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NBER WORKING PAPER SERIES
INTERNATIONAL HEALTH ECONOMICS
Mark EganTomas J. Philipson
Working Paper 19280http://www.nber.org/papers/w19280
NATIONAL BUREAU OF ECONOMIC RESEARCH1050 Massachusetts Avenue
Cambridge, MA 02138August 2013
We are thankful to Gary Becker, Anupam Jena, Dana Goldman, Darius Lakdawalla, Jonathan Adams,and Casey Mulligan for comments as well as seminar participants at The University of Chicago, TED-MED, Yale University, Peking University, The Milken Institute Global Conference, University ofSouthern California, and The Scientific American Super Session at BIO. The views expressed hereinare those of the authors and do not necessarily reflect the views of the National Bureau of EconomicResearch.
NBER working papers are circulated for discussion and comment purposes. They have not been peer-reviewed or been subject to the review by the NBER Board of Directors that accompanies officialNBER publications.
© 2013 by Mark Egan and Tomas J. Philipson. All rights reserved. Short sections of text, not to exceedtwo paragraphs, may be quoted without explicit permission provided that full credit, including © notice,is given to the source.
International Health EconomicsMark Egan and Tomas J. PhilipsonNBER Working Paper No. 19280August 2013JEL No. F0,F42,I1,I11,I18
ABSTRACTPerhaps because health care is a local service sector, health economists have paid little attention tointernational linkages between domestic health care economies. However, the growth in domestichealth care sectors is often attributed to medical innovations whose returns are earned worldwide.Because world returns drive innovation and innovation is central to spending growth, spending growthin a given country is thereby highly affected by health care economies and policies of other countries.This paper analyzes the unique positive and normative implications of these innovation-induced linkagesacross countries when governments centrally price health care. Providing world returns to medicalinnovation under such central pricing involves a public-goods problem; the taxation to fund reimbursementsinvolves a private domestic cost with an international benefit of medical innovation. This has the directnormative implication that medical innovations have inefficiently low world returns. It also has thepositive implication that reimbursements in one country depend negatively on those of others; reimbursementsare “strategic substitutes” through free riding. Because reimbursements are strategic substitutes, worldconcentration of health care is a significant issue. A small European country has no access-innovationtrade-off in its pricing; it will have low reimbursements because it does not affect world returns andsees the same innovations regardless of its reimbursement policy. The public-goods problem of innovationthereby implies that the United States, despite being the world’s largest buyer, will pay the highestreimbursements. This problem also implies that free riding counteracts the standard positive impactof larger world markets on innovation when health care concentration falls. Indeed, currently, healthcare is highly concentrated; about half of world health care spending occurs in the United States, despitethat fact that it makes up only about one-fifth of the world economy. We assess the effect that emergingmarkets will have on this concentration and thus world returns. We use pharmaceutical reimbursementdata from 1996–2010 to provide IV estimates of the degree to which domestic reimbursements arestrategic substitutes. We find that these estimates imply that world returns from innovation may actuallyfall from a growth in “market size” of BRICS countries as a result of increased free riding in non-BRICScountries. The overall analysis has important positive implications for spending patterns across countriesas well as normative implications for evaluating domestic or regional health care reforms.
Mark EganUniversity of ChicagoDepartment of Economics1126 East 59th StreetChicago, IL [email protected]
Tomas J. PhilipsonIrving B. Harris Graduate Schoolof Public Policy StudiesUniversity of Chicago1155 E. 60th StreetChicago, IL 60637and [email protected]
2
Section1:Introduction
Perhapsbecausehealthcareisprimarilyalocalserviceindustry,healtheconomists
havepaidrelativelylittleattentiontointernationaltradeissues.Nevertheless,thehealth
economicsresearchcommunityholdsthewidespreadbeliefthatmedicalinnovationisa
centralforcebehindtheworldwidegrowthofspending(Newhouse,1992).Today,most
countriesarespendingontechnologies,orphysician‐andhospitalservicesconnectedto
thosetechnologies,unavailablejustafewyearsago.Reimbursements,eitherdirector
indirect,createtheincentivetoinnovate.Paymentsforpharmaceuticalswouldbean
exampleofadirectreimbursement,whilepaymentstohospitalsordoctorsfordevices
usedinpatientcarewouldbeanexampleofanindirectreimbursement.
However,itiswellunderstoodthatresearchanddevelopment(R&D)ingeneraland
medicalinnovationinparticulararedrivenbyworldreturnsratherthanreturnsofagiven
domesticmarket.Forexample,Swedishmedicalproductfirmsinnovatetosellworldwide
notjusttotheirownsmallpopulation.Becauseworldreturnsdriveinnovationandare
centraltohealthcarespendinggrowth,itfollowsthatagivencountry’sspendinggrowthis
drivenbyhealthcareeconomiesandpoliciesofothercountries.Assuch,spendinggrowth
inasmallEuropeancountrycurrentlydependsonhowUSpoliciesaffectworldreturns,
justasfutureMedicarespendingwilldependonhowemergingmarketswillaffectthose
returns.However,healtheconomistshaveconductedlittleexplicitanalysisonhowhealth
carepoliciesinonecountryaffectorshouldaffectthoseofanother.Thispaperanalyzesthe
positiveandnormativeimplicationsoftheseinnovation‐inducedlinkagesbetween
domestichealthcareeconomiesandcentrallysetreimbursementpolicies.
Wearguethatdomesticgovernments’centralizedpricingofmuchofhealthcarehas
someuniqueimplicationsfordeterminingworldreturnsandtheinnovation‐induced
spendinggrowththosereturnsimply.Inparticular,theactofsettingreimbursement
policiesforprovidersandmanufacturers,whetherbyallowingprivatepricingorpublic
reimbursements,createsapublic‐goodsproblemingeneratingworldreturnstomedical
innovation.Taxationtofundthereimbursementstothehealthcareindustryinvolvesa
3
privatecostwithaworldwidebenefitthroughinnovation.Itfollowsdirectlythatifmedical
innovationbenefitsallcountries,agivencountryunder‐reimbursesprovidersand
manufacturersasaresultofitspositiveexternaleffectonothers.Thus,therewillbetoo
littlemedicalinnovationasitwillnotbesufficientlyrewardedbyworldreturns.
Akeypositiveimplicationofthispublic‐goodsproblemisthatprofit‐provision
throughreimbursementsinagivencountryisnegativelycorrelatedwiththeprofit
provisionofothercountries;thatis,reimbursementswillbe“strategicsubstitutes.”Asmall
EuropeancountrymayreimburselessgenerouslybecausetheUnitedStatesreimburses
moregenerously.Moreprecisely,wearguethatthesmallertheshareofworlddemandand
supplyacountrymakesup,thelessthatgovernmentswillmarkuppricesabovecostto
promoteinnovation.Putdifferently,asmallcountryhasnothingtogainfromraisingits
reimbursements,asitwillseethesameflowofnewinnovationsregardlessofwhatitdoes.
WethereforepredictthatEuropeancountrieswillhavelowerpaymentsand
reimbursementsthantheUnitedStates,despitethelatterbeingthelargerbuyer.Thismay
bereflectedinrelativelylowerEuropeanreimbursementsfordoctorandhospitalservices
thatcoverinnovationssuchasdevicesordrugsorformedicalproductsdirectlythrough
referencepricingorcost‐effectivenessthresholdpolicies.2
Weanalyzehowchangesinbothworldwidedemandandsupplydriveworldreturns
whenreimbursementsarestrategicsubstitutes.Wepredictthattheconcentrationof
aggregatedemandandsupplyacrosstheworldhasimplicationsformedicalinnovation.
Theseconcentrationeffectshavenonstandardconsequencesforthefutureofmedical
innovationandworldspendinggrowth.Forexample,futuregrowthinworlddemandfrom
theemergingmarketsofBrazil,Russia,India,China,andSouthAfrica(orBRICS),despite
recentslowdowns,willlowerworldconcentrationofaggregatedemandandsupplyby
makingtheUnitedStateslessdominant.WepredictthatthiswillleadtolowerUS
reimbursementswhenitlosesitdominantroleinworldreturns.Ingeneral,growthin
2PhilipsonandJena(2008)discussestheimplicitpricecontrolsthatreimbursementbasedoncost‐effectivenessstandardsimplies.
4
worldmarketsmayhavetwooffsettingeffectsoninnovation:thestandardpositiveeffect
fromanincreaseinworldmarketsize,andtheoffsettingnegativeeffectduetoincreased
freeridingwhenworldconcentrationinhealthcarefalls.
Weprovideempiricalevidenceoftheseeffectsbyanalyzingtheimpactofthe
growthofBRICSonfutureworldreturnsand.Indoingso,weprovidesomebasicfactson
worldconcentrationinhealthcare,includingthedegreetowhichtheshareoftheworld
supplyofmedicalproductsfromBRICShasrisenrelativetotheirshareofworlddemand.
Wethenusepharmaceuticalreimbursementdatafrom26developedcountriesoverthe
past15yearstoprovideinstrumentalvariable(IV)estimatesofthedegreetowhich
reimbursementsarestrategicsubstitutestodemandandsupplyconditionsofother
countries.
WeusetheseIVestimatestoassesstheimpactonworldreturnsofadiminishing
concentrationcreatedbythegrowthofBRICS.Aback‐of‐the‐envelopecalculation
illustratesthatthemarkupreductionsintheUnitedStatesandothercountriesdonothave
tobelargetooffsetpredictedgrowthratesindemandfromBRICS.Currently,theBRICS
contributeapproximately7%toworldspendinginhealthcare.Ifbycurrentindustry
estimates,suchasthatofIMSHealth3,theirspendinggrew20%inthenextthreeyears,
theywouldstillmakeuponlyabout8.28%ofworldspending.Thisimpliesthatadecrease
inmarkupsofonly1.5%innon‐BRICScountrieswouldbeenoughtooffsetthis20%
growthfromBRICS.Thesmallreductioninmarkupsneededtooffsetthesubstantial
spendinggrowthfromtheBRICSisduetothesubstantialconcentrationinworldhealth
carespending.Ourestimatesofthesizeofthestrategicsubstitutabilityinreimbursements
suggestthatunderreasonableconditions,whenworldconcentrationofhealthcaresupply
anddemandfalls,thegrowthinBRICSmarketsizemaylowermedicalinnovationreturns
asaresultofdeclinesinreimbursementsintheUnitedStatesandotherrichcountries.
3 Thisisthesuggestedgrowthrateinindustrypublications,seee.g.IMSInstitute’s“TheGlobalUseofMedicinesOutlookThrough2016”
5
Ouranalysisrelatestoseveralotherstrandsofwork.Beckeretal.(2005)
documentedthatmedicalinnovationinrichcountriesgreatlyaffectedhealthoutcomesin
poorcountriesandreducedworldinequality.HultandPhilipson(2012)consideredthe
impactofdomestic,ratherthaninternational,reimbursementpoliciesoninnovation
incentives.Lakdawallaetal.(2009)simulatedtheimpactofUSpharmaceuticalpricing
policiesonbothUSandEuropeanhealthoutcomes.Danzon(1997)discussedhowto
efficientlyraiseagivenamountofpharmaceuticalR&DacrossregionsthroughRamsey
pricing.Thisresearchdiffersfromourstrategicanalysis,whereinpositiveandnormative
implicationsstemfrominefficienciesinthepublic‐goodsprovisionofworldreturns.4Our
analysisalsorelatestoalargeliteraturecomparingdomestichealthcareeconomies(see,
e.g.,GerdthamandJönsson,2000),whichdoesnotconsidertheinnovation‐induced
linkagesacrosscountrieswediscusshere.
Theoverallpointofouranalysisistoanalyzehowinternationallinkagesaffectboth
positiveandnormativeanalysesofdomestichealthcarepolicies.Onapositivelevel,these
linkagesseemtobeimportantforexplainingdifferencesinEuropeanandUS
reimbursementpoliciesandhencespendingdifferences;onanormativelevel,theyare
importantforevaluatingtheeffectsanddesirabilityofdomestichealthcarereformsaimed
atcurbingdomesticspendinggrowthresultingfromworldreturns.
Thepaperisstructuredasfollows:Section2providesatheoreticalexaminationof
theimplicationsoftheinnovation‐inducedlinkagesamongdomesticreimbursement
policies.Section3providesourempiricalanalysisofstrategicsubstitutabilityandthe
impactoftheBRICSonfutureworldreturns.Section4concludesanddiscussesfuture
research,includingthelimitedvalueofregional‐orstate‐levelreimbursementexperiments
inexaminingspendinggrowthinducedbyworldreturns.
4Inadditiontheiranalysisimpliesthecentralimportanceoftheprice‐elasticityofmedicalproductdemandinefficientlyraisingagivenamountofR&D,whichislessrelevantwhenreimbursementsarecentrallysetandpubliclyfinancedinwhichcasetheexcessburdenoftaxationisthedeadweightlossofinterest.
6
Section2:ThePublicGoodsProblemofProvidingWorldReturnstoInnovation
Wefirstlayouttheframeworkconsideredforthepublicgoodsproblemof
providingworldreturnsformedicalinnovation.Thekeyissueisthatprotectinginnovator
profitsthroughhigherpublicreimbursementsinvolvesprivatecostforacountry,butthis
provisionhaspositiveexternaleffectstoothercountriesbypromotinginnovation.
Therefore,publicreimbursementswillbeunder‐providedbycountriesactingintheirown
interestcomparedtoefficientworldreturnsandreimbursementswillbestrategic
substitutes.
ConsiderwhentheamountofR&Daffectstheprobabilityofdiscoveryofamedical
innovationaccordingto where isincreasingandconcave.If arethe
worldprofitsaggregatedupoverKcountriesthentheR&Dthatmaximizesexpectedprofits
canbewrittenas .Thisimpliesthattheinducedprobabilityof
discovery isincreasinginworldprofits .
Eachcountryprovidesprofits andhasitsownwelfare whichisdecreasing
inprofitprovisiongiventheexcessburdenofthetaxesfinancingreimbursements.The
worldexpectedsocialwelfareacrossallcountriesis
Withinagivencountry,providingprofitsisaprivatebadthatenablesthepublicgoodof
worldreturnstoinnovation.Thesociallyefficientprofitprovisionofeachcountry
thereforesatisfiesaclassicpublicgoodconditionthattheprivatecostofraising
reimbursementisequatedtothevaluetotheworldofraisinginnovativereturns
(1)
7
Thisefficientprovisionofprofitsdiffersfromtheprivatelyoptimal(Nashequilibrium)
provisionwhichonlytakesintoaccounthowthecountry’scostlyprofitprovisionaffectsits
ownwelfare
(2)
Thus,theprivateinnovationbenefittoagivencountryissmallerthanthesocialbenefitto
allcountriessothatworldreturnstomedicalinnovationareunder‐providedbycountries
whenactingintheirowninterest.Inotherwords,theNashequilibriumofprofitprovision
hasworldreturnstoinnovationbelowtheefficientlevel5.
Thispublicgoodsproblemofprovidingworldreturnsaltersstandardarguments
abouttheclassiceffectsofmarketsizeoninnovation.Inparticular,thepublicgoods
problemmaycounteractthecanonicalpositiveeffectthatagrowthofworldmarketshas
oninnovativereturns.Toseethisinitssimplestform,considerwhenthereareK
homogeneouscountrieswiththesamedomesticprofits .Anincreaseinthenumberof
countriesmaybeinterpretedastherisein“profitable”countriesforwhichdemandis
abovevariablecosts,suche.g.thegrowthofworlddemandthroughtheBRICS.TheFOCfor
privatelyoptimalprofitprovisioninthiscaseimplies
Underregularityconditions6thisimpliesfree‐ridinginthesensethatthatdomesticprofits
fallwiththenumberofcountriesthatcontributetoworldprofits; .Worldreturns
are andthustherearetwoeffectsofagrowthinworldmarketsizeonworld
returns
5Moreprecisely,foranyprofitlevel themarginalcostofprofitprovision( )isthesameundersociallyoptimalandprivatelyoptimalsetting;However,foranyprofitlevel ,themarginalbenefitofprofit provisionisgreaterunderthesociallyoptimalframeworkthantheprivatelyoptimalframework
.Consequently,profitsareunderprovidedintheprivatelyoptimalsetting.
6Sufficientbutnotnecessaryconditionsfor arethat isincreasingandconcaveintotalprofits
and isdecreasingandconcaveindomesticprofits.
8
Thissaysthatthefirststandardpositiveeffectofmarketsizeoninnovativereturnsis
mitigatedbythesecondnegativeeffectinducedbyincreasedfree‐ridingwhenalarger
groupofcountriesprovidesthepublicgoodofmedicalinnovation.Intheextremecase
whenUSorasinglecountryistheonlychampionofmedicalinnovativereturns,K=1,world
returnsareefficient.AsincomegrowthintheBRICSmakesthemprofitableforthe
innovation,Krisesandtheoverallimpactonworldreturnsisahorseracebetweenlarger
worldmarketsandsmallerUSmarkups.
Toillustrate,considerwhendomesticwelfareisgivenbythefirst‐orderTaylor
approximation andworldreturnsaffectsinnovationaccordingto
where 7.Here, representsthe“size”ofacountry(saypopulationor
incomelevel)and representstheexcessburdenofprovidingagivenlevelofprofits.
DirectalgebrathenimpliesthatefficientworldprofitsthenexceedNashprofitsaccording
to
where . Ifthereisonlyonecountry,thesociallyefficientandNash
equilibriumprofitlevelscoincide.Whenmorethanonecountrycontributestoworld
profits, ,worldreturnsaretoolowinthesensethattheefficientlevelofprofitsare
greaterthantheNashequilibriumlevel.BoththesociallyefficientandNashequilibrium
levelsofprofitsareincreasinginthenumberofcountriesKcontributingtoworldreturns
andtheriseinthe“benefits”ofworldinnovation(countrysize )butaredecreasingwith
the“costs”ofinnovation(theexcessburdenoftaxationinfundingthereimbursements ).
Theextentofunderprovisionofworldreturns, ,risesinthenumberof
countriesduetofree‐riding.Under‐provisionalsorisesinthesizeofeachcountry
benefittingfrommedicalinnovation, ,butfallsintheexcessburdenoftaxation, .The 7Therangeof isnotlimitedto buttheformisanapproximationchosenforillustrativeease.
9
under‐provisionoccursbecauseeachcountryfailstoconsidertheexternalbenefitofprofit
provisionwhendeterminingitspricesettingpolicies.Consequently,whenthebenefitofthe
innovationinothercountriesfalls(fromeitheradecreasein oranincreasein )orthe
numberofcountriesdecreases,thefreeridingproblemshrinks.
Wecanallowheterogeneouscountriesbywritingthewelfaregeneratedbythe
innovationinaparticularcountryasafunctionofdomesticdemandfactors, ,andthe
country’sownershipshareofglobalprofits, asin
Here reflectsthedecreasingconsumerwelfaretothecountry’spopulationasa
functionofprofitprovision.Generalizingtheexamplefromabove,thevector includes
bothdomesticfactorsthatincreasethedomesticvalueoftheinnovationsuchas
population,percapitaincome,ordiseaseprevalencerelatedtotheinnovationaswellas
thecostofraisingtaxestoreimbursefortheinnovation.Thesecondcomponentofwelfare
representsthebenefittodomesticownersoftheinnovation.
Sincethereimbursementpolicysetbyeachcountrydependsontotalworldprofits,
eachcountry’sreimbursementpolicyisafunctionofothercountriesreimbursement
policies.Thisisthekeyinternationallinkageinreimbursementlevels.Moreprecisely,
totallydifferentiatingtheFOCfortheprivatelyoptimalprofitprovisionwithrespectto
anothercountry’sprofits yields
Itcanbeshownthatunderthemaintainedregularityconditionsprofitprovisionsare
“strategicsubstitutes”inthesensethat8
8Sufficientbutnotnecessaryconditionsforprofitsprovisionsbeingstrategicsubstitutesarethat isincreasingandconcaveintotalprofits, isdecreasingandconcaveinprofits,and .Thelastassumptionholdstriviallyprovidednocountriesprofitshareexceeds0.50asthemarginalcostofprofitprovision,intermsofprofits,isgreaterthan1.
10
Ifonecountry’sreimbursementpolicyraisesitscontributiontoworldreturns,other
countriesrespondbyreducingtheirprofitlevels.However,anincreaseinCountryj’s
profitsleadstolessthanoneforonedecreaseinCountryk’sprofitssuchtotalworldprofits
increaseoverall.
Figure1illustratesthebestresponsefunctionsinaheterogeneoustworegioncase
as,say,theUSandtheBRICS.TheNashequilibriumprofitlevelsarecharacterizedatthe
pointatwhichthetwobestresponsefunctionsintersect.Thenegativeslopeofthebest
responsefunctionsintheFigurecorrespondstothatstrategicsubstitutabilityofprofits;
onecountrypreferstocontributelesstoworldreturnsthemoreothercountries
contribute.TheNashequilibriumprovisionofprofitsislessthanthesociallyefficient
provisionofprofitstothenortheastoftheNashprofits.
11
FIGURE1:BESTRESPONSEFUNCTIONSANDEQUILIBRIUM
Thegeneralresultthatcentrallydeterminedreimbursementsarestrategic
substitutesdiffersfromotherpredictionswithoutworldreturnsbeingapublicgood.First,
standardtheoriesofoptimalprivatelydeterminedmonopolypricingacrossregionsimply
thatthedemandelasticityofagivencountrygovernitsownprice,andthusdoesnot
dependonfactorsofothercountries.Second,explanationsofnationalpricesbasedon
governmentmonopsonypoweryielddifferentimplicationsthanoursbecausesuch
explanationsimplylargereconomieshavelower,nothigher,prices.Toillustrate,thefact
thattheUSgovernmenthasgreatercentralizedbargainingpowerthansmallerEuropean
countriesbuthavelargermarkupsinitsreimbursementsisconsistentwiththepublic
goodsinterpretationdiscussedhere.
Asecondgeneralresultisthattheconcentrationofownershipdoesnotaffectthe
efficientlevelofprofitsbutwillaffecttheNashequilibriumprofits.Thisfollows
12
immediatelyfromthataggregatewelfaredoesnotdependontheconcentrationof
ownership
Therefore,theefficientlevelsofprofitsareindependentofwhatcountryownsthem.
Toillustratetheheterogeneouscase,consideragaintheparametricP‐functionand
theTaylorapproximationsofwelfare where .It
canthenbeshownthatthebestresponsefunctionsofthetwocountriesarelinear
functionsaccordingto
Theparameters and arefunctionsof , and while and aresimilarly
functionsof , , and 9Thestrategicsubstitutabilityofprofitsoccurswhenthe
signof and arenegativewhichholdsundermoregeneralregularityconditions10.The
Nashandefficientlevelsofprofitsintheparametricexampleare11
Asbefore,itiseasilyshownthatprofitsareunderprovided; .Theparametric
exampleillustratesthemoregeneralresultthattheequilibriumandefficientlevelof
profitsareincreasinginthewelfarebenefitoftheinnovation.Consequently,the
equilibriumandefficientlevelsofprofitsareincreasinginthedemandsizeparameters
9Directderivationsimply and
10Asufficientbutnotnecessaryconditionforprofitsbeingstrategicsubstitutesincountrykis .Since and ,thisconditionislikelybenigninpractice,especiallywhenthenumberofcountriesisexpanded.
11Thesociallyefficientlevelofprofitsarecalculated,withoutlossingenerality,undertheassumption
13
and .Similarly,theequilibriumandefficientprofitlevelsareweaklydecreasinginthe
excessprofitburdenparameters and .Notethat,asdiscussed,unliketheprivately
optimalequilibriumlevel,theefficientlevelofprofitsdoesnotdependonthedistribution
ofownership.
2.1TheEffectofDomesticDemandGrowth
Toassesstheimpactofgrowthinworlddemandforaninnovation,considertheFOC
forprivatelyoptimalprofitprovision
(3)
Undertheconditionsthat isdecreasingandconcaveinprofitsandtheadditional
conditionthat ,itcaneasilybeshownthatthebestresponsefunctionisofprofit
provisionisstrictlyincreasinginthedemandparameter , 12.Thecondition,
statesthatthesocialcostoftransferringsurplustoproducersisnotincreasingin
populationsize;it’scheaperforalargerpopulationtoprovidethesamelevelofprofitsto
theinnovatorasper‐capitataxesarelower.
AsillustratedinFigure2,considerthescenariowheredemandgrowthinCountry1
(saytheBRICS)increasesfrom to .ForanygivenlevelofprofitsallocatedbyCountry
2,Country1willfinditoptimaltonowsetahigherprofitlevelduetoitsincreasein
demand.Consequently,Country1’sbestresponsefunction, ,willshift
outwardsto .TheunilateralresponsearrowintheFigureindicatesthechange
intotalprofitsresultingfromthedemandgrowthkeepingCountry2’sprofitlevelfixed.
However,sincepricesarestrategicsubstitutesacrosscountries,bothCountry2and
Country1strategicallyrespondaccordingtotheirbestresponsefunctionssuchthatthe
equilibriumlevelofprofitsshiftstotheintersectionofthebestresponsecurves
12Totaldifferentiatingfirstordercondition(3)withrespectto and yields
14
and .Althoughprofitsincreaseoverallfrom to ,the
equilibriumresponsearrowintheFigureindicateshowtotalprofitsdecreaserelativeto
thatindicatedbytheinitialunilateralresponseofCountry1duetostrategicresponsesof
thetwocountries.Themainpointisthatsincepricesarestrategicsubstitutes,Country2
(saytheUS)“free‐rides”offthelargerprofitsprovidedbyCountry1byloweringitsown
profitlevel.Althoughtotalprofitsincreaseoverall,Country2setsalowerdomesticprofit
levelinthenewequilibrium.ThestrategicprofitresponsebyCountry2willpartiallybut
notfullyoffsettheincreaseintheprofitssetbyCountry1suchthattotalworldprofits
increaseoverall.
FIGURE2:THEEFFECTOFADOMESTICDEMANDINCREASE
ThisFigureillustratestwomoregeneralimplications.First,anincreaseindomestic
demandgrowthleadstohigherdomesticprofits; .Second,thestrategicprofit
15
responseofothercountrieswillatleastpartiallyandcouldpotentiallyfullyoffsetthe
entireincreaseinprofitsstemmingfromthedomesticdemandgrowth13.
AnillustrativecaseofthisoffsetisthatwhendemandgrowthintheBRICSoccurs,US
reimbursementsmayfallasUSbecomesoneofmanyprovidingworldreturnsto
innovation.
2.2TheEffectsofChangesinOwnershipofInnovativeReturns
Nowconsidertheimpactonworldreturnswhenchangesinownershipofthose
returnsshiftacrosscountries.Justasdomesticdemandgrowthincreasesthebenefitofthe
innovationandconsequentlythecountry’soptimallevelofprofitprovision,the
reimbursementlevelofacountrywillbeapositivefunctionofhowmuchofworldprofitsis
ownedbythatcountry.ImplicitlydifferentiatingtheFOCforprivatelyoptimalprofit
provisionasbefore,itcaneasilybeshownthatacountry’soptimalprofitlevelwillbea
positivefunctionofhowmuchofglobalprofitsitowns; 14.However,anincreasein
onecountry’sprofitshareimpliesadeclineinanothercountry’sshare.Consequently,any
changeinownershipshares( )arezerosumandresultsinthatprofitsare
protectedmoreincountriesthatgaininownershipandlessincountriesthatdonot.The
impliedchangeintotalworldreturnsis
13Foreachcountry ,theimpactofanincreaseindemandincountrykresultsinlowerprofitsincountry
j, .Consequently, .
14Totallydifferentiatingthefirstordercondition(3)withrespectto and yields
Thesignof followsfromtheresultthat andtheconcavityof and
16
where .
Figure3illustratestheeffectofchangesinownershiponworldreturnsforthetwo
countrycasewithshares .Ifworldreturns isaU‐shaped
curvein thenconcentrationinownershipraisesworldreturnsbutifitisaninvertedU‐
shapedfunctionconcentrationlowersworldreturns.IftheshareofCountry1risesfrom
to thebestresponsefunctionshiftsoutsuchthat .Sincethe
secondcountryownlessoftheworldreturns,itsbestresponsefunctionshiftsinward.The
neteffectonaggregateprofitsofashiftinprofitsisambiguousanddependsonthe
curvatureofthewelfare‐andprobabilityofdiscoveryfunction.
FIGURE3:THEEFFECTOFACHANGEINOWNERSHIP
Thegeneralpointillustratedbythetwocountryexampleisthatchangesin
ownershipshareshasindeterminateeffectsonworldreturns; maybepositiveor
17
negative(TheAppendixderiveshowwelfare, ,andtheprobabilityofinnovation, ,
affecttheimpactofchangesinownershiponworldreturns).
Section3:EmpiricalAnalysis
Ourempiricalanalysisdocumentstheconcentrationinworldhealthcarespending,
providesIV‐estimatesofthestrategicsubstitutabilityinreimbursementandusesthose
estimatestoassessthedegreetowhichdemandgrowthfromtheBRICSwillimpactworld
innovativereturns.Thedescriptivestatisticsdiscussedincludesoverallhealthcare
spendingbuttheestimationisdoneforreimbursementsforpharmaceuticals.
3.1WorldTrendsinConcentrationofHealthCare
3.1.1TrendsinConcentrationofHealthcareandPharmaceuticalExpenditures.
Tables1and2summarizeworldhealthcareandpharmaceuticalexpendituresfor
thelargestcountriesbyhealthcareandpharmaceuticalexpenditureshares.Thehealth
careexpenditure,GDPandpopulationdatacomefromtheWorldBankDataBank.
PharmaceuticalexpendituredataforOECDandBRICScountriesiscompiledfromtheOECD
iLibraryandtheNationalHealthAccountsdatabaseattheWorldHealthOrganization15
(WHO)respectively16.GDPandexpendituredataforallofthecountriesaremeasuredin
constantUSDollars(baseyear=2000).
EventhoughhealtheconomistsoftendebatenumberssuchastheshareofGDPofa
countryspentonhealthcare,ortotalspendinggivenpercapitabyincomelevels,what
mattersforinnovationincentivesaremoretiedtoaggregateworldmarketshares.Ourdata
15WewouldliketothankRichardLiangattheWHOforgivingustheBRICSpharmaceuticalexpendituretimeseriesdata.
16NotethatweusetheNationalHealthAccountsandOECDdatatocomputepharmaceuticalexpendituresharesratherthanthemorecommonlyquotedIMSdata.TheIMSpharmaceuticaldataconsistsof“manufacturerssalestowholesalersandhospitalsaswellasretailsalesofprescriptionmedicine”(WorldHealthOrganization2004).TheNHAandOECDdatausesabroaderdefinitionofhealthcareexpendituresthanIMS;forexampleIMSdatadoesnotincludeoverthecountermedicinesales.Consequently,theNHAdataindicateshigherpharmaceuticalexpendituresharesindevelopingcountriesthantheIMSdata.
18
indicatesthatcurrentlytheUSremainsthechampionofbothoverallhealthcareand
pharmaceuticalexpenditures,accountingforabout50%oftheworldmarketsharefor
healthcareand40%ofworldpharmaceuticalshare.However,despiterecentslowdowns,
theprojectedsurgeinhealthcareexpendituresinBRICSandothercountriesmaydiminish
thisconcentrationinspendingintheglobalhealthcareeconomy.
AlthoughthehealthcarespendingintheUSandotherdevelopedcountries
dominatesthecurrentlevelofspendingintheBRICScountries,overtheperiod1995‐2010
BRICSoverallhealthcareexpendituresgrewattwicetherateoftheworldhealthcare
expenditures.Intermsofitsshareoftotalworldhealthexpenditures,theBRICScountries
growthhascomenotattheexpenseoftheUSbutattheexpenseoftheotherlarge
countries(i.e.Japan,FranceandGermany).AstheBRICScountrywithboththelargest
overallhealthcaresectoraswellaspharmaceuticalsector,Chinaisthedrivingforce
behindBRICShealthcarespendinggrowthintermsofbothgrowthratesandlevels.
Despitesimilarpopulationsizes,ChinaspendsfourtimesasmuchonhealthcarethanIndia
andChina’sspendinggrowthcontinuestooutpaceIndia’sby4.60%17.
17Overtheperiod2005through2006,healthcareexpendituresgrewatanaverageannualrateof12.88%and8.28%inChinaandIndiarespectively.
19
TABLE1:WORLDHEALTHCAREEXPENDITURES
TABLE2:WORLDPHARMACEUTICALEXPENDITURES
NotesonTables1and2:
(*)Measuredin2000constantUSDollars. (**)WorldtotalscalculatedusingallavailabledatawhichislimitedtoBRICSandOECDcountries. GDPandpopulationdatacomefromtheWorldBankDataBank. PharmaceuticalexpendituredataforOECDandBRICScountriesiscompiledfromtheOECDiLibrary
andWHONationalHealthAccountsrespectively.
Country 2010 1995 2010 1995 2010 1995 2010 1995 2010 1995 2010 1995UnitedStates 309 266 37,330 30,051 17.9% 13.6% 2,066 1,085 48.0% 45.0% 1 1Japan 127 125 39,972 36,177 9.5% 6.9% 483 312 11.2% 13.0% 2 2Germany 82 82 25,306 21,061 11.6% 10.1% 241 174 5.6% 7.2% 3 3France 65 60 22,758 19,478 11.9% 10.4% 176 120 4.1% 5.0% 4 4UnitedKingdom 62 58 28,034 20,724 9.6% 6.8% 168 82 3.9% 3.4% 5 5China 1,338 1,205 2,426 658 5.1% 3.5% 165 28 3.8% 1.2% 6 10Italy 60 57 18,943 17,671 9.5% 7.3% 109 73 2.5% 3.0% 7 6Canada 34 29 25,575 20,170 11.3% 9.0% 99 54 2.3% 2.2% 8 7Brazil 195 162 4,717 3,606 9.0% 6.7% 83 39 1.9% 1.6% 9 8Spain 46 39 15,458 12,049 9.5% 7.4% 68 35 1.6% 1.5% 10 9Korea,Rep. 49 45 16,219 9,548 6.9% 3.9% 56 17 1.3% 0.7% 11 17Netherlands 17 15 26,553 20,429 11.9% 8.3% 53 26 1.2% 1.1% 12 11Australia 22 18 25,249 18,627 8.7% 7.2% 49 24 1.1% 1.0% 13 12Mexico 113 92 6,105 4,832 6.3% 5.1% 44 23 1.0% 1.0% 14 13India 1,225 964 795 367 4.1% 4.3% 39 15 0.9% 0.6% 15 20Russia 142 148 2,927 1,618 5.1% 5.3% 21 13 0.5% 0.5% 22 22SouthAfrica 50 39 3,753 2,960 8.9% 7.5% 17 9 0.4% 0.4% 27 25World 6,894 5,715 6,006 4,788 10.4% 8.8% 4,301 2,410 100.0% 100.0%
Population(millions)
GDPPerCapita*IncomeShareSpentonHealth
Care
TotalAmtSpentonHealthCare*
(billions)
ExpenditureShare
(%WorldExp.)
WorldRank(Expenditure
Share)
Country 2008 1995 2008 1995 2008 1995 2008 1995 2008 1995 2008 1995UnitedStates 304 266 38,209 30,051 16.5% 13.6% 12.1% 8.4% 232 91 38.6% 30.1%Japan 128 125 40,433 36,177 8.5% 6.9% 19.4% 22.2% 85 69 14.2% 22.9%China 1,325 1,205 2,033 658 4.6% 3.5% 42.7% 54.2% 53 15 8.9% 5.0%Germany 82 82 25,620 21,061 10.7% 10.1% 15.0% 12.8% 34 22 5.6% 7.3%France 64 60 23,366 19,478 11.2% 10.4% 16.4% 15.0% 28 18 4.6% 6.0%Italy 60 57 19,903 17,671 9.0% 7.3% 18.1% 20.7% 19 15 3.2% 5.0%UnitedKingdom 61 58 29,107 20,724 8.9% 6.8% 11.8% 15.3% 19 13 3.1% 4.2%Brazil 192 162 4,479 3,606 8.3% 6.7% 24.6% 16.7% 17 6 2.9% 2.1%Canada 33 29 26,102 20,170 10.3% 9.0% 17.0% 13.9% 15 7 2.5% 2.5%India 1,191 964 689 367 4.0% 4.3% 44.2% 55.4% 15 8 2.4% 2.8%Spain 46 39 16,251 12,049 9.0% 7.4% 18.7% 19.2% 12 7 2.1% 2.2%Mexico 111 92 6,327 4,832 5.9% 5.1% 28.3% #N/A 12 0 1.9% 0.0%Korea,Rep. 49 45 15,350 9,548 6.5% 3.9% 23.2% 23.6% 11 4 1.9% 1.3%Australia 21 18 25,246 18,627 8.7% 7.2% 14.6% 12.2% 7 3 1.2% 1.0%Belgium 11 10 25,100 19,940 10.0% 8.5% 16.4% 18.1% 4 3 0.7% 1.0%SouthAfrica 49 39 3,796 2,960 8.6% 7.5% 25.1% 28.3% 4 2 0.7% 0.8%Russia 142 148 3,044 1,618 4.8% 5.3% 18.8% 18.9% 4 2 0.7% 0.8%World 6,737 5,715 6,026 4,788 9.8% 8.8% #N/A #N/A 601 302 100.0% 100.0%
ExpenditureShare**
(%WorldExp.)
Population(millions)
GDPPerCapita*IncomeShareSpentonHealth
Care
ShareofHealthCareExp.SpentonPharm.
TotalAmtSpentonPharm.*(billions)
20
ContrastingTable1relativetoTable2suggeststhatemergingeconomiesdevotea
higherportionoftotalhealthexpenditurestopharmaceuticalsthandevelopedcountries.
BRICShealthcarespendingisconcentratedinpharmaceuticalswithover40%oftotal
healthexpendituresspentondrugsinIndiaandChinarelativeto12%intheUS.Asaresult,
theBRICScountriesaccountforlessthan8%oftotalworldhealthexpendituresbutmore
than15%oftotalworldpharmaceuticalexpenditures.Thus,duetotherelativesizetheir
pharmaceuticalmarkets,theBRICScountriesmayplayalargerroleinspurringthe
innovationofpharmaceuticalsversusnon‐pharmaceuticalmedicalproductsandthe
physicianandhospitalservicestiedtothoseproducts.However,thenon‐pharmaceutical
relatedhealthcaremarketintheBRICScountriesisgrowingfasterrelativetothesizeof
theirpharmaceuticalmarkets.
3.1.2SupplyTrends
Ouranalysisimpliedthatownershipsharesacrosscountriesdrivesactual,although
notefficient,reimbursementpolicy.Ascountry‐specificownershipsharesof
pharmaceutical‐andotherhealthcarecompaniesarenotavailablegivenexistingdata
sources,weusepharmaceuticalproductiondata18.Inparticular,weusepharmaceutical
productiondatatoproxyforacountry’sattentiontosupplysideissuesofsupporting
innovativereturns.Figure4displaysthevalue19ofpharmaceuticalproductionintheUS,
Japan,China,IndiaandRussiaoverthepastthirtyyearsasreportedinthe2006and2010
onlineeditionsoftheUNIndustrialStatisticsDatabase20
18Dataonfirmownershipacrosscountriesistoourknowledgeunavailable.IdeallywewouldliketoknowthepercentageofcompanyXYZthatownedbyUScitizens,Chinesecitizens,etc.foreachfirmandcountry.
19Productionisvaluedeitherintermsoffactorcost,whichexcludesallindirectproductiontaxesbutincludesproductionsubsidies,orintermsofproducerprices,whichincludesindirectproductiontaxesbutexcludesproductionsubsides.
20TheDatabasedoesnotcontainproductiondataforthecountriesinBRICSnotrepresentedingraph.
21
FIGURE4:PHARMACEUTICALPRODUCTION
NotesonFigure4: Thedataisfromthe2006,2010andonlineeditionsoftheUNIndustrialStatisticsDatabase.Datafrom
theonlineand2010editionreflectsISICcode2423“Pharmaceuticals,medicinalchemicals,etc.” Datafromthe2006editionreflectsISIC352“Otherchemicals”andisscaledby1/2toreflectthatISIC
352includesnon‐pharmaceuticalchemicalproduction.ThescalingfactorwasdeterminedbytheaverageratioofISIC2423toISIC352fortheyears/countriesinwhichdataoverlappedbetweenthe2006and2010datasets.
Fortheonlinedata,outputwasconvertedintoUSDusingannualforexdatafromhttp://www.oanda.com/.
Missingdatapointswerelinearlyinterpolated.
Overtheperiod1990to2008,pharmaceuticalproductioninChinaandIndia
increasedbyamultiplesof15and6respectively.Duringthesameperiodpharmaceutical
productionintheUSincreasedbyamultipleof3whileproductioninJapanandRussia
remainedrelativelyflat.OuranalysispredictsacontinuedgrowthintheChineseand
Indianproductionshouldputupwardreimbursementpressureinthosecountries,while
puttingdownwardpressureonreimbursementsinothercountries.
22
3.2EmpiricalAnalysisofStrategicSubstitutability
3.2.1Specification
Weconsideranempiricalspecificationthatallowsustotestforthestrategic
substitutabilityofreimbursementsaswellastheimportanceofsupplyanddemand
changesonreimbursementpolicy.Duetotheavailabilityofdata,ourmodelfocusesonthe
reimbursementsforpharmaceuticalproductsratherthanthemoregeneralproblemof
profitprovisionforothermedicalproductsandservices.Thespecializedversionofthe
previousanalysisconsideredconcernswheneachcountryfacestheoptimalpricesetting
decision:
(4)
wheretheprofitscontributedbyagivencountry isanincreasingfunctionofits
ownprice.
Thispricesettingproblemandtheprofitprovisionproblemdiscussedearlierare
directanalogs.Thefirstorderconditioncorrespondingtothecountry’soptimalpricing
problemisthedirectanalogofthefirstordercorrespondingtotheoptimalprofitprovision
policy.Justaswithprofitprovision,acountry’soptimalpricewillbeafunctionofits
demandfactors,profitshareandaggregateprofits.Theprecedingcomparativestaticresult
thatprofitsarestrategicsubstitutesacrosscountriesappliestopricessuchthatacountry’s
optimalpricelevelisdecreasingintotalworldreturns.Similarly,acountry’soptimalprice
levelisincreasinginitsprofitshare.However,eventhoughacountry’soptimalprofitlevel
isincreasingindemandfactors ,itscorrespondingoptimalpricemaynotbeincreasing
indemandfactors.Thekeyintuitionbehindtheresultisthatsinceprofitisfunctionof
bothpriceandquantity,anincreaseinacountry’ssizeorincomecouldleadtoahigher
domesticprofitlevelevenifthecountrychoosestolowersitsownpricelevel.Thisoccurs
23
whenthequantityincreasefromthelarger“size”ofthecountrymorethanoffsetsany
possiblereductioninmarkups21.
Thispricesettingcaselendsitselftoestimationofthefollowinglinearized
specificationofstrategicinteraction
(5)
where isthepriceofpharmaceuticalssetbycountrykattimet, ispharmaceutical
productionincountrykattimet(proxyingforownershipshares), arecountryfixed
effects(anelementofthex‐vectoraffectingcountryspecificwelfare), arequantity
weights,and isavectorofthedemandfactorsthatdrivedomesticpricingbutnot
foreignpricingofcountrykattimet.Theterm correspondstothepharmaceutical
revenuesincountryjattimet.Ifthemarginalproductioncostsarenegligible,theempirical
model(eq.5)isanalogoustothemodel
(6)
Equations(5)and(6)arethusthelinearizedbestresponsefunctioncorrespondingtothe
country’soptimalprofitprovisiondiscussedearlier.Weestimateacountry’sbestresponse
asperequation(5)ratherthanequation(6)duetothedataavailabilityissuesregarding
accuraterevenueandprofitdata.
Ouranalysisimpliesthatpricesarestrategicsubstitutes,whichcorrespondstothe
parameterrestriction .Theanalysisalsopredictsthatcountriesearningagreater
21Inparticular,thekeysufficientconditionweusedtoshowthatprofitsareincreasingdomesticindemandfactorsinsection2.1is .Thenecessaryconditiontoshowthatpricesareincreasingindomesticdemandfactorsismuchstrongerandlesstenableandintuitiveconditionthat
Theconditionimpliesthatanincreaseindemandfactorsincreasesthemarginalbenefitofincreasingpricebyalargeramountthanitincreasesthemarginalcostofincreasingprice.
24
producersurplusfromthepharmaceuticalindustrywillsethigherprices.Althoughwedo
notobservetheglobaldistributionofpharmaceuticalprofits,weusepharmaceutical
productionasaproxyforpharmaceuticalprofits.Also,countriesmayvaluedomestic
pharmaceuticalproductionforotherreasons,suchaslabordemand.Inthatvein,the
analysispredictsthatcountrieswithgreaterpharmaceuticalproductionwillsethigher
prices; .Further,weexpectthetwodemandfactorspopulationandGDPpercapitato
berelevantpricesettingfactors.Althoughourtheorysuggeststhatprofitswillbe
increasinginthetwodemandfactorspopulationandGDPpercapita,pricescouldbe
decreasingineitherpopulationand/orGDPpercapitaasquantitymayrisemorethan
markupsfall.
Twoprimaryeconometricissuesarisewhenestimatingequation(5):the
simultaneityofpricesandtheendogeneityofproduction.Theoptimalpricesetbycountry
kisafunctionoftheweightedsumofallothercountriesprices .Similarly,the
optimalpricesetbyeachothercountry ,includedtheweightedsum, ,is
alsoafunctionof .Consequently,equation(5)suffersfromtheclassicsimultaneity
problem.Anysimpleregressionof on wouldresultinbiasedestimatesdue
totheendogeneityoftheterm .Weimplementaninstrumentalvariables
strategytocircumventtheendogeneityproblemandrecovercountryk’sbestresponse
function.FollowingourtheoreticaldiscussioninSection2ontheeffectsofdomestic
demandshifts22weuse,asinstruments,thecovariatesofothercountries, ,weighted
bythesameweightsasspecifiedinequation(5)laggedbyoneyear 23.Weusethe
quantityweightsfromthepreviousasopposedtothecurrentperiodtoavoidfurther
endogeneityproblems.Theinstrumentalvariablesstrategyreliesonusingexogenous
variationinthecovariatesofothercountries, ,totraceoutcountryk’sbestresponse
function.ThetwocountrydiscussionofdomesticdemandshiftspresentedinFigure2of
22 SeealsosomerelatedworkinurbanendenvironmentaleconomicsFiglioetal.1999;FredrikssonandMillimet2002.
23SeeBrueckner(2003)foranoverviewofempiricalstudiesonstrategicinteractionamonggovernments.
25
Section2.1illustratesthemainconceptbehindourIVstrategy.Holdingallelseequal,we
usetheexogenousvariationinCountry1’sdemandcovariates, ,totraceoutthebest
responsefunctionofCountry2(andviceversa).
ThevalidityofourIVestimatehingesonourinstrumentsatisfyingsocalled
relevancyandexogeneityconditions.Therelevancyconditionofinstrumentalvariables
requiresthattheinstrument,theweighteddemandcharacteristicsofothercountries(
),iscorrelatedwiththeendogenousvariable, ,conditionalon , and
.WetestforrelevancyinastandardmannerbycomputingandanalyzingtheF‐statistics
fromthefirststageregressionsandShea’spartial measure(1997).Eachmeasure
providesevidencesuggestingthattherelevancyconditionholds.
Theexogeneityconditionrequiresthatourinstrumentisuncorrelatedwith
unobservederrorterm.Specifically,thisrequiresthattheunobserveddeterminantsof
pharmaceuticalprices(suchassaypreferencesorcosts)areuncorrelatedwithweighted
demandcharacteristicsofothercountries.Sincethenumberofinstrumentsexceedsthe
numberofendogenousvariables,weempiricallytesttheexogeneityconditionasper
Sargan(1958)andfailtorejectthenullhypothesisofexogeneityinourfullyspecified
model.
Relatingtotheexogeneitycondition,theIVmethodshouldalsoabateconcerns
aboutpotentiallyomittedvariablesinequation(5).Itisreasonabletoassumethat
equation(5)doesnotcontaintheentirerelevantpricesettingfactors.Forexampleone
mightthinkthatequation(5)omitspotentiallyimportantdemandandsupplycontrol
variablessuchas,mostobviously,productioncosts.Ifpharmaceuticalcostsand/or
preferencesarepositivelycorrelatedacrosscountries,onemightexpecttheweightedsum
ofothercountriesprices, ,conditionalon , and tobepositively
correlatedwiththeerrorterm, ,whichwouldresultinourOLSestimatesof being
asymptoticallybiasedupwardsuchthat .Hence,thepotentialomitted
variablesandendogeneityproblemcouldresultinOLSestimatesof suggestingthat
pricesarestrategiccomplementsacrosscountrieswhentheyareinfactstrategically
26
substitutes.Providedthattheomittedvariablesareuncorrelatedwithoursetof
instruments,theobserveddemandcharacteristicsofothercountries,ourIVestimateswill
correctforthisasymptoticbias.
Thefinalempiricalissueinvolvestheendogeneityofpharmaceuticalproduction.
Unobserveddomesticdemandfactorscouldpotentiallybepositivelycorrelatedwith
quantityofpharmaceuticalsproducedwhichwouldresultsinbiasedestimatesof .We
correctfortheendogeneityproblemagainusinginstrumentalvariablesusinglagged
productionasaninstrumentforcurrentproductionsimilartothestrategyemployedby
Villas‐BoasandWiner(1999).Theinstrumentisvalidprovidedthatdomesticproductionis
correlatedovertimebutpreviouspharmaceuticalproductionisuncorrelatedwithcurrent
demandshocks.Asdiscussedpreviously,weagainempiricallyassessthevalidityofthe
instrumentandfindevidencesuggestingthattheexogeneityandrelevancyconditionshold.
3.2.2Data
Weestimateequation(5)usingpharmaceuticaldatafromabalancedpanelof21
OECDcountriesovertheperiod1999to200824.The21countriesaccountedforroughly
over80%ofpharmaceuticalspendingin1999.Thepharmaceuticalpriceindexis
constructedfromseveralsources.WeuseCPIdatafromtheBLS,Eurostat,Japanand
StatisticsCanadatomeasurewithincountrypharmaceuticalpricemovementsacrosstime
byusingtheratioofpharmaceuticalpriceindexrelativetoconsumerpriceindex(all
goods)assuggestedbyGolecandVernon(2006).Next,wearethenabletoscalethe
relativepharmaceuticalpricelevelsacrosscountriesintheyear2005usingOECDrelative
pharmaceuticalpricedata25.Figure5belowindicatesthepricemovementsoftheUS,Japan,
France,GermanyandtheUKovertheperiod1996to2010.Theremainingdatausedin
estimationaresummarizedinTable3.
24 Although the full data set spans 26 countries over 1996‐2010, we trim the data set to allow for a balanced panel.
As a robustness check we use the full unbalanced data set.
25TherelativepharmaceuticalpricedataisfromOECDHealthPolicyStudies(2008).
27
Duetodataconstraints,ourpharmaceuticalpriceindexmaybeanoisymeasureof
pharmaceuticalprices.Weusecountryspecificpharmaceuticalandconsumerpriceindices
tocapturethewithincountrypharmaceuticalpricemovementsacrosstimebylookingat
changesintheratioofpharmaceuticalpricesrelativetoallconsumerprices.The
methodologyusedbytheBLS,Eurostat,JapanandStatisticsCanadatocalculate
pharmaceuticalandconsumerpricelevelsvariesacrossthefoursourceswhichcould
createinconsistenciesinourpriceindices.Thepharmaceuticalpricelevelsarefirstscaled
acrosscountriesusingOECDrelativepharmaceuticalpricedataandthenre‐scaledusing
theDanzonandFurukawa(2003)datasetasarobustnesscheck26.TheOECD
pharmaceuticalpricedataisintermsofrealpurchasingpowerparitywhichmaynotbethe
applicablemeasureforourcontext.However,aslongasthemeasurementerrorinour
pharmaceuticalpricevariableisorthogonaltoourinstrument,thedemandcharacteristics
ofothercountries,ourestimateswillnotsufferfromanymeasurementerrorrelatedbias.
26TheOECDrelativepharmaceuticalpriceindexreflectsfinalretailprices,orinotherwordsthetotalsocialcostofpharmaceuticals,whichincludeswholesalerandpharmacymarkupsandVATrates.DanzonandFurukawa’sindex(DiscountedAllMolecule‐Indication)reflectsmanufacturepricelevelsandwhichexcludesbothwholesalerandpharmacymarkups.
28
FIGURE5:REALPHARMACEUTICALPRICES
TABLE3:SUMMARYSTATISTICS
Variable Obs Mean Std.Dev. Min Max
RealPharm.PriceIndex( )
210 1.08 0.21 0.57 1.60
PharmaceuticalProduction( )(10billion,USD2005)
144 1.96 3.39 0.02 18.65
GDPPerCapita(10thousands,USD2005)
210 2.60 1.06 0.53 5.63
Population(100million)
210 0.40 0.65 0.003 3.04
NotesonFigure5andTable3:
TheRealPharmaceuticalPriceindexisscaledacrosscountriesusingOECDrelativepricesasdiscussedinSection3.2.2.
29
Thehealthcareexpenditure,GDPandpopulationdatacomesfromtheWorldBank
DatabankwhilethepharmaceuticalexpendituredataiscompiledfromtheOECDiLibrary.
Pharmaceuticalexpendituresarecomputedastheproductof:pharmaceuticalexpenditures
asapercentageoftotalhealthexpenditures;totalhealthexpendituresasapercentageof
GDP;andrealGDP(measuredinconstantUSD)27.
TheproductiondatacomesfromcomesfromtheUNIndustrialStatisticsDatabase
(INDSTAT42010ISICRev.3).Productiondataisavailableforonly19outofthe21
countriesdiscussedpreviouslyovertheperiod1999‐200628.Onepotentialissueisthat
howproductionisvaluedacrosscountriespotentiallydiffersintermsofwhetheritis
valuedatproducer’spricesorfactorprices.Thismeasurementerrorcouldresultin
potentialbias.Further,itislikelythatthemeasurementerroriscorrelatedacrosstime;
consequentlyourinstrumentalvariablesstrategydoeslittletomitigatethisissue.Provided
thatthemeasurementerrorisclassical,ourestimateof maysufferfromanattenuation
bias.
3.2.3EstimationResults
Table4indicatesourestimationresultscorrespondingtoequation(5).Columns(1)‐
(3)reporttheresultsoftheregressionofpharmaceuticalpricesontheweightedsumof
otherprices, ,,GDPpercapita,andpopulation.Pharmaceuticaloutputis
includedasanadditionalregressorinthespecificationsreportedincolumns(4)‐(6).We
reportspecificationswithandwithoutpharmaceuticaloutputasincludingpharmaceutical
outputlimitsthesizeandtimespanofourdataset.Incolumns(4)and(6),weinstrument
fortheweightedsumofprices, ,usingtheweightedsumofothercountry
27DataonpharmaceuticalexpendituresasapercentageoftotalhealthexpendituresislinearlyinterpolatedforPortugalandtheUnitedKingdomintheyear1999,theNetherlandsinyears2003‐2006,andBelgiuminyears1999‐2002.
28ProductiondataisunavailableforJapanandtheUnitedKingdomintheyear2006,SlovakiaandBelgiumintheyear2002,Irelandintheyear2004,andCanadainyears2004‐2006.Thesedatapointsaretreatedasmissingobservationsinspecifications(4)‐(6),butarestillincludedintheterms when
productiondataisunavailable.
30
populationandGDPpercapitacovariates.Wealsoinstrumentforpharmaceuticaloutput
usinglaggedpharmaceuticaloutputincolumn(6).
Theresultsofallsixspecificationsindicatethatpharmaceuticalpricesacross
countriesarestrategicsubstitutes.Thecoefficient, ,fortheweightedsumofother
countriesprices,isnegativeandstatisticallysignificantattheeither5%or1%levelineach
regression.Theresultsfromcolumn(1)canbeinterpretedasfollows:foraparticular
country,anexogenous$100billiondollarincreaseinglobalpharmaceuticalexpenditures,
,iscorrelatedwitha0.081unitdecreaseinthecountry’sabsolutepriceindex.
Sincethescaleofthepriceindexissomewhatarbitrary,itisusefultonotethata0.081unit
decreaseinthepriceindexcorrespondstoaroughly7.9%29decrease.Giventhe
aforementionedendogeneityconcerns,if and 30we
wouldexpectourOLSestimatesof tobebiasedupwards.WhencomparingtheIV
regression(3)totheOLSregression(2)andtheIVregression(6)totheOLSregression(5),
isindeedhigherintheOLSspecifications.
ThemodeldevelopedinSection2suggeststhatpharmaceuticalpricesanddomestic
pharmaceuticalproductionshouldbepositivelyrelated.Whencontrollingforcountryfixed
effects,ourestimateofproductioneffects, ,ispositiveandsignificantatthe1%levelin
bothspecifications.Theestimateof incolumn(6)canberoughlyinterpretedasa$10
billionexogenousincreaseinacountry’spharmaceuticalproductioniscorrelatedwitha
0.08unitincreaseinacountry’spriceindexlevelwhichcorrespondstoa7.8%decreasein
prices.Theinclusionofdomesticpharmaceuticalproductionismotivatedfromour
theoreticalresultsregardingdomesticprofitsharesandisusedasaproxyvariable.If
domesticproductionisapoorproxyfordomesticprofitshares(andpotentiallycountries
maynototherwisevaluedomesticproduction),ourestimatescouldsufferfroma
measurementerrorbias.Providedthatthemeasurementerrorisclassical,ourestimatesof
29Thepercentagechangeestimateandallprecedingpercentagechangecalculationsarecalculatedatthemeanpricelevelinthesample,1.02.
30 representstheresidualfromtheregressionof on and .
31
couldsufferfromattenuationbias.Consequently,wemaybeunderestimatingthe
domesticsupplyeffectonpharmaceuticalprices.
Ourtheoreticalmodelsuggeststhatthedemand,populationandGDPpercapitaare
relevantfactorsinacountry’spricesettingdecision.However,ourtheoryonlyindicates
thatprofits,notnecessarilypriceswillbepositivelycorrelatedwithGDPpercapitaand
population.TheempiricalestimatessuggestboththatGDPpercapitaandpopulationare
relevantpricesettingfactorsandthattheoptimalprofitlevelisincreasinginGDPper
capitaandpopulationsize.TheGDPpercapitacoefficientestimateispositiveand
significantinfourofthesixspecifications.Further,themagnitudesoftheGDPpercapita
coefficientestimatesseemintuitivelyplausible.Theresultsfromcolumn(1)suggestthata
1,000increaseinGDPpercapitaiscorrelatedwitharoughly0.01unit(1.0%change)in
pharmaceuticalprices.
Therelationshipbetweenpopulationsizeandpharmaceuticalpricesislessclear
thantherelationshipbetweenGDPpercapitaandprices.Thepopulationcoefficientis
positiveintwoofthespecificationswhilenegativeandstatisticallysignificantintwoofthe
otherspecifications.Theresultsfromcolumn(5)canbeinterpretedasa10million
increaseincountry’spopulationsizeisassociatedwitha0.24unit(23.5%)decreaseinthe
pricelevel.Eventhoughthepricecoefficientisnegative,thatdoesnotimplythatan
increaseinpopulationsizeleadstoadecreaseinprofits.Forexample,supposeacountry’s
populationexogenouslyincreasesfrom$29millionto$30millionpeople.Ourestimates
implythepricelevelwilldecreaseby2.35%asaresultoftheshiftinpopulation.
Concurrently,thequantityofpharmaceuticalsconsumedwillincreaseduetotheshiftin
population.Providedthatthequantityofpharmaceuticalsconsumedpercapitadoesnot
changeasaresultoftheshiftinpopulation,profitswillincreaseoverallby1%.
32
TABLE4:ESTIMATIONRESULTS
VARIABLES (1) (2) (3) (4) (5) (6)
‐0.81*** ‐0.50*** ‐0.58** ‐0.63** ‐0.83*** ‐0.89***
(0.23) (0.18) (0.24) (0.28) (0.18) (0.22)
‐0.02 0.06*** 0.08***
(0.01) (0.01) (0.02)
GDPPerCapita 0.01*** ‐0.00 ‐0.00 0.02*** 0.02** 0.01** (0.00) (0.01) (0.01) (0.00) (0.01) (0.01)
Population ‐0.03 0.10 0.01 0.05 ‐2.37*** ‐3.27*** (0.02) (0.25) (0.30) (0.07) (0.63) (0.74)
Constant 1.11*** 1.26*** 1.31*** 0.94*** 1.17*** 1.29*** (0.11) (0.08) (0.10) (0.12) (0.12) (0.15)
IV X XFixedEffects X X X XObservations 210 210 189 144 144 122R‐squared 0.369 0.913 0.918 0.534 0.949 0.949
NotesonTable4 One,twoandthreestarsindicatesignificanceat10,5and1percentlevels. TheRealPharmaceuticalPriceindexisscaledacrosscountriesusingOECDrelativepricesas
discussedinSection3.2.2.
Inspecification(3)and(6)weinstrumentfor usingtheweighted(weightslaggedby
oneyear)sumofothercountrycovariates(populationandGDPpercapita).Specification(6)alsouseslaggedpharmaceuticaloutputasaninstrumentforpharmaceuticaloutput.
Populationismeasuredin100millionpeople,GDPPerCapitaismeasuredin10thousands(2005USD),andpharmaceuticaloutputismeasuredin10billions(2005USD)
Theweights correspondtothequantityofpharmaceuticalsconsumedincountryjattimetin
termsoftrillionsdollars(2005USD).Wealsoconstructweightsusingpopulationandincomesharesandfindquantitativelysimilarresults.
Specifications(3)and(6)wereestimatedusingtwostageleastsquares.ThecorrespondingF‐statisticsforeachfirststageregressionexceed100.FollowingSargantestofoveridentifyingrestrictions(1958),wefailtorejectthenullhypothesisofexogeneityatthe1%levelinspecification(3),andfailtorejectthenullhypothesisofexogeneityatthe10%levelinspecification(6).
Asarobustnesscheckwere‐estimatethemodelusingalternativepharmaceuticalpricingdatafromDanzonand Furukawa’s(2003).Further,weestimatealternativespecifications(suchasincludingatimetrend)andalsore‐estimatethemodelusinganunbalancedpanelcovering26OECDcountriesovertheperiod1996‐2010.Ultimately,wefindquantitativelysimilarresultsineachrobustnesscheck.
33
Asdiscussed,theIVestimatesdisplayedincolumns(3)and(6)relyonour
instrumentssatisfyingtherelevanceandexogeneitycriteria.TheF‐statisticscorresponding
tothefirststageregressionsexceed100ineachofthethreefirststageregressions.As
therearetwoendogenousvariablesinspecification(6),examiningtheF‐statisticfromthe
firststageregressionsispotentiallymisleadingintermsofassessingtheinstrument
relevancycondition.Asafurthercheck,wefindthattheSheapartial exceeds0.55for
eachendogenousvariableinspecification(6).Sincethenumberofinstrumentsexceedsthe
numberofendogenousvariablesinbothspecification(3)and(6)wetestthe
overidentifyingrestriction.FollowingtheSargan(1958)test,wefailtorejectthenull
hypothesisofexogeneityatthe10%levelinthefullspecificationincolumn(6)31.
Combinedwiththeprecedingtheoreticaljustification,wefindextensiveevidence
suggestingthatboththeexogeneityandrelevancyconditionshold.
WerunseveralrobustnesscheckstoassessthevalidityofourestimatesinTable4.
Giventheaforementionedconcernsregardingthepharmaceuticalpricedata,were‐
estimatethemodelafterfirstre‐scalingourrelativepharmaceuticalpriceindexacross
countriesusingDanzonandFurukawa’s(2003)cross‐countryrelativepriceindex.Wefind
quantitativelysimilarresultsintermsoflevelsandsignificance,especiallywithregardsto
theparametersofinterest and .There‐scaledestimatesofourpreferredspecification
(Column6ofTable4)arestatisticallyindistinguishablefromouroriginalestimates.We
alsofindquantitativelysimilarresultswhentryalternativespecifications(suchas
includingtimetrends,takinglogs,etc.)andwhenusinganexpandedunbalancedpaneldata
setcovering26countriesovertheperiod1996‐2010.
Theempiricalfindingsarein‐linewiththosefromthetheoreticalmodel.Wefind
thatpricesarestrategicsubstitutesamongstcountriesandsomelimitedevidence
suggestingthatpricesarehigherincountrieswithhigherdemandforpharmaceuticals.It
shouldbenotedthatitwouldbeamistaketointerprettheestimatedcoefficientstoo
31Wealsofailtorejectthenullhypothesisofexogeneityatthe1%levelinspecification(3).
34
literally.Thefirstordercondition(3)indicatesthattherelationshipbetweencountrykand
countryj‘spricesquitepossiblynon‐linearandheterogeneous;however,weestimatea
linearreactionfunctionassimpletestforstrategicsubstitutability.Althoughtheexact
reactionfunctionremainstobedetermined,understandingthedirectioninwhichcountry
krespondstopricereformincountryjhasimportantpolicyimplications.
3.3BRICSandtheFutureofWorldReturns
Thissectiondiscusseshowtousetheestimatedeffectsofstrategicsubstitutability
inreimbursement,whetherinpharmaceuticalsashereorinothermarkets,toestimatethe
impactofgrowingworlddemandonworldreturns.Usingourestimates,weprojecthow
thehealthcareandpharmaceuticalexpendituregrowthinBRICSwillimpactworld
returnstomedicalinnovation.
ConsiderthetworegioncasewithCountry1(BRICS)andCountry2(US).TotalNash
equilibriumworldreturnsare
OurearlieranalysisindicatedthatfutureBRICSincomegrowthshouldleadtoanincrease
indemandforhealthcareandanincreaseinBRICSreturnsaswellastotalworldreturns.
Fromourpreviousanalysisweshowedthatpricesarestrategicsubstitutes.Thus,total
returnswillincreaseduetothedirectdemandgrowthfromtheBRICScountriesbutwill
increasebylessthanthatdirectresponseduetothedecreaseinprofitprovisionfromthe
US
SupposetheincreaseindemandfromtheBRICScountriesisassociatedwithashift
inproductionandprofitsharesfromtheUStoBRICSsuch .Thechangeinprofit
sharesofBRICSresultsinanincreaseinprofitprovisionofBRICSbutadecreaseinUS
profitprovision.
35
Thenetimpactofashiftinprofitsharesonaggregateprofitsisthusambiguous.Putting
thesetworesultstogethertheanticipatedshiftinBRICSdemandandprofitsharesleadsto
anetincreaseordecreaseinworldinnovation.
Somesimplebackoftheenvelopecalculationsareusefulinillustratingthe
magnitudesofthetradeoffsinvolved.Inyear2010,totalworldhealthcarespendingwas
$4.3trillion,ofwhich7%percentwasfromBRICScountries.Nowconsideraprojected
two‐foldincreaseinrevenuesforBRICScountriesby201632.Bothourtheoreticaland
empiricalanalysisindicatesthatnon‐BRICScountrieswillrespondtothegrowthinBRICS
byloweringtheirdomesticreimbursements.Ifnon‐BRICScountriesweretorespondtothe
100%increaseinBRICSrevenuesbyloweringreimbursementsbyamere7.5%,world
revenueswoulddeclineoverall.ThefactthatUSandothercountriescurrentlydominate
worldreturnsmeansthatmarkupsreductionsneedtobefairlysmalltooffsetasubstantial
demandgrowthintheBRICS.
Ourempiricalanalysisestimatedacounty’sstrategicpriceresponsetoachangein
totalpharmaceuticalrevenuesaswellasitsowndemandfactors.Considertheprojected
two‐foldincreaseinpharmaceuticalrevenuesstemmingfromBRICScountriesbytheyear
2016.Theprojectedincreaseamountstoaroughly$100billionincreaseinpharmaceutical
expendituresfromBRICScountries.Ourmodelsuggeststhataportionandpotentiallyallof
theincreaseinpharmaceuticalexpenditurescouldbeoffsetbythestrategicpricing
responsesofrichercountriescurrentlydominatingthecontributiontoworldreturns.
Eachcountry’sstrategicresponsetoanoutsideincreaseworldrevenues,
,isgivenby intheempiricalspecificationestimated(eq.5).Anexogenous
increaseinpharmaceuticalrevenuesisequivalenttotheterm, ,increasingby
32Thisisthesuggestedgrowthrateinindustrypublications,seee.g.IMSInstitute’s“TheGlobalUseofMedicinesOutlookThrough2016”
36
$100billoninourempiricalmodel.Themodelestimatesindicatethata$100billion
increaseinpharmaceuticalrevenuesiscorrelatedwitharoughly0.089unitdecreaseina
country’spriceindexlevel,holdingallelseequal.Byaggregatingthepriceresponseacross
allcountriesandholdingquantitiesconstant,weareabletoestimatethehowmuchofthe
exogenousincreaseinpharmaceuticalrevenuesfromBRICScountrieswillpotentiallybe
offsetbystrategicpriceresponses.Letting denotethesetofBRICScountries,the
aggregateimpact,intermsofpharmaceuticalrevenues,ofthenon‐BRICScountries
strategicresponsetotheexogenousincreaseinBRICSrevenuesisgivenby:
where representstheexogenouschangeinglobalrevenuesfromtheBRICS
countrieswhichinthiscaseis$100billon.Sincequantitiesareassumedtoremain
constant,thechangeinprofitscorrespondsoneforonewithachangeinrevenues.Using
theestimate ,theabovecalculationimpliesthattheaggregatestrategicresponse
willberoughly‐$37billon.Inotherwords,a$100billionexogenousincreasein
pharmaceuticalrevenueswillbepartiallyoffsetbya$37billondecreaseinpharmaceutical
revenuesascountriesstrategicallyrespondbyloweringtheirpharmaceuticalprices.
The$37billionstrategicresponseshouldbethoughtofasanupperbound(interms
ofthemagnitudeoftheresponse)forseveralreasons.First,byfixingquantitiesweare
overstatingtheimpactdecreasingpharmaceuticalpriceswillhaveonpharmaceutical
revenues.Aspricesfall,thedeclineinrevenueswillbelessinpercentagetermsthanaone
forone.Thequantityofpharmaceuticalsdemandedwillincreaseaspricesfallwhichoffset
someofthecorrespondingdeclineinrevenues.Secondly,theaboveanalysisignores
secondarypriceresponses.Forexample,iftheUSknowsthatthestrategicresponseof
othercountrieswillpartiallyoffsettheexogenousincreaseworldpharmaceuticalrevenues,
theUSwillloweritspricesbyasmalleramountthanitwouldhaveotherwise.Regardless
oftheexactmagnitude,ourmodelindicatesthatasizeableamountofthepharmaceutical
37
expendituregrowthstemmingfromtheBRICScountrieswillbeoffsetbythestrategic
responsesofothercountries.
Asdiscussedpreviously,theincreaseinBRICSmayalsobeassociatedwithashift
concentrationintheownershipofprofitswhichinadditiontodemandgrowthaffects
reimbursementpolicies.Considerwhen10%ofUSprofits(asrepresentedbyproductionin
ourempiricalanalysis)shiftstotheBRICScountriesoverthenextfewyears.The
theoreticalandempiricalresultspredictthatthisshiftwillresultinadecreaseinUSprices
andanincreaseinBRICSprices.Figures6and7illustratetheestimatedimpactBRICS
growthwillhaveonfuturepharmaceuticalandtotalhealthcarerevenueswhenproduction
shiftsfromtheUStotheBRICScountries.Usingdatafromthepharmaceuticalsector,in
section3.2weestimatethatforevery$1increaseinBRICSpharmaceuticalspendingleads
toonlyanincreaseof$0.63inintotalpharmaceuticalrevenues.InFigures6and7we
analyzetheimplicationsofthisoffsetassumingitextendedtooverallhealthcare
reimbursementsaswellasforpharmaceuticalsalone.Theseparateimpactofthe
productionshiftonworldreturnsiscalculatedwiththeestimate fromthe
precedinganalysisofpharmaceuticalpricing.AsBRICScountriesrepresent15%ofthe
pharmaceuticalmarketandonly7%ofthetotalhealthcaremarket,anincreasetheBRICS
growth(inpercentageterms)hasamuchlargerimpactonthepharmaceuticalmarketthan
thetotalhealthcaremarket.Giventhe10%shiftinproduction,BRICShealthcare
(pharmaceutical)revenuegrowthwouldhavetoincreasebyover270%(126%)forworld
revenuestoincreaseoverall.Themainpointthesequantitativeeffectsimplyisthatwhen
bothdemandandsupplygrowthoccursthroughtheBRICS,reasonableparameterlevels
suggeststhatafall(asopposedtoarise)inworldreturnsmayresult.
38
FIGURE6:FUTUREWORLDRETURNS(TOTALHEALTHCARE)
FIGURE7:FUTUREWORLDRETURNS(PHARMACEUTICALS)
39
ThesequantitativeeffectssuggestthatdemandgrowthinBRICScountrieshasthe
potentialtoexpandpharmaceuticalreturnsandconsequentlystimulatefurthermedical
innovations.However,thestrategicresponsesofexistingdevelopedcountriescouldlargely
offsetandevendecreaseworldreturnstoinnovationandthelargerspendinggrowthit
mayentail.Thisisespeciallytrueiftheexpectedincreaseindemandisaccompaniedbya
shiftinownershiptotheBRICS.
4.ConclusionsandFurtherResearch
Becauseworldreturnsdriveinnovationandbecauseinnovationiscentraltohealth
carespendinggrowth,healthcareeconomiesandpoliciesofothercountriesthereby
drasticallyaffectdomesticspendinggrowth.Thispaperanalyzedtheuniquepositiveand
normativeimplicationsoftheseinnovation‐inducedlinkagesacrosscountrieswhen
governmentscentrallypricehealthcare.Westressedtheimplicationsoftheinherent
public‐goodsprobleminprovidingworldreturnswhentaxationtofundreimbursements
involvesadomesticcostwithaninternationalbenefit.Becauseofthispublic‐goods
problem,medicalinnovationshaveinefficientlylowworldreturns,andreimbursements
werepredictedtobe“strategicsubstitutes.”Wearguedthatthepublic‐goodsaspectof
medicalinnovationcreatesasignificantconcernintheconcentrationofworlddemandand
supply.Weprovidedanempiricalanalysisoftheeffectsofthefuturedeclineinthis
concentrationonworldreturnsbyconsideringtheplausibleconditionsunderwhichfuture
growthoftheBRICSmaylowerworldreturns.
Weconcludebydiscussingsomeoftheimplicationsofouranalysisaswellasfuture
areasofresearch.
4.1DomesticandRegionalHealthCareReforms
Ouranalysisimpliesthathealthcarereformsthataimtocurbspendinggrowthwill
havedifferenteffects,dependingonacountry’simportanceforworldreturns.Put
differently,reformsinsmallcountrieswillnotaffectspendinggrowthratesinducedby
40
innovation,althoughUSreformswill.Forthesamereason,usingUSstatesas“laboratories
forreform”doesnotcaptureinnovationorgrowtheffectsbecauseindividualstatesdonot
affectworldreturns.Forexample,eventhoughreformsinMassachusettsweresimilarto
thefederalAffordableCareAct(ACA)reforms,thelessonslearnedabouttheimpacton
growthofspendingareminimalifthatstatedoesnotaffectworldreturns.Likewise,the
manyregionalpaymentdemonstrationexperimentsthatACAisfinancingdonotaddress
spendinggrowthinducedbyworldreturnstoinnovation.Rather,differencesintechnology
adoptionproceduresappeartobeakeyfactoraffectingregionalspendinggrowthinthe
faceofworldreturnsdrivingcommoninnovationsacrosscountries.Indeed,ouranalysis
impliesthatsubnationalorregionalreimbursementlevelswillbelowerthannationalones.
Forexample,stateMedicaidprogramsarepredicted,asobserved,topricebelowthe
federalMedicareprogramintheUnitedStates,eventhoughMedicareclearlyisabigger
buyerwithlargerbargainingpower.Futureresearchshouldinvestigatetheimpactof
regionalversusnationalpublicreimbursementpolicies.
4.2InternationalSpendingLevelsandGrowthRates
Ouranalysiscanbedevelopedfurthertoexamineinternationalspendingpatterns
acrosscountries,particularlyasthosespendingpatternsareoftenattributableto
differencesinpricingratherthanuse.Ifinnovationisapublicgoodthatdrivesspending
growthandisusedbyeveryone,itsuggestslessvarianceingrowthratesacrosscountries
thanthatinlevelsduetothedifferentialmarkupincentivesdiscussed.Moregenerally,a
betterunderstandingoftheincentivesthatdeterminethegrowthinreimbursementsover
timeimpliedbyouranalysis,ratherthanthelevelsanalyzedhere,seemsausefulavenueof
research.
4.3AnEvaluationofDomesticUnderpricingthroughExistingPricingRegimes
Sinceefficientworldpricingcanbeviewedasaclassicpublic‐goodsproblem,
standardremediestoavoidfreeridinginprovidingpublicgoodsseemrelevant.Asis
commonunderpositiveexternaleffects,thebehaviorofinterestisunderprovided,and
efficiencygainscanbeachievedwithPigouviansubsidiesthataimtoequatethedomestic
41
costsofmarkupprovisionprovidingtheworld’sbenefitintermsofgeneratingnew
innovations.Evaluatingtheefficiencyeffectsofinternationalreimbursementreformsin
thiscontextseemstobeworthwhile.Inparticular,morecentralizedEuropeanUnion(EU)
pricingmayraiseinnovativereturnsratherthantheseparatedomesticpricingby
individualcountries.Thiswouldbethereimbursementanalogtothemoreadvanced
EuropeanMedicinesAgency(EMA)harmonizationforapprovalprocessesintheEU.If
countriesunifiedtheirreimbursementdecisions,itmightraisepricestomoreefficient
levels.Theobviouscounterargumentisthatalargerbuyerforcesdownpricesmore,butas
wehaveshown,thatisnotalwaysthecase.Smallercountriesarefreeridingmore,inan
individuallyoptimalmanner,bykeepingreimbursementslow.
4.4PersonalizedMedicine
Manyanalystshavearguedthatpersonalizedmedicinesandorphandrugsarelikely
toreducemarketsizefortherapies.Clearly,thegrowthofworldmarkets,inparticular,the
BRICS,maywellsubstantiallyincreasetheuseofdomesticorphandrugsinaworldmarket,
thusaggregatingtheorphanstatuswithineachcountryacrossnew,largeeconomiessuch
astheBRICS.However,thefree‐ridingincentivesdiscussedheremitigatethepositive
impactonworldreturns.Avaluablecourseofresearchmaylieininvestigatingthedegree
towhichemergingmarketsaffecttheincentivesforinnovationofrarediseasesor
personalizedmedicines,oftenarguedtobeplaguedbylowinnovationincentivesdueto
smallmarketsize.
Overall,morequantitativeanalysisisneededconcerningtheimpactofinnovation‐
inducedlinkagesacrosshealthcareeconomies,bothforpositiveanalysistoexplain
differencesinreimbursementsandspendingandfornormativeanalysisofwhatpolicies
functioninagivencountry’sself‐interest.
42
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Appendix:ImpactofaChangeinOwnershiponTotalProfits
Considerthetwocountryexamplewithcountries1and2wheretheownership
shareofCountry1increasesby andtheownershipshareofCountry2correspondingly
decreasesby .Werewritefirstordercondition(3)asfollows(wherethe
demandargumentsofconsumersurplusareomittedforconvenience):
Totallydifferentiatingtheaboveequationyields
Forconveniencewedefinetheterms and suchthattheabovetotaldifferentialcan
berewrittenas
Rearrangingtheaboveequation,wehavethat
Bysymmetry,andnotingthat ,wecansubstituteinfor intheaboveequation
andsolvefor .
Where and correspondtotheterms and definedforCountry2ratherthan
Country1.
Thechangeintotalequilibriumprofits,resultingfromachangeinprofitsisequalto
45
Thesignthusdependsonthelevelsandcurvaturesofthesocialcostandprobabilityof
innovationfunctions.InthesimpleparametricexamplediscussedinSection2,itis
straightforwardtogeneratecasesinwhichachangeinprofitsharesincreasestotalprofits,
decreasestotalprofits,anddoesnotchangetotalprofits.