first mover advantages in the mobile telecommunications industry. a consumer-centric perspective...
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ESMT Working Paper
ESMT | European School of Management and Technology
ISSN 1866-3494
1103 March 30, 2011
FIRST MOVER ADVANTAGESIN THE MOBILETELECOMMUNICATIONSINDUSTRYA CONSUMERCENTRIC PERSPECTIVEJ.P. EGGERS, NYU STERN SCHOOL OF BUSINESS
MICHA GRAJEK, ESMT
TOBIAS KRETSCHMER, LMU MUNICH
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* Contact: Micha Grajek, ESMT, Schlossplatz 1, 10178 Berlin,
Phone: +49 (0) 30 21231-1047, [email protected].
Copyright 2011 by ESMT European School of Management and Technology, Berlin, Germany,
www.esmt.org.
All rights reserved. No part of this publication may be reproduced, stored in a retrieval
system, used in a spreadsheet, or transmitted in any form or by any means - electronic,
mechanical, photocopying, recording, or otherwise - without the permission of ESMT.
AbstractFirst mover advantages in the mobile telecommunications industry:A consumercentric perspective
Author(s):* J.P. Eggers, NYU Stern School of Business
Micha Grajek, ESMT
Tobias Kretschmer, LMU Munich
This study offers a consumer-centric view of entry order advantages and the role offirm-level capabilities. Specifically, we consider the fact that early adopting
consumers will be different from late adopting ones. We suggest that early
entering firms will attract higher-profitability customers, and that this will be a key
source of first-mover advantages. Additionally, this effect will be stronger for firms
with strong technological capabilities as early adopters are generally more
technology-oriented than late adopters. Conversely, firms with existing marketing
and branding resources in the country will do better at attracting a high volume of
less-profitable customers standard late adopters that are swayed by brand
effects. Our empirical results, drawn from data on the global mobile
telecommunications industry, support our assertions and help us offer important
depth to the discussion about first-mover advantages and the contingent role of
firm capabilities.
Keywords: firstmover advantage, mobile telecommunications, consumer
centric, preentry experience, firm capabilities
JEL Classification: C51, L10, O33
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1
INTRODUCTION
Despitetheattentiondedicatedtofirstmoveradvantageresearchinthefieldsofeconomics,
marketingandstrategy,theroleofconsumersintheeffectofentrytimingandindustry
evolutionthathasbeenconspicuouslyabsent.Specifically,whilesomeresearchdiscusses
howswitchingcostslimitingconsumermobilityimproveearlyentrantperformance
(LiebermanandMontgomery1988;Makadok1998;Robinson1988),littleattentionhas
beenpaidtotheheterogeneityamongdifferentconsumergroupsinanemergingindustry.
Thisissurprisingastheheterogeneityofadoptersplaysacentralroleinarelated,butlargely
parallelstreamofresearchthatalsodealswiththeemergenceofnewproductsandmarkets,
specificallyworkonthediffusionofinnovation.There,consumersegmentationandthe
characteristicsofdifferentconsumersdependingonwhentheyadoptaninnovationplaya
centralroleintheresearchtradition(Mahajan,MullerandSrivastava1990;Rogers
1962/1995).Thisliteraturesuggeststhatconsumersavailabletoearlyenteringfirmswillbe
systematicallydifferentfromthosereachedbyfirmsenteringlater,andyettheimplications
ofthisperspectiveforourunderstandingoffirstmoveradvantageshavenotbeenexplored.
Inthisstudyweofferanintegratedviewofwhichtypesoffirmsshouldbeabletocreate
advantagesinanewmarketbasedonimportantdifferencesinconsumersegments,and
theninvestigatetheseargumentsempirically.Webuildonrecentresearchsuggestingthe
contingentnatureoffirstmoveradvantages(SuarezandLanzolla2007)basedinpartonthe
fitbetweenthecapabilitiesofthefirmandtheneedsoftheexternalenvironment(Franco,
Sarkar,AgarwalandEchambadi2009).Thisconsumercentricviewofadvantagescreatedby
entrantssuggeststhatsomefirmswillappealmosttohighlyprofitableearlyadopterswhile
otherswillbesuccessfulinattractingmore,butnotnecessarilythemostprofitableadopters,
andthegranularityofourdataallowsustodemonstratethisrelationship.Thesefindings
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contributetoresearchoncapabilitydevelopmentandpreentryexperience(Bayusand
Agarwal2007;HelfatandLieberman2002;KlepperandSimons2000)byconsideringthefit
betweencapabilitiesandconsumerneeds,andtotheliteratureonthemechanismsbehind
firstmoveradvantages(Kerin,VaradarajanandPeterson1992;LiebermanandMontgomery
1988;Robinson1988)byfocusingonconsumerdrivenmeansofadvantagecreation.
Toassessthefitbetweencapabilitiesandconsumers,weusedataontheemergenceof
secondgenerationmobilephonemarketsacrossthirtycountries.Ourexceptionallydetailed
andcomprehensivedataallowustoshowhowanestablishedbrandnamehelpsfirms
attractmassmarketconsumers,whilethereputationdevelopedbyearlyentryandthe
possessionofpriortechnologicalcapabilitieshelpfirmsattractmoreprofitable
technologicallysavvyandbusinessconsumers.Wealsoaddressacommonbutoften
unaddressedissueinfirstmoveradvantagestudiestheendogeneityofentrytiming
throughmultiplemethodsbasedonthestandardizednatureoftheindustryandthemethod
ofawardingmobilephonelicenses.
Theremainderofthepaperisorganizedasfollows.Wefirstfocusonintegratingresearchon
capabilitiesandfirstmoveradvantageswithworkontheheterogeneityofconsumergroups
adoptingnewinnovationstoframethespecificresearchquestionsontheconsumercentric
natureofentryorderadvantages.Wethenintroducetheempiricalcontextandthedatawe
use.Wethenlookfirstathighlevelfirmprofitabilityeffectsofexperienceandentrytiming,
andthendecomposethoseadvantagesintovolume,consumerlevelprofitability,andcost
advantages.Wethendiscussimplicationsofourresultsforfutureresearch.
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THEORETICALFRAMEWORK
Followingsomeinconclusiveandconflictingfindingsonfirstmoveradvantages(Boulding
andChristen2003;GolderandTellis1993;LilienandYoon1990),recentresearchhas
focusedontheroleofmacro (SuarezandLanzolla2007)andmicro (Francoetal.2009)
contingenciesthatenablefirstmoveradvantages.Thelatterperspectivesuggeststhatfirm
levelpreentrycapabilities,typicallybuiltthroughpriorexperience(HelfatandLieberman
2002;KingandTucci2002;KlepperandSimons2000),areimportantfortheabilityoffirms
tocreateandsustainfirstmoveradvantages.Forexample,Francoetal.(2009)focusonhow
advancedtechnologicalcapabilitiesallowearlyentrantstobesuccessfulinthehightechdisk
driveindustry.Theprimarytypesofcapabilitiesbydiversifyingfirmsaremarketingand
technicalcapabilities(Sosa2009).However,forpreentrycapabilitiestobeusefulinanew
marketorindustry,theymustbevaluedandtransferablefromonemarkettothenext
(Danneels2007;Tripsas1997).Thus,thefitbetweentheorganizationalcapabilities
possessedbyafirmandtherequirementsofthemarketareofutmostimportanceto
generatingcompetitiveadvantage.Whilerequirementscertainlyvaryacrossmarkets,within
anygivenmarkettheywillalsovaryovertimeandconsumergroups.
Researchoninnovationdiffusionsuggeststhatadopterscanbedividedintocategories
basedonwhentheyadopttheinnovation,andthatthereareimportantdifferences
betweenadoptercategories.Rogers(1962/1995),forexample,highlightshowearly
adoptersaremorelikelytobetechnologicallysavvyandconcernedwiththefunctionality
offeredbyanewinnovation,whilelateradoptersmaybemoredrivenbythebehaviorof
otheradopters.Researchontheadoptionofinnovationswithnetworkeffectspointsout
thatthefirstadoptersofanewtechnologyarelikelytobethosewiththehighestwillingness
topayfortheinnovation,astheyarewillingtopurchasewithouttheclearbenefitsofthe
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networkeffects(Cabral1990;Cabral,SalantandWoroch1999,FarrellandSaloner1986).
Rogers(1962/1995,pp.269270)implicitlyagrees,citingearlyadoptersashavingmore
education,aswellagreatersocialstatusandmobilityallfactorsrelatedtowealth(and
implicitlytowillingnesstopay).Jointly,thissuggeststhatearlyadoptershavethepotential
tobemoreprofitableforthefirmsthatsupplythem.Thisalignswithsuggestionsfrom
marketingpractitionersthatsomeconsumerswillbemuchmoreprofitablethanothersfor
firms,andthatconsumersthathavebeenwiththefirmlongestaregenerallythemost
profitable(ReichheldandSasser1990;Zeithaml,RustandLemon2001).
Takentogether,theseperspectivesonfirstmoveradvantages,firmcapabilitiesandthe
characteristicsofearlyandlateadoptersofferthreeareasforfurtherempirical
investigation.First,thepointthatearlyadopterswillhaveahigherwillingnesstopayforthe
serviceorproductthanlateadopterssuggestsaspecificavenueforfirstmoveradvantages.
Earlyentrantstoanewindustryormarketwillbemoreprofitableiftheyareabletoutilize
switchingcoststopreservetheirearlyconsumers(FarrellandKlemperer2007;Regibeauand
Rockett1996;Schilling2002),andthisprofitabilityadvantagewillbebuiltonthequalityof
theconsumersthefirmservesandnotonmarketshareoroveralllevelofpenetration.These
moreprofitableconsumerswilllikelybetheonesthatutilizethefirmsservicesandproducts
moreregularly,thusgeneratingmorerevenueforthefirm.Inshort,weexpectearly
entrantstocaptureconsumersthataremoreprofitableperperson.
Second,thequestofearlyentrantstoattractandmaintainmoreprofitableconsumerswill
beaidedbytheirpossessionofcapabilitiesthathelpthemappealtoearlyadopter
consumers.Specifically,technologicalcapabilitiesandatechnologyfocusedbrandwill
improvetheperformanceofearlyentrantswithhighlyprofitableconsumers,asthistypeof
firmwillbemorelikelytooffertheproductorservicetheyvalue.Thisleadstothe
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expectationthatthepositiveeffectofpriortechnologicalexperienceisstrongerforearly
entrants,andthatthiswillprimarilyhelpinattractinghighlyprofitableconsumers.Thatis,
technologicallyexperiencedfirmswillbeablegainmorefromawindowofopportunity.
Finally,lateradoptingconsumersofthenewtechnologywillbemoredrivenbytheadoption
behaviorofothersandmarketingmessagessuchasfamiliarbrandnames.Theseconsumers
arelesstechnologicallysavvythanearlyadopters,andsoatrustedbrandnameisamore
comfortablechoice.Thus,weexpectthatanestablishedbrandnameanddistribution
networkprovidesabenefittofirms,butthebenefitwillbelargelytheoppositeofthe
benefitofearlyentrydiscussedabovebrandnameswillhelpfirmsattractmoreconsumers
overall,buttheconsumerswillbelessvaluableonaveragethanthoseattractedbyearly
entrants.Hence,establishedbrandnameswillhavehighermarketshare,butnotnecessarily
morehighvalueconsumers.
Thesethreeperspectivescombinedsuggestthattakingaconsumercentricperspectiveand
explicitlyconsideringtheimplicationsofconsumerheterogeneityforentrantfirmscanhelp
advanceresearchonfirstmoveradvantages.Differentconsumersdrivedifferentpathsto
profitability,andtheabilityoffirmstoattractthoseconsumersiscontingentonentry
timing,preentryexperienceandthefitnessbetweenthetwo.Inthisstudyandbasedonthe
theoreticalperspectivesofferedabove,wefocusonthreecharacteristicsoffirmsentry
timing,technicalexperience,andexistingbrandnameandtwocharacteristicsof
consumerstheextentoftheirusageoftheproductorserviceandtheextenttowhichany
givenfirmcapturesmarketsharetoinvestigatetheimplicationsforfirmprofitability.
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THEMOBILETELECOMMUNICATIONSINDUSTRY
Mobiletelecommunications,andspecificallythelaunchofsecondgeneration(2G)
networks,1hasbeenoneofthemostsuccessfultechnologyintroductionsinthepast
decades.Inadditiontoitseconomicsignificance,itisremarkablethatfirmswenttogreat
lengthstoestablishaninstalledbaseofusers,presumablyinthehopeofrecoupingrevenues
later,i.e.throughphonecallsmadeandreceived.Strategieslikepenetrationpricingand
handsetsubsidieswereofferedinconjunctionwithlongtermcontracts,andconsumerswith
identicalcontractsmaydifferintheirattractivenesstooperatorsastheymaybeheavyor
lightusers.Priorresearchshowsthatearlyadoptingconsumerstendtobeheavyusers
(GrajekandKretschmer2009,Cabral2006),sothatbuildinganinstalledbaseearlymay
increasefirmrevenuesbyaddingmoreconsumersandattractingmoreprofitable
consumers.Studiesonfirstmoveradvantagestypicallyonlyconsiderthefirstadvantage.
Themobiletelecommunicationsindustryisafruitfulsettingforourunderstandingoffirst
moveradvantagesforfourreasons:
First,thetypicalindustrystructureallowsforaverycleardefinitionoffirstmovers.Market
structureinmobilemarketswastypicallydeterminedbygrantinglicensestoalimited
numberofoperators(EarlyEntrants).Later,additionalfirmsweregrantedalicenseto
operate,whichprovidesacleardistinctionbetweenfirstmoversandlatecomers.
Second,
the
mobile
phone
industry
has
significant
switching
costs
for
consumers,
especially
beforesomecountriesmandatedthatconsumerscouldtaketheirphonenumberswith
themwhentheyswitched.Switchingcostsareanimportantsourceoffirstmover
1FirstGeneration(1G)networksweregenerallyunsuccessfulatattractingadopterscomparedtotheirsetup
costs.
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advantages(LiebermanandMontgomery1989,Mueller1997;Bijwaardetal.2008).Early
entrantscancaptureconsumersearlyonandkeepthemfromjoiningcompetingnetworks.
Withswitchingcosts,itisdifficultfornewentrantstocatchup.
Third,mobilephoneusersmaketwodecisions:First,theydecidetoadoptamobilephoneor
not,andsecond,theymake(moreorless)continuoususagedecisions.Thisopensupatleast
twochannelsforfirstmoveradvantages:earlymoversmaybegoodatattracting
subscribers,and/ortheymaybesuccessfulatattractingheavyusers.Webelieve
distinguishingbetweenthesetwodimensionsisimportantforidentifyingconsumer
heterogeneityasadriveroffirstmoveradvantages.Forexample,lockinofearlyadoptersis
likelytomanifestviahigherpenetrationcoupledwithhigherusageintensity,whilebrand
recognitionislikelytoleadtohigherpenetration,butlesslikelytohigherintensityofuse.
Finally,coordinationonastandardandlicensingasameansofregulatingentryintomobile
telecomsareimportantforthediscussiononendogeneityofentrytiming(Boulding&
Christensen,2003;Bayus&Agarwal,2007).Moststandardsettingorganizationsgrant
accesstotheirstandardonanondiscriminatorybasis,rulingouttechnologybased
differencesinefficiencythatmayaffectbothentrytimingandsubsequentsuccess.Themain
differencesbetweenfirmsinthemobileindustrythenstemfromtheircapabilitiesinsales
andmarketing.Forexample,iftherehadbeenseveral(commercially)similarmobile
generationsalready,apreviousincumbentmighthavegatheredexperienceandknowledge
abouttherolloutprocess,enablingincumbentstolaunchearlierandmoreefficiently.Firms
withpreviousincountryexperiencemayhavestrongexistingbrandnames,andfirmswith
2Gmobileexperienceelsewheremaybeseenastechnologyleadersbyconsumers.Given
fixedlinetelephonywasrolledoutseveraldecadesagoand1Gmobilewasaniche
technology,webelievethistobeanunlikelycausefortheendogeneityofearlymovers.
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DATAANDDESCRIPTIVEANALYSIS
Wedrawourdatapredominantlyfromtwosourcesusedinpreviousstudies(Genakosand
Valletti2010,KoskiandKretschmer2005,GrajekandKretschmer2009):TheInforma
Telecoms&MediaWorldCellularGSMDatapack(InformaT&M)andMerrillLynchsGlobal
WirelessMatrix.TheInformaT&Mdatacoversthenumberofsubscribersforindividual
mobileoperators,averagepricesandtechnologicalstandardsinconsiderabledetail.Informa
T&Misaproviderofmarketandbusinessintelligencetocommercialentitiesinthemobile
andmediaindustries.Buyersofthisdatabasecommercialdecisionsonthedata,ensuringa
highlevelofaccuracy.MerrillLynchpublishesaquarterlyreportonthedevelopmentofthe
globalcellulartelephonymarketasaservicetoclientsandindustryobservers.MerrillLynch
reports,amongotherdata,thetotalnumberofcalledminutesperoperator,whichweuse
toconstructtheaverageusageperconsumer.2
Tocomplementourmaindata,weuseIMFsInternationalFinancialStatistics(forGDP)and
WorldBanksWorldDevelopmentIndicators(forpopulation,telephonemainlines,and
averagecostofalocalcall).ThedisadvantageoftheWDIdatabaseisthatitonlyprovides
yearlytimeseries.Toarriveatquarterlydatawelinearlyinterpolatedthevariables.3Wealso
gatherdataonfirmstructureandownershiptoassesswhetherfirmshadaccessto
knowledgefrompreviousentriesorincumbencythroughmajorshareholders.Thesedata
weredrawnfromcompanyhistories,newsreports,andpriorresearchontheevolutionof
themobiletelecommunicationsindustry(e.g.Noam&Singhal,1996).Theauthorsanda
2Wetriangulatedtheabovedatawithavailablepublicdatasources(OECDsCommunicationsOutlook,ITUs
TelecommunicationsIndicators)andfoundthatthevariablescommontobothprivateandpublicdatawere
comparable.Wearethereforeconfidentthatourdataisaccurate.
3Experimentingwithotherinterpolationsdoesnotchangetheresults.
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researchassistantcollecteddataonfirmexperience,andresolvedanyuncertaintybygroup
evaluation.Inthecaseoffirmswithmultipleinvestors,weconsideredaninvestorsprior
experiencerelevantiftheinvestorowned25%ormoreofthefirm,whichisgenerally
consideredtothecutoffbetweenafinancialversusastrategicinvestment.
Oursamplecovers90mobilephonenetworkoperatorsin30countriesfromthefourth
quarterof1998throughthesecondquarterof2004.Weobserveaverageusageoneach
operatorsnetwork(Minutesofuse,MoU)aswellasthenumberofsubscribers(CellSubs)
includingprepaidcardusers(Prepay)andthepricetheypayfortheservicemeasuredas
averagerevenueperminute(CellP).Further,wehaveinformationonthenumberof
subscriberstoandthepriceofthefixedlinetelephoneserviceineachcountry(FixedSubs
andFixedP),thecountrysGDPandwhetherthecountrywasamongthefirsttoadoptthe
2Gtechnology(EarlyCountry).Finally,weconstructasetofdummyvariablesindicatingifa
firmhadpriorexperiencewith2Ginothercountries,prior1Gexperienceinthefocal
countryorifitwasafixedlineincumbent.Weexpectprior2Gexperiencetobring
technologicalcapabilities(Tech),whichmightenablesuperiorperformancedirectlyorvia
enhancingfirstmoveradvantages.Moreover,priorengagementinfixedlineand1Gmobile
servicescanbeexpectedtogiveoperatorssalescapabilitiesandbrandimage(Brand)inthe
focalcountry.Variabledefinitionsincludingthoseforadditionalcontrolvariablesnot
discussedinthissectionanddescriptivestatisticsarereportedinTable1.
INSERTTABLE1ABOUTHERE
Afirstlookdescriptivestatisticsforthedatasuggeststhattwoofourthreeprimary
independentvariablesEarlyEntrant,BrandandTecharerelatedtofirmprofitability(as
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measuredbyEBITDAmargins).ThedatainTable2indicatethatearlyentrantsdemonstrate
highermarginsthanlaterentrants,andthatfirmswithpriorincountrybrandexperience
alsodemonstratehighermarginsthanthosewithoutsuchexperience.Thosefirmswithout
ofcountry2Gexperiencebeforeentryshowslightlylowerprofitsonaverage.Whilethese
observationsarebasedsolelyondescriptivestatistics,theyareatleastsuggestivethatthese
threemeasurescaptureimportantvariationbetweenfirms.
INSERTTABLE2ABOUTHERE
RESULTS
Theobservationsaboveaboutprofitdifferencesbetweendifferenttypesoffirmsarebased
solelyonthedescriptivestatistics.Inordertoprovideamorerigorousanalysisoftheeffects
ofentrytimingandpriorexperience,wefirstlinkthesemeasurestotwocoremeasuresof
performanceinthemobilenetworkindustryminutesofusageperuser(MoU)andoverall
penetration(CellSubs).Wethenassesstherelationshipwithfirmlevelprofitabilityinthe
followingsubsection.
EntryTimingandMobileNetworks:AModelofUsageandSubscriptions
Weproposethefollowingsimultaneousequationmodeltoinvestigatethenatureof
performancebasedonentrytimingandpreentrycapabilities:
MoUijt= ij+ 0*MoUij(t1)+ 1*CellPijt+ 2*CellPi(j)t+ 3*FixedPit+ 4*CellSubsijt+
+ 5*CellSubsi(j)t+ 6*FixedSubsit+ 7*GDPit+ 8*Prepayijt+ ijt, (1)
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CellSubsijt= ij+ 0*CellSubsij(t1)+ 1*CellPijt+ 2*CellPi(j)t+ 3*FixedPit+ 4*MoUijt+
+ 5*CellSubsi(j)t+ 6*FixedSubsit+ 7*GDPit+ 8*Prepayijt+ ijt, (2)
wherei,j,andtrefertocountry,cellphoneoperator,andtime,respectively.Equation(1)
seekstoexplaintheaverageusageintensityofasubscribertoagivenoperatorbyanumber
offactorsincludingcellphoneandfixedlineprices,networksizesandothercovariates
relevantforusage.Inparticular,weconsiderownprice(CellPijt),theaveragepriceofother
cellphoneoperatorsinthecountry(CellPi(j)t),andthepriceoflocalfixedlineconnection
(FixedPit)aswell,asoperatorsownnetworkofsubscribers(CellSubsijt),subscriberstoother
cellphoneoperators(CellSubsi(j)t),andfixedlinesubscribers(FixedSubsit).Moreover,we
controlforGDPpercapita(GDPit)andtheshareofprepaidconsumersinownsubscriber
base(Prepayijt).Finally,wealsoincludelaggedusage(MoUij(t1))tocontrolforconsumer
inertiaandlearningandoperatorspecificeffects(ij),whichcapturetheunobserved
heterogeneityamongoperators.4Equation(2),whichexplainsthenumberofsubscribersto
agivenoperatorasafractionoftotalpopulationinthecountry,isspecifiedanalogously.We
allowtheerrortermsijtandijttobeheterogenousandpossiblycorrelated.Thus,weallow
thesubscriptionandusageofcellphonebyconsumerstobeajointdecisionthatmaybe
influencedbythesamemissingfactorsinbothequations.
Sinceequations(1)and(2)containbothlaggeddependentvariablesandoperatorspecific
fixedeffectsweapplytheestimationmethodproposedbyArellanoandBond(1991),which
deliversconsistentestimatesundertheassumptionofnoserialcorrelationintheerrorterm
andisroutinelyusedforthisclassofmodels.Weuseinstrumentalvariablesforprices,
networksizes,andtheprepayshare,astheyarepotentiallyendogenousinbothequations.
4Theseeffectsareoftenreferredtoasfixedeffects,astheyareinvariantacrosstime.
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Thegoaloftheseequationsistoobtainoperatorspecificeffects,whichwewillthenregress
onourmeasuresofentrytimingandpreentryexperience.
Table3presentsregressionresultsofmobilephoneusageandpenetrationequations(1)and
(2).TheteststatisticsofboththeArellanoBondAR(2)testandtheHansenJtestof
overidentifyingrestrictionsarenotsignificant,givingusconfidenceintheinstrumental
variablesusedtoestimatethemodel.5
INSERTTABLE3ABOUTHERE
WhiletheresultsinTable3arenotthefocalpartofthisstudy,asweusethisregressionto
obtainfirmleveloperatorspecificeffectsfurtherinvestigatedbelow,itisworthbriefly
lookingattheresultsastheylargelyagreewithpriorresearchinthisindustry.Lagged
dependentvariablesarestrongpredictorsinbothequationsconfirmingstronginertiain
bothusageandsubscriptionchoices.Moreover,ownpriceandnetworksizearenegative
andsignificantintheusageequation,asexpected.Thiseffectcanbeexplainedbylessheavy
usersjoininginasthenetworkgrows,whichisconsistentwithGrajekandKretschmer
(2009).PrepayshareandGDParealsosignificantandhavetheexpectedsignsnegativeand
positive,respectivelyintheusageequation.Incontrast,GDPandownpricearenot
statisticallysignificantinthepenetrationequation.Oneexplanationisthatsincethe
operatorspecificeffectsaccountforalargepartofcrosssectionalvariationinthedata,the
timeseriesvariationinGDPandpricesisnotenoughtoestimatetheireffectontopofthe
strongselfperpetuatingpenetrationgrowth.Usageisalsoinsignificantinthepenetration
5Adetaileddescriptionofinstrumental variablesusedintheestimationisintheAppendix.
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equation,whichisconsistentwithourexpectations.Interestingly,penetrationofother
cellphoneoperatorsinthemarketisestimatedtobepositivesuggestingsomespillovers
acrossoperators.Grajek(2010)reportssimilarfindingsandattributesthemtonetwork
effectsoperatingatthecellphoneindustrylevel,whichare,however,muchweakerthanthe
effectsoperatingattheoperatorlevel.
Wethenregresstheoperatorspecificeffectsfromequations(1)and(2)onoursetoffirst
moverandfirmcapabilityvariablesandreporttheresultsinTable4.Ingeneral,the
interactiontermstestingthecontingentnatureoffirstmoveradvantagesarenotsignificant,
sowefocusourattentiononthebaselineregressions(1and4)andtheonemodelwitha
significantinteraction(3).Thefirstusageequation(1)showsthatEarlyEntrantispositiveand
significant,suggestingthatfirstmoversdoindeedattractmoreattractivecustomers(those
thatusemoreminutes)andkeepthemafterentrybylaterentrants.Thisagreeswithour
firsthypothesizedrelationshipbetweenentrytimingandcustomertypes.Meanwhile,the
coefficientonTechisnotsignificantinanyoftheusagemodels(13),buttheinteraction
betweenEarlyEntrantandTechispositiveandsignificantinModel3.Thissupportsour
secondtheoreticalpoint,namelythatpossessionofpreentrytechnologicalexperienceand
areputationfortechnologicalabilitywillaccentuateanearlyentrantsabilitytoaccumulate
attractiveandtechnologicallysavvyearlyadopters.Ourthirdvariableofinterest,Brand,
doesnotindicateanyadvantagesintermsofusageintensity.
INSERTTABLE4ABOUTHERE
Inthepenetrationequation(4),however,weseethatbrandoperatorsenjoyahigher
advantagethanfirmswithoutsuchimportantassets.Earlyentrantsalsohavehigher
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penetrationratesthanlateentrantsceterisparibus,buttheiradvantageissmallerin
magnitudethanthatofbrandoperators(thoughthedifferenceisnotstatistically
significant).Additionally,weseethatpreentrytechnologicalexperienceisactuallycostlyin
termsofpenetration,asthesefirmsattractfewerusersthanthosefirmswithoutsuchpre
entryexperience.
ThemagnitudesoftheadvantagesidentifiedinTable4mayseemsmall:theyrangefrom
nullto19.43intermsofminutesofuseandfrom1.204to1.469intermsofpenetrationrate
approximately10%oftheaveragevaluesshownintable1.Tofullyappreciatethe
estimatedmagnitudes,however,oneneedstotakeintoaccountthedynamicstructure(i.e.
thelaggeddependentvariables)andtheinterdependenceoftheestimatedequations.
Intuitively,thefixedeffectsalonedonotreflectthefactthatfirstmoveradvantagesare
carriedoverfromoneperiodtothenextbythelaggeddependentvariablesandaccumulate
asaresult.Onewaytodoitistocalculatetheusageandpenetrationadvantagesinthelong
runwhenthesystemofequations(1)and(2)reachesasteadystate,i.e.MoUij(t)=MoUij(t1)
andCellSubsij(t)=CellSubsij(t1).Calculatedthisway,theusageandthepenetrationadvantages
associatedwithEarlyEntrant(Brand)amountto48.9minutes(75.8minutes)and7.5%
(9.1%),respectively,allelseequal.6Themagnitudesarethusmuchlargerinthelongrun.
Moreover,Brandyieldsausagedisadvantageof75.8minutesinthelongrunwhiletheshort
termeffectinTable8isinsignificant.Thisdisadvantageisdrivenbyhighpenetration
advantage
of
9.1%,
which
puts
a
downward
pressure
on
average
usage
later
adopters
are
6WeshowthederivationoflongrunadvantagesintheAppendix.
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lessintensiveusers,asindicatedbythenegativecoefficientonownsubscribersintheusage
equationinTable3.7
Anotherimportantquestiontoaskwithregardtotheresultsaboveistowhichextentthey
canbeexplainedbytheendogenousentrytiming.Ifmoreefficientfirmsarefirsttoenter
newmarkets,thenourresultscouldsimplyreflectthissuperiorefficiencyofearlyentrants
ratherthanagenuinefirstmoveradvantage.Inordertotesttheeffectsofendogenous
entryweuseadditionaldataonthemethodofawardingthemobilephonelicensesandthe
technicalstandardizationineachmarket.Ourfirsttestseekswhetherearlymovers,who
receivedthelicenseinamoretransparentawardingprocess,performbetterthanother
earlymovers.Theunderlyinghypothesisisthatthemoretransparenttheawardingprocess
is,themoreefficientwillbelicenseholder.Forinstance,wearguethatitismorelikelythat
themostefficientcontesterwinsalicenseinanauction,thaninacomparativeselection
(knownalsoasabeautycontest)orbyadirectawardinanadministrativeprocess.A
findingthattherevealedthroughanauctionearlymoversperformbetterthanotherearly
moverswouldthensuggestanendogeneityprobleminouranalysis.
Oursecondtestcomparestheperformanceofearlymoversingeographicmarkets,which
operatedunderacommontechnologicalstandard(forinstanceGSMinEurope),andnon
standardizedmarkets.Here,theunderlyinghypothesisisthatthefirms,whichsupportthe
moreefficienttechnology,enterfirst.8Standardizedmarkets,ontheotherhand,constitute
amorelevelplayingfield.Afindingthanearlymoversperformbetterinnonstandardized
7ThisisalsoevidentinthediscussiononstagnantorevenfallingvoiceARPU(AverageRevenueperUser)for
mostmatureeconomies.Seehttp://www.3g.co.uk/PR/Sept2007/5122.htm .
8Onecouldalsoarguethatthesearethelaterentrants,whodeploythemoreefficientstandard,astheycan
learnfromtheirpredecessorsexperience.Inthiscase,theendogeneitybiaswouldbereversed,i.e.ouroriginal
analysiswouldunderestimatethegenuineearlymoveradvantage.
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16
marketswouldthenagainpointtoapossibleendogeneitybias.Theresultsofbothtests
revealnostatisticallysignificantdifferencesbetweenearlymoversdependingonthelicense
awardingmethodandstandardization.9Thismakesusbelievethatourestimatesofthefirst
moveradvantagesarenotdrivenbytheendogenousentrytiming.
Takentogether,theresultsofourusageandpenetrationregressionssuggestmultifaceted
firstmoveradvantagesinthecellphoneindustry:whereasbeingfirsttothemarketallows
operatorstosecureahigherqualityinstalledbase,establishedbrandandsaleschannels
(Brand)securethehighestpenetrationandhencemarketshare.10
Additionally,whileprior
technologicalexperienceallowsearlyentrantstoincreasetheirabilitytoattracthighvalue
customers,suchexperienceactuallydecreasesoverallmarketpenetration.Inthefollowing
section,weinvestigatetheseeffectsmorecloselybylinkingentrytimingandpreentry
experiencewithfirmprofits,bothdirectlyandthroughusageandpenetration.
EntryTimingandMobileNetworks:FromUsageandSubscriptionstoProfits
Themodelsabovelinkentrytimingandpreentryexperiencewithusageandpenetration.In
thissection,weinvestigatethetiesbetweenallofthesefactorsandprofitsinthemobile
networkindustry.Todothis,Table5showstheresultsofaseriesofregressionswithEBITDA
asthedependentvariable.InTable5,thecontrolvariablesgenerallyperformasexpected
profitsgoupastheoperatorhasmoretimeonair(OnAir),godownasmorecompetitors
enterthemarket(OperatorsCount),andincreaseasthefirmattractsmoreprepaid
customers(Prepay).Interestingly,firmsincountrieswhoadopted2Gtechnologyearlier
9ThedetailedresultsofbothtestsandadescriptionofthedatausedareintheAppendix.
10NotethatthetwocategoriesBrandandEarlyentrantarenotmutuallyexclusiveinthesemodels.
Consequently,incumbentoperatorsthatwerefirsttoenterthemarketenjoythebenefitsofbothcategories,
i.e.therelevantcoefficientequalstothesumofthecoefficientsonthevariablesBrandandEarlyentrant.
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17
(EarlyCountry)generatefewerprofitsthanthoseincountriesthatadoptedthetechnology
later.Thismayindicatetheexistenceoflearningspillovers,whichhelpfirmstolearnfrom
themistakesofthetechnologyspioneers.Anotherexplanationisthatearlyadopting
countriestendtoimplycostdisadvantagethroughhighercostsoflaborandrealestate.
INSERTTABLE5ABOUTHERE
Intermsofentrytiminginaspecificmarket,theEarlyEntrantvariableinModel(1)clearly
showsthatearlyentrantsaremoreprofitablethanlaterentrants.Interestingly,whilewe
demonstratedearlierthatearlyentryisassociatedwithbothmoreandmoreattractive
customers(inthesubsectionabove),theinclusionofMoUandCellSubsinModels(2)and(3)
hadaminimalimpactonthesizeofthecoefficientforEarlyEntrant.Thisshowsthatwhile
earlyentrantsdogainadvantagesinusageandpenetration,andthesetwofactorsdrive
profitability,earlyentrantspossessadditionaladvantages.Asusageandpenetration(aswell
asprice,whichiscontrolledforwithCellP)explainpracticallyallrevenuesforthefirm,the
advantagemustlieonthecostsideoftheledger.Whileourdatadonotallowustoclearly
statethesourceofthisadvantage,possibleideasincludefirstmoverrealestateadvantages
(bothforcelltowersandretailoperations)andgoingdownthetechnologyspecificlearning
curve.Thus,earlyentryappearstohavebothadirecteffectoncostsandanindirecton
revenues
through
usage
and
penetration
rates.
Theeffectofentrytimingisaugmentedwhenconsideringtheroleofpreentrytechnological
experience(Tech).Model(1)suggeststhatTechhas,ifanything,anegativeeffecton
profitabilitywhenconsideredalone.Thisisinlinewiththenegativerelationshipbetween
Techandpenetrationshownearlier,andthenegativeeffectofTechdisappearsinModel(2)
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18
whenCellSubsisaddedtotheprofitabilitymodel.WhenTechisinteractedwithEarlyEntrant
inModel(5),theresultsagainshowthatearlyentrantfirmswithprior2Gexperienceshow
significantlygreaterprofitsthanearlyentrantswithoutthisexperience.Thus,aswe
discussedearlier,thefitbetweentheneedsofearlyadoptingcustomers(whoaremainly
businessesandtechnologicallysavvyindividuals)andthefirm(basedonitsprior
technologicalexperienceanditsperceptionasatechnologicalleader)increasesthe
profitabilityofthefirms.Thissupportstheideathatearlyentrycanprovideacontingent
advantage,inthiscasecontingentonthefitbetweenthefirmanditscustomers.
Finally,Brandcapturestheeffectofpriorincountrymarketingexperience.Thisvariableis
positiveandsignificantintheinitialmodel(1)buttheeffectdiminishesasCellSubsisadded
inModel(2)anddisappearsonceMoUisaddedinModel(3).Thissuggeststhatthe
advantageofhavinganexistingtelecommunicationsbrandisfullymediatedbythemarket
shareofthefirm.Brandshelpfirmsattractalargevolumeofcustomers,butdonotappear
toprovideanycostadvantages(asdiscussedearlierforEarlyEntrant).Additionally,inModel
(4)weaddtheinteractionbetweenBrandandEarlyEntrant.Thisinteractionisnegativeand
significant,andisapproximatelythesamesizeastheBranddummyaloneinthatmodel.The
suggestionisthat,forearlyentrantfirms,thepossessionofapreexisting
telecommunicationsbrandhaslittleimpactonprofitability.Butforlaterenteringfirms,the
effectofabrandnameisstillpositiveandsignificant.Thus,thebrandnamehelpslate
entering
firms
compensate
for
coming
late,
specifically
(as
shown
earlier)
by
helping
them
attractahighervolumeof(admittedlylessattractive)customers.
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DISCUSSION
Ourresultssuggestintricatepatternsoffirstmoveradvantagesintheglobalmobile
telephonyindustry.Thetheoreticalframingofthisstudyfocusesonthreetypesoffirms
thosethatentertheindustry(2Gmobilenetworkservice)earlierthanotherfirms,those
thatenterwithpreentryexperiencein2Ginanothercountry,andthosethatenterwith
priorincountryexperience(eitherin1Gorfixedwireline).Eachofthesethreetypesof
firmsexhibitssomeformofadvantageinthisindustry,andtheseadvantagescanbetiedto
ourconsumercentricviewofentrytimingandfirmadvantage.Wediscusstheresultsin
greaterdetailbelow,withafocusontheunderlyingdriversofadvantage.
Westartwithfirmswithincountryexperience,modeledasfirmsthatwereeitherfixedline
incumbentsand/orwereactivein1Gmobiletelephony.Ourregressionsshowthatpotential
adoptersacrossallconsumergroupsaremorelikelytochooseanincountryincumbentas
mobileoperator,otherthingsremainingequal(Table8).Thispointsattwosourcesoffirst
moveradvantagesacrosstechnologicalgenerations:First,thereisthepossibilitythat
existingfixedlineand1Gconsumersareencouragedtosubscribeto2Gservicesfromthe
samesupplierthroughdirectadvertising,discounts,etc.Specificallythinkingaboutfirms
with1Gexperience,thesefirmscouldeasilytransfer1Gsubscriberstotheir2Gnetworks,for
instancebyallowingforexitingthelongterm1Gcontractwithoutpenalties.Asecond
possibleexplanationisthatincumbentsenjoyhigherreputationorawarenessacrossall
consumergroups,leadingtoahigherproportionofsubscriptionsevenwithoutpricingor
otherincentives.Whileitisdifficulttounambiguouslydisentanglethesetwodrivers,our
evidencesuggeststhatfirmswithpreviousincountryexperiencegainanadvantagebecause
theyareabletoattractalargermassoflow tomoderateusageconsumers,whichincreases
profitsinafixedcostbusinesslikemobiletelephonenetworks.
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Forearlyentrantsintothecurrentgeneration(2G),thenatureoffirstmoveradvantages
differs.Ourresultsshowthatenteringamarketearlyleadstoasubscriberbasethatconsists
ofrelativelymoreheavyusers(Table8).Thissuggestsatimewindowargument:Early
entrygrantsoperatorssometimetobuildupaninstalledbase.Intheearlyphases,most
adoptersconsistofpioneersorearlyadopters(Rogers2005)whotendtousetheirphones
moreintensively(Cabral2006,GrajekandKretschmer2009).Consequently,thistime
windowisespeciallyvaluableasfirmscansignupheavyusersonlongtermcontracts,which
createssignificantswitchingcosts.Indeed,preliminaryresultsonthelongevityoffirstmover
advantages(availablefromtheauthors)suggestthatchurnisfairlylowandthatontopof
themonetaryswitchingcostsofbreakingalongtermcontractorwaitinguntilitrunsout,
therearealsosignificantnonpecuniaryswitchingcostthatextendbeyondtheaverage
durationofacontract.Inanycase,earlyentrantsappeartobenefitfromclassicalfirst
moveradvantagescreatedbyswitchingcostswithinasingletechnologicalgeneration.The
noveltyofthisstudywithrespecttoearlyentryandswitchingcostsistoshowhowearly
entryadvantageisdrivenprimarilybytheabilitytoattractthemostprofitableconsumers.
Thethirdclassoffirmsisthosewithprior(2G)technologicalexperienceinanothercountry.
Ourexpectationwasthatfirmswouldbeabletouseboththeirtechnologicalexperienceand
theirperceivedtechnologicalsuperioritytomaketheirofferingsevenmoreattractiveto
technologyorientedearlyadoptingconsumers.Ourresultsshowthatthereisnouniversal
advantage
of
technological
experience
(Table
6),
but
that
early
entrants,
i.e.
firms
that
enter
inthetimewindowtolockuptechnologysavvyconsumers,benefitfromtheirexternal
technologicalexperience,especiallyintermsofattractingmoreprofitableusers(Table9).
Thisfindingalignswithrecentworkontheconditionalnatureoffirstmoveradvantages
(Francoetal,2009).Thebetterthefitbetweenthecapabilities(orperceivedcapabilities)of
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thefirmandthepreferencesoftherelevantconsumergroupatthetimeofentry,the
greatertheadvantage.Interestingly,whilethisadvantageclearlymanifestsintermsofusage
intensity,theprofitadvantageofbeingatechnologicallyexperienceearlyentrantdoesnot
disappearintheprofitregressionsevenafterwecontrolforusageandpenetration.This
suggeststhattheremaybeanadditional,costbasedadvantageforthesefirms,but
additionalworkisneededtoassessandunderstandthisclaim.
Thereisoneadditionalclassofearlyentrantstoconsiderbasedonthemodels,namely
firmsinearlyadoptingcountriesfor2G.Theseoperatorsdisplaysignificantdisadvantagesin
termsofprofitability,whichisnotdrivenbysubscriptionsandusagepatterns.Thisis
consistentwithEggers(2010),whoshowsthatearlytechnologicalcommitmentmaybe
detrimentaltofirmperformance.Laterentrantscanlearnfromtheexperienceoftheearly
onesandavoidmistakesinthecommercializationoftechnology.Anotherexplanationofthe
lowerprofitabilityofoperatorsinearlyadoptingnationsishighercostsduetofeaturesof
earlyenteringcountries,forinstancelowpopulationdensityintheNordiccountries.
CONCLUSION
Inthispaper,wetakeaconsumercentricperspectivetowardsfirstmoveradvantagesinthe
globalmobiletelephonyindustry.Ourdataallowustodistinguishbetweendifferentfirm
typesbasedontheirpreentryexperienceandentrytiming,andtoinvestigatetheir
profitabilityandthecharacteristicsoftheirsubscriberbase.Wefindthatfirstmover
advantagesexistforearlyentrantsthroughtheirabilitytocapturethemostattractive(i.e.
highestusage)consumers,thatthisadvantageisamplifiedifthefirmpossessespreentry
experiencethatfitswiththepresumedpreferencesofearlyadopters,andthatearlycountry
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entrants(thosewithexperienceinpriortelephonetechnologies)haveanadvantagebased
ontheabilitytoattractabroadswathofadopters.
Theprimarycontributionforourstudyistothestrategy,marketingandeconomics
literaturesonfirstmoveradvantagesbyemphasizingtheimportanceconsumer
heterogeneityforstudyingentrytimingadvantages.Focusingonconsumersallowsusto
showthatfirstmoveradvantagesaremultifacetedandthatresearchersshouldtakeinto
accountdifferentmeasuresofsuccess,asourinitialanalysisoffirstmoveradvantagesin
profitsshow.Thisimpliesthatmeasuringfirstmoveradvantagesintermsof(persistent)
marketsharedifferencesorprofitsmaybeincompleteforcomplextechnologies.Thetheory
anddataallowustorefineourunderstandingoftheunderlyingmechanismsforfirstmover
advantages(Lieberman&Montgomery,1988),andwesuggestthatfutureresearchonfirst
moveradvantageswouldbenefitfromincorporatingconsumersmoreexplicitly.
Thisresearchalsocontributestoresearchonfirstmoveradvantagebyextendingtheview
firmlevelheterogeneitytiedtofirmlevelcapabilities.Thesepreentrycapabilitiescanboth
driveorganizationaladvantagedirectly(Helfat&Lieberman,2002;Klepper&Simmons,
2000)andintermsofconditionallyaffectingfirstmoveradvantages(Francoetal,2009).Our
findingthatincumbentsofaprevioustechnologicalgenerationmayenjoyanadvantage
eveniftheydonotenterthenewgenerationstraightawaysuggeststhatfutureworkon
earlymover(orentryorder)effectshastoconsidermarketpositionsinearliergenerations.
Distinguishingbetweenprevious andcurrentgenerationmarketpositionsmayalsohelp
differentiatebetweensourcesoffirstmoveradvantages:Iftheyaccruemainlyfrombeing
firstinforthecurrentgeneration,acompetitiveadvantagewoulderodewithtechnological
change,andresourcesaretechnologyspecific.Ontheotherhand,ifadvantagesaccruefrom
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havingheldaprominentpositioninpreviousproductgenerations,competitiveadvantage
maybebuiltonreputationthatislargelyindependentoftheactivetechnologyatanytime.
Wealsocontributetothelimitedliteratureontheevolvingnatureoffirmleveladvantages
inthemobiletelephonyindustry.Focusingonthisglobalandeconomicallyimportant
industry,ouranalysesshowthatdifferenttypesofexperiencehavehelpedfirmsimprove
theirprofitability,thoughindifferentways,andthatentrytiminginthisindustry(giventhe
significantlyhigherprofitabilityofearlyadoptingconsumersandthepresenceofswitching
costs)playsavitalroleinunderstandingfirmprofitability.Thesefindingshaveimportant
implicationsformanagersinthisindustryspecifically,butalsoforothertechnologydriven
andcomplexindustries.Specifically,maximizingmarketsharebyenteringearlymayinvolve
atradeoffasadoptersattractedthroughintroductoryoffersmaynotbecommercially
attractiveastheyarelessintensiveusersofthesecondarygoodorservice.
Ourstudyhasseverallimitationsandcouldbeextendedinseveralways.First,westudya
specificindustryataspecifictime.Whilewebelievethattheglobaltelecommunications
industryisausefultestinggroundformorerefinedconceptsoffirstmoveradvantage,the
validityofusageintensityasameasureofsuccessaswellasthedifferencesbetween
previousgenerationincumbentsandearlycurrentgenerationentrantshavetobeidentified
inotherindustries.However,webelievethatindustrieswithsimilarproductcharacteristics
(i.e.adurablebaselineproductorserviceandrepeatedpurchasesofauxiliaryservices)and
similartechnologicaldynamismandtheassociatedgenerationchangeswouldbenefitfroma
similarlyextendedanalysisoffirstmoveradvantages.
Further,wedonothaveenoughinformationtounambiguouslyidentifytruedriversoffirst
moveradvantages.Ourdifferentdefinitionsofearlymovers,however,canbehelpfulin
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identifyingthelikelysourcesoffirstmoveradvantages,andinparticulartheirlongevityin
technologicallydynamicmarkets.Ourresultssuggestthatwithinatechnologicalgeneration
theearlystagesdeterminefirmsuccessforthisgeneration,butthatthereisalsoadegreeof
transferabilityofadvantagesacrossgenerations,asindicatedbythepositiveeffectof
previousgenerationincumbents.Thisisconsistentwithatleasttwodistinctdriversoffirst
moveradvantages.First,earlymoversbenefitmostfromconsumerinertiaduetoswitching
costs.Combinedwiththefindingthatthefirstconsumerstosubscribetothetechnology
tendtobeheavyusers,itallowsearlyentrantstolockinthemostprofitableconsumer
group.Second,incumbents,i.e.earlyentrantsinthepreviousgenerationofthetechnology,
seemtobenefitfromtransferringsubscribersacrosstechnologicalgenerationsorreputation
effects.Thisisconsistentwithourfindingthatincumbentsadvantagemanifestsinmarket
penetrationratherthanconsumerprofilebecausebothreputationandtransferring
subscribersacrossgenerationsarelikelytoaffectallconsumergroups.Finally,ourresults
alsosuggestthatearlytechnologicalcommitmentmaybedetrimentaltoperformance,as
evidencedbylowerprofitabilityofoperatorsintheearlyadoptingnations.Thisgivessome
indicativeevidenceofwheretosearchforfurtherinformationonthenatureoffirstmover
advantagesinfutureresearch.
Thisstudyoffersaconsumercentricviewofentryorderadvantagesandtheroleoffirm
levelcapabilities.Wespecificallyconsiderthefactthatearlyadoptingconsumerswillbe
different
from
late
adopting
ones.
We
suggest
that
early
entering
firms
will
attract
higher
profitabilitycustomers,whichwillbeakeysourceoffirstmoveradvantages.Additionally,
thiseffectwillbestrongerforfirmswithstrongtechnologicalcapabilitiesasearlyadopters
aregenerallymoretechnologyorientedthanlateadopters.Conversely,firmswithexisting
marketingandbrandingresourcesinaparticularcountrywilldobetteratattractingahigh
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volumeoflessprofitablecustomersstandardlateadoptersinfluencedbybrandeffects
andawareness.Ourempiricalresultsontheglobalmobiletelecommunicationsindustry
confirmourexpectationsandhelpusofferimportantdepthtothediscussionaboutfirst
moveradvantagesandthecontingentroleoffirmcapabilities.
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Brands:AnEmpiricalAnalysisandStrategicImplications."ManagementScience32(6):645
659.
Zeithaml,V.A.,R.T.RustandK.N.Lemon(2001).Thecustomerpyramid:Creatingand
servingprofitablecustomers.CaliforniaManagementReview43(4):118142.
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Tab.1.Variabledefinitionsanddescriptivestatistics
Variable Definition Obs. Mean Std.Dev. Min Max
MoUAveragemonthlyminutesofuse
(number
of
minutes)
1044
172.82
102.91
56
660
CellSubs(j)Subscriberstoagivenoperatoras
population'sshare(%) 1044 16.80 11.89 0.10 51.90
CellSubs(j)
Subscriberstocompeting
operatorsaspopulation'sshare
(%) 1044 34.11 17.61 1.10 83.41
FixedSubsFixedlinesubscribersas
population'sshare(%) 1044 48.05 16.56 10.49 75.67
CellP(j) Average
revenue
per
minute
of
a
givenoperator(UScents) 1044 20.87 8.59 0 53.68
CellP(j)Averagerevenueperminuteof
competingoperators(UScents) 1044 20.72 7.96 3.38 53.68
FixedPPriceofalocalfixedline
connection(UScents) 1044 8.46 5.45 0 19
GDP GDPpercapita(000'sUSdollars) 1044 20.37 10.53 0.89 47.84
PrepayShareofprepayusersamong
givenoperators subscribers(%) 1044 43.11 28.07 0 95.20
EarlyEntrantFirst2Gcellphoneoperatorina
givenmarket(dummy) 1044 0.47 0.50 0 1
Brand
Incumbentfixedlineoperatoror
or1Gserviceoperatorinagiven
marketorboth(dummy) 1044 0.59 0.49 0 1
Tech
Operatorthathaveprior
experienceinrollingout2G
serviceinanothermarket
(dummy) 1044 0.36 0.48 0 1
EarlyCountryCountrythatlaunched2Gcellular
telephonybefore1995(dummy) 1044 0.70 0.46 0 1
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Tab.2.DescriptivestatisticsofEBITDAbykeyindependentvariables
Variable
Variable=1 Variable=0
Obs Mean Std.Dev. Obs Mean Std.Dev.
EarlyEntrant 472 0.37 0.09 528 0.23 0.22
Brand 588 0.33 0.14 412 0.25 0.23
Tech 347 0.26 0.22 653 0.31 0.16
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Tab.3.Cellphoneusageandpenetrationregressionresults
EQUATION: MoU(t) CellSubs(j)(t)
(1) (2)
MoU(t1) 0.825***
(0.029)
CellSubs(j)(t1) 0.839***
(0.034)
CellP(j) 1.512*** 0.025
(0.483) (0.035)
CellP(j) 0.457 0.037
(0.327) (0.041)
FixedP 0.581 0.046
(1.156) (0.055)
MoU(t) 0.003
(0.003)
CellSubs(j)(t) 1.454***
(0.486)
CellSubs(j)(t) 0.196 0.039**
(0.222) (0.015)
FixedSubs 0.373 0.012
(0.558) (0.033)
Prepay 0.526** 0.049***
(0.250) (0.016)
GDP 2.095*** 0.018
(0.470) (0.024)
AR(2)test 1.18 1.34
HansenJstatistic 87.03(195) 74.59(195)
Observations 1044 1013
Clusters 90 90
*p
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Tab.4.Regressionofoperatorspecificeffectsoncapabilityindicators
EQUATION: MoU CellSubs(j)
(1) (2) (3) (4) (5) (6)
EarlyEntrant 19.430*** 24.273*** 11.465 1.204*** 1.687** 1.662***
(5.355) (8.661) (6.964) (0.428) (0.692) (0.562)
EarlyCountry 0.329 0.597 2.188 0.096 0.123 0.011
(6.030) (6.060) (6.050) (0.482) (0.484) (0.488)
Brand 2.653 0.618 0.549 1.469*** 1.795*** 1.348***
(5.476) (7.157) (5.540) (0.438) (0.571) (0.447)
Tech 2.129 1.430 5.696 1.182** 1.252*** 0.732
(5.613) (5.714) (7.109) (0.449) (0.456) (0.574)
EarlyEntrant*
Brand 7.922 0.791
(11.116) (0.888)
EarlyEntrant*
Tech 19.241* 1.106
(10.939) (0.883)
Constant 84.519*** 82.898*** 85.420*** 3.863*** 4.024*** 3.915***
(7.179) (7.551) (7.111) (0.574) (0.603) (0.574)
R2 0.139 0.145 0.170 0.292 0.299 0.305
Observations 90 90 90 90 90 90
*p
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33
Tab.5.Resultsofsimpleprofitregressionswithinteractionterms
Dependentvariable:EBITDA
(1) (2) (3) (4) (5)
Earlyentrant 0.034*** 0.031*** 0.033*** 0.058*** 0.003
(0.012) (0.011) (0.011) (0.017) (0.014)
Earlycountry 0.144*** 0.167*** 0.175*** 0.169*** 0.167***
(0.012) (0.012) (0.013) (0.013) (0.013)
Brand 0.047*** 0.020* 0.015 0.034** 0.020*
(0.011) (0.010) (0.011) (0.014) (0.011)
Tech 0.018* 0.004 0.011 0.007 0.020
(0.011) (0.010) (0.011) (0.011) (0.014)
OnAir 0.009*** 0.006*** 0.006*** 0.006*** 0.006***
(0.001) (0.001) (0.001) (0.001) (0.001)
Operatorscount 0.027*** 0.003 0.006 0.007 0.003
(0.005) (0.005) (0.005) (0.005) (0.005)
Prepay 0.003*** 0.004*** 0.005*** 0.005*** 0.005***
(0.001) (0.001) (0.001) (0.001) (0.001)
CellP 0.000 0.001 0.001* 0.001 0.002**
(0.001) (0.001) (0.001) (0.001) (0.001)
CellSubs 0.006*** 0.006*** 0.006*** 0.007***
(0.001) (0.001) (0.001) (0.001)
MoU 0.000** 0.000 0.000*
(0.000) (0.000) (0.000)
EarlyEntrant*Brand 0.040**
(0.020)
EarlyEntrant*Tech 0.077***
(0.020)
Constant 0.212*** 0.116*** 0.083** 0.092*** 0.074**
(0.027) (0.027) (0.032) (0.032) (0.032)
r2 0.376 0.440 0.442 0.445 0.450
N 1000 1000 1000 1000 1000
*p
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34
Tab.A1.Regressionofoperatorspecificeffectsoncapabilityindicators:Endogeneitytests
EQUATION: MoU CellSubs(j)
(1) (2) (3) (4) (5) (6)
EarlyEntrant 15.662** 24.459*** 18.207** 1.493*** 1.477*** 1.008
(6.996) (6.366) (7.974) (0.510) (0.460) (0.663)
EarlyCountry 0.171 1.043 4.681 0.033 0.013 0.097
(6.667) (6.786) (6.042) (0.486) (0.490) (0.502)
Brand 1.038 4.257 2.720 1.387*** 1.271*** 1.663***
(6.061) (6.193) (5.613) (0.442) (0.448) (0.467)
Tech 5.908 2.802 3.596 1.092** 1.364*** 1.122**
(6.356) (6.334) (5.423) (0.463) (0.458) (0.451)
Auction 18.927** 0.265
(8.066) (0.588)
EarlyEntrant*
Auction 9.592 1.037
(12.373) (0.902)
Admin 15.940 0.687
(12.326) (0.891)
EarlyEntrant*
Admin
31.568* 1.754
(16.842) (1.217)
Standard 17.112** 0.557
(7.465) (0.620)
EarlyEntrant*
Standard 0.339 0.237
(10.346) (0.860)
Constant 88.530*** 82.330*** 74.809*** 3.710*** 3.688*** 4.175***
(8.773)
(8.378)
(8.160)
(0.640)
(0.605)
(0.678)
R2 0.207 0.178 0.222 0.352 0.340 0.309
Observations 80 80 90 80 80 90
*p
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35
Appendix
A1.Instrumentsusedintheestimationofthemodel
OnesetofinstrumentalvariablesthatweusewasproposedinArellanoandBond(1991)andallows
ustoconsistentlyestimatecoefficientsonthelaggeddependentvariables.
Thesecondsetofinstrumentalvariablestacklespossibleendogeneityofcellphoneandfixedline
pricesinequations(1)and(2).Makinguseofthepanelnatureofthedata,weconstructthese
instrumentalvariablesbasedonthegeographicalproximitybetweencountries(seeHausman,1997).
Totheextentthattherearesomecommoncostelementsinthetelephoneserviceprovisionacross
regions(e,g,costsofequipmentandmaterials),wecaninstrumentforpricesinagivencountryby
averagepricesinallothercountriesoftheregion.Forinstance,pricesintheUKcanbeinstrumented
forwithacellularandafixedlinepriceindexfortherestofWesternEurope.Toarriveatan
operatorspecificinstrumentalvariableinthecaseofcellphones,wefurtherconditionitonthe
technologicalstandardsdeployedbyeachoperator.Forinstance,weinstrumentforpriceofa
ChineseoperatorusingtheGSMstandardwithpricesofGSMoperatorsfromotherAsianPacific
countries;thepriceofaChineseCDMAwithpricesofCDMAoperatorsfromotherAsianPacific
countries;andsoon.11
Togainonefficiency,weadditionallyincludelaggedvaluesofthese
geographybasedinstruments.
Thethirdsetofinstrumentalvariablesaddressespossibleendogeneityoftheprepayshareandthe
penetrationvariables.Forthesevariablesweusedvalueslaggedbytwoandthreeperiods.Notethat
wecannotusethevalueslaggedbyoneperiod,becausetheArrelanoBondestimationmethod
involvesfirstdifferencingoftheestimatedequation.
11TheclassificationofcountriesintoregionsweapplyfollowstheInformaT&Mclassification andincludes:
USA/Canada,WesternEurope,EasternEurope,Asia/Pacific,Africa,andAmericas.
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36
A2.Derivationofthelongrunadvantages
Westartbydefiningtheexpectedlongrunequilibriumlevelsofpenetrationandusageofan
operatorjas:
MoU*ij(t)=MoU
*ij(t1)and (3)
CellSubs*ij(t)=CellSubs
*ij(t1), (4)
respectively.Sincethelongrunequilibriumisbydefinitiontimeinvariant,wecanomitthe
timesubscriptsandrewrite(1)and(2)usingthedefinitions(3)and(4)toobtainformulasfor
theexpectedlongrunvaluesofusageandpenetration:
X
ij
*
ij4ij
0
*CellSubs
1
1MoU
ij
, (5)
X
ij
*
ij4ij
0
*MoU
1
1CellSubs
ij
, (6)
wherethehatstandsforestimatedvalue,thevectorXijcontainsallotherexplanatory
variablesinequations(1)and(2)besidesownusageandpenetration,and and are
vectorsoftheassociatedparameterestimates.Because 4 intable4issmall(0.003)andnot
statisticallysignificant,wesetitequaltozerointhecalculations.Thedifferencesbetweena
firstmover(k)andafollower(l)intheexpectedlongrunequlibriacontrollingforallother
thingsi.e.allvariablesinthevectorXijarethen:
*lj*kj4ljkj0
**CellSubsCellSubs
1
1MoUMoU
ljkj
and (7)
ljkj0
**
1
1CellSubsCellSubs
ljkj
. (8)
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Thus,tocalculateaveragelongrundifferencesbetweenthefirstmoversandthefollowers
inoursamplewesubstitutetheestimatesfromtables4and5forthetherespective
parametersin(7)and(8)andsolvetheequations.Forinstance,toarriveatthedifference
betweenearlymoversandfollowersusageof53.7minutesandpenetrationof6.7%,as
reportedinthetext,wesubstitute0.825, 1.454(table4)and19.094(table5)for 0 , 4
,
andljkj
in(7),respectively.Thenwesubstitute0.839(table4)and1.074(table5)for 0
and ljkj
in(8),respectively,andjointlysolve(7)and(8).
A3.Testingforendogeneityofentrytiming
Inordertotestfortheendogeneityofentrytimingwecollectedadditionaldataonthe
methodofawardingmobilephonelicensesandthetechnologicalstandardizationofthe2G
mobilephonesineachgeographicmarket. Bothmeasuresthemethodoflicenseawarding
andthestandardizationwereconstructedfromGlobalSpectrumDatabaseprovidedby
PolicyTrackeramarketintelligencecompany.TheinformationfromtheGlobalSpectrum
Databasewascrosscheckedandfurtherrefinedbycompanyhistories,newsreports,and
priorresearchonmobiletelecommunicationsindustry(e.g.KoskiandKretschmer,2005).As
aresultweclassifiedthefirstlicenseofeachoutof90operatorsinoursampleasawarded
throughauction(28.9%),comparativeselection(47.8%),directlyinanadministrative
decision(12.2%),orunclassified(11.1%).Moreover,wefoundthat58.9%oftheoperatorsin
oursamplecomefromstandardizedmarkets.Basedonthisclassificationweconstructeda
setofoperatorspecificdummyvariablesdescribinglicenseawardingmethod(Auction,
Admin)andstandardization(Standard).
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ResultsoftheregressionbasedtestsofentrytimingendogeneityarepresentedinTableA1.
Weincludedeachoftheabovedescribeddummyvariablesalsointeractedwith
EarlyEntrant intheusageandthepenetrationequationstoseeiftheyqualifyourresultson
firstmoveradvantages.Theinteractedtermissignificantlydifferentfromzeroonlyin
regression(2).Jointly,however,thecoefficientsonAdminandAdmin*EarlyEntrantin
regression(2),arenotsignificant.Thus,theusageadvantageofearlymoverswithadirectly
awardedlicenseisnotstatisticallydifferentthantheadvantageofotherearlyentrants,even
thoughthepointestimatesonAdminvariablessuggestthatthedifferenceamountsto15.9
31.6= 15.6minutespermonth.
Takentogether,theseresultsshowthatthefirstmoveradvantagesthatweidentifyremain
unchangedregardlessofthelicenseawardingmethodandtechnologicalstandardization.
Hence,itappearsthatsuperiorefficiencyofearlyentrantscannotexplainourfindings.
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