither is

it meaningfully a divorcement policy, sinceit does notforce firms to divest any of the assetstheyown.Atruedivorcementpolicyhas d r < d M,inwhichcase

integrationfallsfrom d Mto d r andmarginal costsrise; productpricerises– consumerslose;

grossprofits(revenue lessproductioncosts)fall;

netprofits(grossprofitlessintegrationcosts)fall– firmsareworse off.

3.3. Moderate discount factors, δ∈ ( δno(d M, d ), δno(d M, d M))

The principledifference between this caseand the two others is thepossibility that the regulations engenders a change of conduct, by raising the critical discount factor above theexisting one.Let d r(δ) (d M, d ),solve δno(d M, d r)= δ. Given δ, thisis the

minimumlevelofintegrationatwhichcollusionissustainable.Ifd r≥ dr(δ), thencollusion

ispossibleafteraswellasbeforethepolicychange,andthepolicyhasnoimpact(again, since theintegration ceiling is above thelevel that was being sustainedin equilibrium, this policy isnotreally divorcement). Butif d r < d r(δ), collusionis notpossible under the policy. Integration now goesfrom d M to d r, and thefirms will deliverthe Cournot quantitygiven d r.Hence,if d r (d M, d r(δ)) theresultis

integrationrises from d Mto d r andmarginal costsfall;

productpricefalls– consumersgain

grossprofits(revenue lessproductioncosts)fall;

netprofits(grossprofitlessintegrationcosts)fall– firmsareworse off.

Notice that the change of conduct in this regime is generated by the effect of d r on

off-path play:there is no constraint on on-path integration levels as long as d r ≥ dM.

Compliance withthepolicythendoesnotactuallyrequirefirms toselloff assets. A divorcement policy in this case wouldreally amount to setting d r < d M,which is inefficient, becauseit doesnomore tochange firms’conduct thansetting d r justunder

d r(δ), but doesforce firms to engage in Cournot competition at higher-than-necessary

costs.Tobesure,itstillbenefitsconsumersrelativetonoregulation,becausedestabilizing collusionalwayslowersthemarketpriceinthismodel.Eveniftheregulatorimposesthe strongestdivorcementpolicybypreventinganyintegration(d r=0),themonopolyprice at d M exceeds Cournot price at d r=0. But he would do better to cap integration at above d Mandbelow d r(δ): italsodestroys collusionbut allowsa greaterdegreeof

cost-reduction – andthereforea lowerCournotprice. Combiningthethreecases,weconclude: Proposition 3.

(i) Following divestiture, the price consumers pay decreases if, and only if, the firms’ conduct changes from collusion to Cournot competition.

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(ii) Firms benefit from divorcement if and only if they are not colluding.

(iii) If firms collude on d M and the conduct of firms can change with an integration

ceiling, a policy that dominates divorcement limits integration to just under d r(δ)

(d M, d ).

The policy described in Proposition 3 (iii) is near-optimal in d r (thechange of

con-ductat d r(δ) introducesa discontinuity,so anoptimumdoesnotexist). Itwouldresult

inashiftinconductfromcollusiontoCournotandconsequentlyan increase inthelevel of integration from d M to d r. Weare not aware of any policy episodes resembling this possibility; note that itrequires information onthediscount factor δ, whichisunlikely to beavailable.There is,however, a policythat economizes oninformationfor the reg-ulator and will dominate divorcement. This soft policy simply caps integration at the existing levelrather thanforcing divestment:it willbreak collusionwhenevera stricter divorcement policywould,is neutralwithrespect to prices andintegrationwhenever it doesnot,butallows largercostreductionsin casefirms doswitchtoCournot.12

Onethingwehavenotconsideredsofaristheeffectsofdivorcementonexit,andwhile a full treatmentis beyondthescope ofthis paper,we makesome observations. Iffirms incuranadditionalfixedcosttooperate,thena fallinnetprofitsfollowingdivorcement mayleadsometoexit.ThereisevidencethishappenedintheBritishbeercase.Exitmay notbe harmfulofcourseiffirms were makingmonopolyprofitspriorto theregulation. But if they were not colluding, the regulation will force costs to be higher, and after exit, thesmaller number of firms combined with higher costswill drive prices upeven further. What is more, with fewer firms left, collusion may be more sustainable than before,raising thepossibilitythat divorcementmightfacilitatecollusion.

4. Some evidencefordemand-drivenintegration

Evidence for the effects of demand on integration is starting to be collected. Some suggestiveevidencecomesfromsomesingle-industrystudies(e.g.ForbesandLederman, 2010),whichshowsthatairlinesaremoreapttointegratewithregionalcarriersonmore “valuable” routes(specificallythosewherefailuresaremorecostly);ForbesandLederman (2009) alsoshow that integrated relationships are more productive, whichbolsters the keyassumptionin thispaper.

Afewpaperstrysystematicallyto testfordemandeffects onintegrationbyfocusing on ostensibly competitive industries wherein the influence of demand would manifest itself through the price level. An empirical challenge is to find exogenous sources of price variation and look for correlation with integration. One approach is provided in Alfaro et al. (2016), which uses variation in the Most-Favored-Nation (MFN) tariffs

12Iffirmsare notcolluding,theregulatorcapsintegration atwhat isactuallyd,(though hedoesnot

knowthis),whichhasnoimpact.Iffirmsarecolluding,thenheiscappingatdM;eitherthishasnoimpact

becauseweareinthehighdiscountfactorcase,oritbreakscollusionandfirmswillmaintainthecurrent costc− dM.

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applied byGATT/WTO members as a proxy for pricevariation. Theidea is that tar-iffs affect prices,and throughthat integration, but (vertical) integration is unlikely to affect tariffs.The argument forexogeneity ofMFN tariffs comes partly from the insti-tutional structure by which they are set: long rounds of multilateral bargaining and a non-discriminationprinciplethatforcesuniformapplicationoftariffstoalltrading part-ners makestheMFNtariffs muchmore resistant to lobbyingthanother formsof trade barriers.Becausetariffsraiseproductpricesinthedomesticmarket(ascomparedtothe worldprice),reversecausalitysuggeststhattheyshouldleadtomoreintegrationamong firms sellinginthat market.

Alfaro et al. (2016) defines the degree of integration to be the fraction of inputs (in value-added terms) that are produced within the firm(this measure is due to Fan and Lang, 2000); in the data, the average is about 6%, though there is considerable variation across as well as within (4-digit SIC) industries. Tariffs should have stronger effects on firms that do not sell abroad, since exporters face the world price, not the justthedomesticone.Focusingonthisdifferentialeffectoftariffsondomesticfirmsand exporters,andusingcountry-sectorfixedeffectstocontrolforpossibleomittedvariables that mightbedrivingintegrationandtariffs,thepaperreportsstrongeffectoftariffson the degreeofintegration. Theestimated tariff elasticityofvertical integration isin the range0.02–0.09,which,sincetariffsaveragearound5%,translatesintoapriceelasticity in therange0.4–2.

An exampleof a single-industry study that tries to identify price effects on vertical integration isMcGowan(2015),whichlooks atchanges inthevertical structureofU.S. coalprocessingplantsandtheminesthatsupplythem.TheStaggersRailroadActof1980 deregulatedrailroadpricing;greatercompetitionamongrailroadsledtofallingshipping costs,whichenabledelectricpowerplants,particularlyintheEast, toprofitablysource coalfromanywhereinthecountry.CheapcoalfromthePowderRiverBasininMontana andWyoming wasnowabletocompete withEasterncoalamong Easternpowerplants, reducing coal prices there. However, in the West, there was little change in shipping costs,mainlyduetotherelativesparsenessofrailnetworks.Asourmodelhypothesizes, thedatarevealapositivecorrelationbetweenprocessingplantproductivityandvertical integration. And consistent with its predictions, by the mid-1980s,vertical integration (thefractionofminesownedbyprocessingplants)intheEasthadfallen28%relativeto theWest.

Inboth theBritishbeerand USgasolinedivorcementepisodes,theregulatorsforced divestituresinverticalchains,admittedlybecausetherewasanincreasingtrendinprices andthefearwasthatthiswasduetoforeclosureeffectsfacilitatedbyverticalintegration. The econometric challenge to identify the effect of divorcement on prices is to con-trol for thepossibility that other factors,such as changesin accountingconventions or tax rulesfor the beer industry, contributed to theincrease in prices. If theforeclosure story wastherightone,divorcementshould have ledto adecrease inprices.If divorce-ment led to anincreasein prices, thereis support for anefficiency view of integration. Slade(1998a)documentstheeffectsoftheBeerOrdersofthe1980s,aUKMonopoliesand

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MergersCommissiondecisiontoforce divestitureof14,000 publichouses.She contrasts four typesof organizationinthevertical chain brewer-pub:companyowned, franchised pubs withor without fixed fees,and arms-length relationship.Company owned is akin tointegration, whilethetwo otherformsareweak andstrongforms ofnon-integration.

The upstream segment of the industry was relatively concentrated at the time of thedecision,withseven largenational brewersanda largernumber ofmicro-breweries. Thedivorcement effectivelyputceilings onthenumberofpubs(licenses) thata brewer could have. The divestitures led to the emergence of public-house chains, which have long-term contractual agreements with national brewers, as well as decisions by some brewers to stop production and shift to retailing. Themain findingwas that following thedecision,retailprices increased(in thehousescloselytiedtothebrewers,but notin thefreehouses), andprofitsofbrewersdecreased.Consistentwithourresults,following thepolicy,somebrewersexitedtheindustry.

Interestingly,somecommentatorsonthebeercase(e.g.Spiceretal.,2012)notethat demandforpubbeerwasgrowingoverthedecadeleadingtoBeerOrders,duetoincome growth andgreaterleisuretime. Theyalsodocument thestrongindustryoppositionto the policy.Interms ofour model,theevidence fits thescenario in which collusionwas sustainedbothbeforeandaftertheintervention:thisaccountsfortheincreasedprice,the fallen profits,and theindustryopposition.If collusionhad beenstoppedbythe policy, mostlikely prices wouldhave fallen, at leastfor a while,as suggested in Section 3.3. If therehadbeennocollusion,brewersshouldhavewelcomedsomeversionofthepolicyas a checkontheirover-investment.

BarronandUmbeck(1984)studiestheeffectsofthedivorcementlawenactedin1974 in Maryland that prohibited refiners’ control of gasoline stations, and reallocated con-trol rights for hours of operation and retail pricing to the stations.13 Contrary to the beerexample,here therefinerswere notobliged todivest theirassetsbut to movetoa franchisingsystem where thegasstation franchisees wouldhave control over operation decisions,includingtheretailprice.Asinthepreviousexample,theeffectofthe divorce-menthasbeenanincreaseinretailprices.BarronandUmbeck(1984)citeevidencethat the supportersof thelegislationincluded ownersof independentgasolinestations, who areindeed likely to gainfrom thedivorcement sincepricecompetitionwillbe softenat the retail level, while opponents to thelegislation included, obviously, refinersaffected bythedivorcementpolicybut also consumers .

These results are consistent with an efficiency view of integration, a point that has beenmadeinmanyotherempiricalstudiesofverticalrelationships(LafontaineandSlade, 2007),butareespecially pertinentforourdiscussion.Aregulatorstepped inandforced divorcementfollowinganupwardtrendinbothretailpricesandverticalintegration,yet pricescontinuedtorise.Thisisconsistentwiththeviewthatthepre-divorcementupward trendinpriceswasdueprimarilynottointegrationbuttochangesindemandthatwere drivingboth integrationandprice.

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5. Conclusion

One ofthe challengingtasks in evaluating mergersor the performanceof integrated firms is to disentangle the efficiency and market power effects of integration. Our un-derstanding of the causal relationship between price levels and degrees of integration not only guides econometric efforts to separate these effects but also influences policy decisions. In the divorcement episodes discussed here, making allowance in the policy discussion for thepossibility of demand-driven integrationmay have led tomore satis-factory outcomes. In terms of our model, a simple cap on integration at then-current levelswouldhavehadthesamepotentialbenefitasdivorcementintermsofdestabilizing collusion, but without thedamage to firms’cost structures that ultimatelykept prices high.

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