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DOI: 10.4018/JGIM.2019010101 Journal of Global Information Management Volume 27 • Issue 1 • January-March 2019 1 Market Orientation, Alliance Governance, and Innovation Yu Li, Xi’an Jiaotong University, Xi’an, China Yao Chen, University of Manchester, Manchester, UK Yuan Li, Shanghai Jiaotong University, Shanghai, China Christopher P. Holland, Loughborough University, Leicestershire, UK ABSTRACT Relying on resource dependence theory and transaction cost economics, this article discusses the important role of alliance governance as a mediating mechanism in the relationship between marketorientationandinnovation,andcomparesthedifferencesbetweentheinfluencesofdifferent dimensions. The article aims to reveal the influence mechanism of different types of alliance governanceontherelationshipbetweenmarketorientationandinnovation.Basedonasampleof122 Chinesemanufacturingenterprises,thearticlefindsthat:(1)contractualgovernancewillincrease whencustomerorientationandcompetitororientationbecomehigher,andcontractualgovernancewill affectradicalinnovationinaU-shapedway;(2)trustgovernancewillincreasewheninter-functional coordinationbecomehigher,andtrustgovernancehasapositiveimpactonbothradicalinnovation andincrementalinnovation(II). KeywORdS Alliance Governance, Incremental Innovation, Market Orientation, Radical Innovation 1. INTROdUCTION Marketorientationisdefinedasorganizationgenerationofmarketintelligencepertainingtocurrent andfuturecustomerneeds,disseminationofintelligenceacrossdepartments,andorganizationwide responsivenesstoit(Kohli&Jaworski,1990).Inrecentyears,theimpactofmarketorientationon innovationhasattractedthesustainedinterestandattentionofscholars(Im&Workman,2004;Zhou, Yim&Tse,2005;Morgan,Vorhies&Mason,2009).However,therearedifferentviewsonthistopic thataregroupedintothreeschoolsofthought.Theearlyresearchclaimsthatmarketorientation has a direct impact on innovation, because market orientation as an organizational culture helps companiesbetterunderstandcustomerneedsandcompetitorsandthuspromotesinnovation(Narver &Slater,1993;Jaworski&Kohli,1990).Asecondviewpointisthatmarket-orientedcompaniesare tooconcernedaboutthecurrentcustomerneedstofulfillrealinnovations(Christensen&Bower, 1996;Voss&Voss,2000).Thisgroupofresearchersarguesthatinnovationwillnotbeinfluenced directly by market orientation as organizational culture, but through some middle mechanisms such as organizational learning and creativity (Zhou, Yim & Tse, 2005, Li & Atuahene-Gima, 2001).Specifically,theyfindthatunderdifferentlevelsoflearningorientation,marketgrowthor entrepreneurialorientation,marketorientationwillleadtodifferentinnovativeperformance(Gatignon & Xuereb, 1997; Hurley & Hult, 1998; Matsuno, Mentzer, & Özsomer, 2002). The most recent Thisarticle,originallypublishedunderIGIGlobal’scopyrightonSeptember14,2018willproceedwithpublicationasanOpenAccess articlestartingonJanuary13,2021inthegoldOpenAccessjournal,JournalofGlobalInformationManagement(convertedtogoldOpen AccessJanuary1,2021),andwillbedistributedunderthetermsoftheCreativeCommonsAttributionLicense(http://creativecommons.org/ licenses/by/4.0/)whichpermitsunrestricteduse,distribution,andproductioninanymedium,providedtheauthoroftheoriginalworkand originalpublicationsourceareproperlycredited.
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Market Orientation, Alliance Governance, and Innovation

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Page 1: Market Orientation, Alliance Governance, and Innovation

DOI: 10.4018/JGIM.2019010101

Journal of Global Information ManagementVolume 27 • Issue 1 • January-March 2019

Copyright©2019,IGIGlobal.CopyingordistributinginprintorelectronicformswithoutwrittenpermissionofIGIGlobalisprohibited.

1

Market Orientation, Alliance Governance, and InnovationYu Li, Xi’an Jiaotong University, Xi’an, China

Yao Chen, University of Manchester, Manchester, UK

Yuan Li, Shanghai Jiaotong University, Shanghai, China

Christopher P. Holland, Loughborough University, Leicestershire, UK

ABSTRACT

Relying on resource dependence theory and transaction cost economics, this article discussesthe important roleofalliancegovernanceasamediatingmechanismin therelationshipbetweenmarketorientationandinnovation,andcomparesthedifferencesbetweentheinfluencesofdifferentdimensions. The article aims to reveal the influence mechanism of different types of alliancegovernanceontherelationshipbetweenmarketorientationandinnovation.Basedonasampleof122Chinesemanufacturingenterprises,thearticlefindsthat:(1)contractualgovernancewillincreasewhencustomerorientationandcompetitororientationbecomehigher,andcontractualgovernancewillaffectradicalinnovationinaU-shapedway;(2)trustgovernancewillincreasewheninter-functionalcoordinationbecomehigher,andtrustgovernancehasapositiveimpactonbothradicalinnovationandincrementalinnovation(II).

KeywORdSAlliance Governance, Incremental Innovation, Market Orientation, Radical Innovation

1. INTROdUCTION

Marketorientationisdefinedasorganizationgenerationofmarketintelligencepertainingtocurrentandfuturecustomerneeds,disseminationofintelligenceacrossdepartments,andorganizationwideresponsivenesstoit(Kohli&Jaworski,1990).Inrecentyears,theimpactofmarketorientationoninnovationhasattractedthesustainedinterestandattentionofscholars(Im&Workman,2004;Zhou,Yim&Tse,2005;Morgan,Vorhies&Mason,2009).However,therearedifferentviewsonthistopicthataregroupedinto threeschoolsof thought.Theearlyresearchclaimsthatmarketorientationhasadirect impacton innovation,becausemarketorientationasanorganizationalculturehelpscompaniesbetterunderstandcustomerneedsandcompetitorsandthuspromotesinnovation(Narver&Slater,1993;Jaworski&Kohli,1990).Asecondviewpointisthatmarket-orientedcompaniesaretooconcernedaboutthecurrentcustomerneedstofulfillrealinnovations(Christensen&Bower,1996;Voss&Voss,2000).Thisgroupofresearchersarguesthatinnovationwillnotbeinfluenceddirectly by market orientation as organizational culture, but through some middle mechanismssuch as organizational learning and creativity (Zhou, Yim & Tse, 2005, Li & Atuahene-Gima,2001).Specifically,theyfindthatunderdifferentlevelsoflearningorientation,marketgrowthorentrepreneurialorientation,marketorientationwillleadtodifferentinnovativeperformance(Gatignon&Xuereb,1997;Hurley&Hult,1998;Matsuno,Mentzer,&Özsomer,2002).Themost recent

Thisarticle,originallypublishedunderIGIGlobal’scopyrightonSeptember14,2018willproceedwithpublicationasanOpenAccessarticlestartingonJanuary13,2021inthegoldOpenAccessjournal,JournalofGlobalInformationManagement(convertedtogoldOpen

AccessJanuary1,2021),andwillbedistributedunderthetermsoftheCreativeCommonsAttributionLicense(http://creativecommons.org/licenses/by/4.0/)whichpermitsunrestricteduse,distribution,andproductioninanymedium,providedtheauthoroftheoriginalworkand

originalpublicationsourceareproperlycredited.

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thinkingadvocatesaviewofmarketorientationandinnovationasmultidimensionalconcepts,whichmeansthatthedivergentfindingsinpreviousresearchcanbeexplainedbythedifferentialeffectsofmultipledimensionsoninnovation(Atuahene-Gima&Ko,2001;Zhouetal.,2007).

Thedilemmaexistsinthemanagerialpracticesaswell.Nokia,foundedin1865,usedtobetheNO.1brandfrom1990to2003inthemobilephonemarket.However,themarketshareofNokiareducedfrom39%in2008to25%in2011,anditwassurpassedbytheAppleandSamsunginthesmartphonemarket.TheparadoxisthatNokiaalwayspaidlargeattentiontomeetcustomerneedsandinvestedhugemoneyinR&Dprojects.Asitsannualreportstated,Nokiainvestedabout€5.8billioninR&Din2010,whichismorethan4timesofthatinitscompetitorApple.ManyprofessorsinthisindustryclaimthatNokia’sfailureisrootedindeficiencyoftransformingadvancedtechniquesintorealinnovationscreatingcustomervalues.Thenthequestionemerges:whyamarket-orientedfirmlikeNokiacannotachieveinnovationsthatcustomersbuy?

Basedupontheacademicstudiesandmanagerialpractices,wearguethatthreeimportantgapsexistintheliterature.First,thepriorresearchfocusesmoreonthedirectimpactofmarketorientationoninnovation,andnotenoughattentionispaidtothemiddlemechanismsbetweenmarketorientationasatypeoforganizationalcognitionandinnovationasanorganizationalbehavior.Inamanufacturingcontext,itisoftendifficulttoacquireaccurateinformationaboutendcustomerneedsandcompetitors’activities in a timely manner in order to support their market-oriented corporate culture due tointermediariesinthesupplychain,whichcreateorganizationaldistancebetweenthemanufacturerandtheendcustomer.Therefore,inmanufacturing,governancemechanismswithdistributorsthatgivemanufacturersaccesstothemarketmaybeanimportantmiddlefactorininnovation.Second,although research has gradually viewed market orientation and innovation as multidimensionalconcepts, thedifferentialeffectsofdifferentdimensionsofmarketorientationhavenotyetbeeneffectivelyverified.Third,mostoftheexistingresearchisrootedinWesterncountriesandstudiesofChinesefirmsthatoperateinaverydifferenteconomicenvironmentarerelativelyscarce.Chinaiscurrentlyinaperiodoftransitionfromastatecontrolledtoamarketeconomy,inwhichthelegalsystemandcontractsbecomemuchmoreimportant.Chineseenterprisesthereforeparticularlyvaluerelationalgovernanceinanalliancerelationship(Gao,Wang&Chen,2012).Inthiscontext,itisimportanttoconductresearchthatcanbeusedtoguidethepracticesofChinesefirmsinthisarea.

Werelyonresourcedependencetheory(RDT)andtransactioncosteconomics(TCE)toprovideanoverviewoftheresearchframework.Thisstudysuggeststhatseekingeffectivealliancegovernanceis an important mechanism to enhance innovations for market-oriented manufacturing firms. Inparticular,weshouldtreatmarketorientationasamultidimensionalconcept.Customerorientation,competitororientationandinterfunctionalcoordinationarelikelytoleadtodifferencesinalliancegovernance,eitherascontractualgovernanceortrustgovernance.Moreover,differentgovernancepatternsmayhelpfirmsgetdifferentkindsofmarket information, resulting indifferent typesofinnovation(incrementalinnovationorradicalinnovation).Inthisstudy,weidentifytheimportantmiddleroleofalliancegovernanceintherelationshipbetweenmarketorientationandinnovation.Thedifferentialimpactsofthethreetypesofmarketorientationontwoalliancegovernancepatternsareconsidered,andweexploretheinfluenceofcontractualgovernanceandtrustgovernanceonradicalandincrementalinnovation.

2. LITeRATURe ReVIew

2.1. Market Orientation and InnovationMarket-orientedfirmspaycloseattentiontocustomerneedsandcompetitors’activities,andresponserapidlyinordertoenhancetheircompetitiveadvantages.Differingfromtraditionalproduct-drivenmarketingthatfocusesonpushingproductsintomarketsbypromotingqualityandloweringprices,marketorientationconcentratesoncontinuouslydetectingcustomerneedsandquicklyfillingthem

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(Chen&Ching,2004).Intheliterature,thetwomainperspectivesofmarketorientationarethecultureviewandthebehaviorview.Narver&Slater(1990)pointoutthatmarketorientationisatypeoforganizationalculture.Thecultureviewbelievesthatmarketorientationincludesthefollowingthreedimensions:(1)customerorientation;(2)competitororientation;and(3)interfunctionalcoordination.Jaworski&Kohli(1993)arguethatmarketorientationisanorganizationalbehavior,whichincludesthreeaspects:(1)marketinformationcollection;(2)disseminationofmarketinformation;(3)responsetomarketinformation.Weadoptanintegratedperspectiveofthesetwoviewsofmarketorientationin this study because we believe they are complementary rather than incompatible concepts. Infact,Narver&Slater’s(1990)culturalconstructofmarketorientationisantecedenttoJaworski&Kohli’s(1993)behavioralconstruct,whichinturnprovidespracticalitytothecultureviewofmarketorientation(Matsuno,Mentzer&Rentz,2005).

Innovationisasetofactivitiesthatafirmimplementstoachievecommercialsuccessbyexploitingimprovementsinproductionfactorsortechniquesbasedupontechnicalinnovationsandcreations(Li,1994).Accordingtothedegreeoftechnologicalchangeintheinnovationprocess,innovationisusuallyclassifiedintoradicalinnovationandincrementalinnovation(Dosi,1982;Munson&Pelz,1979).Radicalinnovationisaninnovationthatcanleadtosignificantorevenradicalchangesininputs,outputsorprocesses(Hage,1980).Incontrastwithradicalinnovation,incrementalinnovationreferstothegradualandcontinuousinnovationcausedbysmallimprovementinexistingtechnologies(Munson&Pelz,1979).Themajordifferencebetweenincrementalandradicalinnovationsisthedegreeofexplicitandtacitknowledgeembeddedintheinnovation(Lietal.,2008).Therefore,thecomplexity,cost,andriskofincrementalinnovationandradicalinnovationaredifferent.Incrementalinnovationiseasiertoachieveandlessriskythanradicalinnovation.

Therehasbeensubstantialinterestintheeffectofmarketorientationoninnovation(Kohli&Jaworski,1990;Narver&Slater,1990;Slater&Narver,1995;Im&Workman,2004;Zhou,Yim&Tse,2005;Morgan,Vorhies&Mason,2009).Manyscholarsarticulatethatthethreedimensionsof market orientation have divergent effects on different types of innovation. In terms of firms’innovativebehaviors,customerorientationcanbedefinedasthewillandcapabilitytoidentify,analyze,understand,andanswercustomers’needs(Gatignon&Xuereb,1997).Competitororientationcanbedefinedasthewillandcapabilitytoidentify,analyze,andrespondtocompetitors’actions(Narver&Slater,1990).Interfunctionalcoordinationcanbedefinedastheinteractionandcommunicationinandbetweentheorganizations(Grinstein,2008;Im&Workman,2004).Customerorientationfocusesoncustomers’needsandcompetitororientationoncompetitors’actions,whileinterfunctionalcoordinationemphasizesoncommunication.Differentfocalpointswillbringdivergentimpactsoninnovation.Gatignon&Xuereb(1997)demonstratethatcompetitororientationboostsinnovationinhigh-growthandlowlyuncertainmarkets,whilecustomerorientationfacilitatesinnovationinhighlyuncertainmarkets.Payingattentiontotheassociationbetweendimensionsofmarketorientationandcategoriesofinnovations,Lukas(2000)findsthatcustomerorientationcontributestothelaunchingofnew-to-the-worldproductsbutdecreasestheintroductionofme-tooproducts,whilecompetitororientationpositivelyaffectsperformanceofme-tooproducts.Moregenerally,Frambach,Prabhu&Verhallen(2003)findthatcustomerorientationpositivelyinfluencesnewproductactivitywhilecompetitororientationnegativelyinfluences.Im&Workman(2004)showthatcustomerorientationhasapositiveimpactonNPmeaningfulnessbutnosignificantinfluenceonNPnovelty.CompetitororientationenhancesNPnoveltybutnotNPmeaningfulness.Inaddition,Brettel,Heinemann,Engelen&Neubauer(2011)findthatdifferenttypesofinterfunctionalcoordinationwillresultindifferentinnovation.Thenumerousempiricalevidencesshowthatcustomerandcompetitororientations,andinterfunctionalcoordinationplayverydistinctiverolesoninnovation.

Todemonstratetheunderlyingmechanismoftherelationshipbetweenmarketorientationandinnovation,somescholarsarguethatmarketorientationhasanindirecteffectoninnovation.Theyfindseveraltypesofmiddlemechanismstodepictthiskindofindirectinfluence,i.e.,organizationlearning,knowledge,creativity.Slater&Narver(1995)indicatethatorganizationlearningmediates

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therelationshipbetweenmarketorientationandnewproductsuccess.Consistentwiththisresearch,Zhou,Yim&Tse(2005)findthatorganizationallearningplaysaroleasmediatorinthemarket-orientationbreakthroughinnovationsassociation.OtherresearchersarguethatknowledgeisamediatorinMO-Innovationrelationship(Slater&Narver,1995).FollowingDay&Wensley’s(1988)source-position-performanceframework,Im&Workman(2004)testthemediatingeffectofNPcreativityontherelationshipbetweencustomerorientationandNPmeaningfulnessandgetempiricalsupportfor theirmodel.Themediator streamof researchcontributesgreatly in theunderstandingof theinfluencemechanismofmarketorientationoninnovation.

2.2. Alliance Governance as a Middle MechanismExistingstudiessuggestthattherearetwotypesofalliances:technologyalliancesandmarketingalliances (Azriel & Small, 2003). In this study, the alliances between manufacturers and theirdistributors are categorized as marketing alliances because they are primarily about sales anddistributionactivities.Inordertoachieveinnovationsthatcanmeetcustomerneedsandoutperformcompetitors,market-orientedfirmshankerforacquiringinformationandknowledgefromthemarket(Lichtenthaler,2016;Lyu&Zhang,2016).Foramarket-orientedmanufacturerthatisoneormorestagesinthesupplychainawayfromtheendcustomer,itisdifficultandexpensivetogainaccesstodetailedandmeaningfulmarketinformationaboutcustomersandcompetitors.Distributorsthereforeplayanimportantroleingivingmanufacturersaccesstovaluablemarketinformation,whichmakesthemarketingaspectofthealliancegovernanceveryimportant.

Therearetwoalliancegovernancepatternsintheexistingresearch:contractualgovernance(alsoknownas“formalgovernance”)andtrustgovernance(alsoknownas“relationalgovernance”;Dekker,2004;Martinez&Jarillo,1989).Theyaretwoindependentcomponentsoftheoverallallianceandthereforeneedtobeconsideredseparately(Macneil,2000;Mellewigt,Madhok&Weibel,2007).Whilst contractual governance relies mainly on economic interests and fulfillment of contracts(Ferguson,Paulin&Bergeron,2005),trustgovernancedependsonrelationalmechanismsthatcanpromote informationsharing, trust andcooperationbetweenalliancepartners (Eisenhardt,1985;Hoetker&Mellewigt,2009).Throughsigningformalcontracts,alliancemembersmayregulatethemembers’responsibilitiesandobligations indetail,andconverselyoffer theirpartnerspowers toprotecttheirowninterestsfromspeculativebehaviorsofpartnersthroughenforcementofcontractlawinthecourts(Dyer,1997).Incontrast,Uzzi(1997)pointsoutstrategicalliancesdependingontrustgovernancearefeaturedasahighlevelofmutualtrust,andintegratedinformationexchanges.Therefore, trustgovernance ismore suitable for allianceswith complexcontents (Larson,1992;Dyer,1997).

Innovationisahighlyknowledge-intensiveactivityembeddedinnetworksthatspanorganizationalboundaries(Cao&Zhang,2010;Wang,Yeung&Zhang,2011).Inordertoresponsetocustomerneeds and competitive changes, market-oriented firms think highly of knowledge acquisitionespecially for innovation (Grinstein, 2008). Alliances are important sources of innovative ideasandcriticaltechnologies(Bonaccorsi&Lipparini,1994;Karniouchinaetal.,2006).Accordingtoresourcedependencetheory(RDT),theuncertaityofalliancepartners’activitieswillharmfirms’benefitsbecausemarket-orientedfirmsdependondistributors’informationheavilytodevelopnewproducts(Pfeffer&Salancik,1978).However,opportunisticbehaviors,includinglying,cheating,violatingimplicitagreements,andofferingproprietaryinformationtocompetitors,existcommonlyinalliances(Blumberg,2001;Rindfleisch&Heide,1997).Thus,transactioncosteconomics(TCE)suggestfirmsestablisheffectivegovernancemechanismstoreduceopportunismandeventuallyleadtosuccessfulinnovations(Das&Teng,1998).Manystudieshavefoundalliancegovernanceasanimportantmiddlemechanismtosafeguardinnovation(Cambra-Fierro,Florin,Perez&Whitelock,2011;Ju,Murray,Kotabe&Gao,2011;Lietal.2008;Panayides&Lun,2009).

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3. HyPOTHeSeS

Basedonresourcedependencetheory(RDT)andtransactioncosteconomics(TCE),thisresearchproposesthatalliancegovernanceisamiddlemechanismintherelationshipbetweenmarketorientationandinnovation.Thatis,marketorientationinfluencesalliancegovernance,whichfinallyleadstodifferenttypesofinnovation.TheconceptualframeworkofthisstudyandthedetailsofhowthevariablesarerelatedtoeachotherareshowninFigure1.

3.1. Market Orientation and Alliance GovernanceCustomerorientation,competitororientationandinterfunctionalcoordinationarethreedimensionsofmarketorientation,whichoperateindifferentways.Customerorientationandcompetitororientationrequire companies to obtain market information on customer needs and competitors’ activitiesrespectively(Narver&Slater,1990).Themarketinformationhelpfirmsdevelopappropriatetacticsto respond rapidly. Interfunctional coordination emphasizes more on internal coordination andparticipationamongvariousfunctionaldepartments,whichenhancestheinformationsharingamongthem,andthuscreatesgreatervalueforcustomers(Narver&Slater,1990).Tyler&Gnyawali(2009)findthatcustomerorientationandcompetitororientationaremoreimportantthaninterfunctionalcoordination in achieving innovation. Therefore, customer and competitor orientations andinterfunctionalcoordinationhavedifferentimportanceinacquiringknowledgewhichiscriticalforinnovation.

Customerorientationandcompetitororientationrequirefirmstocollect,disseminateandshareinformation about customer needs and competitors’ creativities (Tyler & Gnyawali, 2009). In amanufacturer–distributor–customercontext,thedistributorhasgoodaccesstocustomerinformationandisusuallywillingtoshareitwithmanufacturers.Inthisway,manufacturingfirmscanobtainbasicmarketinformationfromalliancepartnersthoughaconventionalcontractualgovernancearrangement,inwhichdistributorsreceiveafinancialincentiveandotherclearlydefinedrightsandobligationsinexchangeforthecustomerandcompetitorinformation(Argyres&Mayer,2007).Contractsexplicitlyprescriberolesandobligations,determinethecontentoftheexchangesandthedivisionofoutcomes,andspecifypenaltiesforviolatingcontractualspecifications(Poppo&Zenger,2002;Dyer,1997).Awell-definedcontractcanalsomakesurefirms’knowledgeacquisitionbyreducingdistributors’opportunisticbehaviorsaccordingtoTCE(Williamson,1985;Zhang&Zhou,2013).Hence,wehave:

H1a:Contractualgovernance(CG)willincreasewhencustomerorientation(CuO)becomeshigher.H1b:Contractualgovernance(CG)willincreasewhencompetitororientation(CoO)becomeshigher.

Figure 1. The conceptual framework (Notes: MO=Market Orientation; CuO=Customer Orientation; CoO=Competitor Orientation; IC=Interfunctional Coordination; AG=Alliance Governance; CG=Contract Governance; TG=Trust Governance; RI=Radical Innovation; II=Incremental Innovation)

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Comparedwithcustomerorientationandcompetitororientation,interfunctionalcoordinationrequiresmorein-depthmarketinformation(Bretteletal.,2011).AsMorgan&Hunt(1994)pointout,trustdevelopswhenthealliancemembersconsidertherelationshipimportant.Manufacturers’high-levelinterfunctionalcoordinationwillsendastrongmessagetothedistributorsthatmanufacturerspossessthewillingnessandcredibilitytodeveloplong-termandreciprocalrelationship(Shiau&Luo,2012;Zhao&Cavusgil,2006).Therefore,firmsemphasizingmoreoninterfunctionalcoordinationmaytaketrustgovernancetopromotetrust,cooperationandinformationsharingbetweenalliancemembers,andthusobtaindeep-levelmarketinformationfromdistributorsratherthanjustbasicinformationonconsumerneedsandcompetitors.Accordingtoresourcedependencetheory(RDT)andtransactioncosteconomics(TCE),firmsmoredependentonresourcesandabilitiesofalliancepartnerstomeettheirowndevelopmentneedsaremorewillingtopaybesteffortsandcoststomaintainandenhancetheinterdependentandcooperativestatus(Uzzi,1997).Itisthereforereasonabletoassertthatfirmsemphasizinginterfunctionalcoordinationaremorelikelytoprefertrustgovernancetocontractualgovernance.Thus,wehypothesize:

H2:Trustgovernance(TG)willincreasewheninterfunctionalcoordination(IC)becomeshigher.

3.2. Alliance Governance and InnovationContractualgovernanceisaformalincentivemechanismthatitisbasedonfinancialinterestsandcontracts(Mellewigt,Madhok&Weibel,2007;Ryall&Samspson,2008).Firmsadoptingcontractualgovernancedonottrustintheiralliancepartnersenough,andthustheinitiativesandcooperationintentionsofdistributorsreduce(Hao,2005).Distributorsmayfeelanxiousanddistrustedandthusarenotlikelytocooperatefullywhenmanufacturingfirmsadoptcontractualgovernanceonly,andtheymayretainimportantmarketinformationtoimprovetheirbargainingpositionwithmanufacturers(Dyer&Singh,1998).

ThisstudyproposesthattheeffectofcontractualgovernanceoninnovationmaybeU-shaped.Contractualgovernancewithinacertainlimitwillreducetheenthusiasmofdistributorstocooperate,andtherebyreducetheirparticipationinalliancerelationshipandmanufacturers’operation(Mahnke&Özcan,2006).Alowlevelofcontractualgovernancemayensurethatdistributorsdutifullyprovidebasicmarket information,butcannotencourage themtosharemorevaluableandprivatemarketinformationthatarerequiredbyradicalinnovationsurgently.Radicalinnovationonlyoccurswhentechnologiesorprocessesexperienceessentialchangesthathavetobebaseduponalargeamountofvaluableinformation(Kurt&Ding,2005).Withcontractualgovernancegrowshigh,contractualrenegotiationsfrequentlywouldincreasethetransactioncostininterorganizationaltacitknowledgeacquisition,whichmaycausethedissolutionofalliance(Reuer&Arino,2002;Li,Liu,Li&Wu,2008).

However,whencontractualgovernancegoesuptoahighlevel,distributorsmaybeencouragedtosharemoreprivatemarketinformationduetoclearanddetailedprovisionsofrightsandobligationsin contracts. The clear-claimed contracts, reducing the anxieties of distributors in the alliancerelationship,mayincreasetheirwillingnesstocooperate(Ryall&Samspson,2008).Sincetheroleofprivatemarketinformationasbargainingchipstoprotectdistributors’interestsandmaintainalliancerelationshipisnolongernecessary,distributorsarelikelytosharetheinformationaslongasfirmsprovidethemwithsatisfyingfinancialinterests.Moreover,accordingtotransactioncosteconomics(TCE),averyhighlevelofcontractualgovernancewillreducetheopportunismofdistributorsandeventuallysafeguardfirms’tacitknowledgeacquisition(Lietal.,2008;Poppo&Zenger,2002).Thus,ahighdegreeofcontractualgovernancewillenableradicalinnovation.Basedonthediscussionsabove,weproposethehypothesis:

H3:ContractualgovernancehasaU-shapedeffectonradicalinnovation.

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Trustgovernanceisbasedontherelationshipbetweenalliancepartnersandfullconfidenceinpartners(Poppo&Zenger,2002;Lee&Cavusgil,2006).Firmsadoptingtrustgovernancearemorelikelytotrustinandcooperatewiththeirdistributors,whichmayimprovedistributors’initiativesandcooperationintentions(Poppo&Zenger,2002).Manystudiesclaimthattrustgovernancewillimprovedistributors’participation,reducetheuncertaintyofinnovation,andeventuallyimprovetheenvironmentforinnovation(Mahnke&Özcan,2006).

Wesuggestthattrustgovernanceispositivelyrelatedtoincrementalinnovation.trustgovernanceisconsideredasthemostpotentialgovernancetogeneraterelationalrentsandlowerthetransactioncosts(Dyer&Singh,1998).Trustgovernancewillencouragedistributorstoprovidefirmswithmarketinformationabout customerneeds andcompetitors’ activitiesmoreconscientiously,whichhelpsfirmsachieveincrementalinnovation.Trustgovernanceallowsdeepermutual-cooperation,makingdistributorsmoreinvolvedintheinnovationprocessofmanufacturers(Poppo&Zenger,2002).Asdistributorsareclosertotheendcustomer,whetherthisisaconsumerorabusinessuser,andmayactasanagentforavarietyofcompetingproducts,distributorswillunderstandcompetitorsbetterthanmanufacturersandcanthereforeproviderelevantmarketinformationtomanufacturers.Liu,Zhao&Li(2010)arguethattrustgovernancewillcontributetoknowledgeacquisitioninalliances.Therefore,webelievethattrustgovernancewillpromoteincrementalinnovation.Hence:

H4:Trustgovernancepositivelyinfluencesincrementalinnovation.

Additionally,trustgovernancealsomakesdistributorsmorewillingtosharevaluableinformationatadeeperlevelthanbasicmarketinformationwithmanufacturerstocarryoutfullcooperation,whichmayhelpfirmsachieveradicalinnovations.Distributorsareusuallyabletoaccessvaluableprivateinformation,andthesharingofprivateinformationmaybemorelikelytopromoteessentialimprovementsincoretechnologiesorprocesses,whichproduceradicalinnovation,whendistributorsparticipate fully in the innovation process. To accomplish radical innovation, firms and theirdistributors need participate actively in the relevant organizational processes in which the tacitknowledgeisembedded(Lietal.,2008).Thisknowledgeacquiringprocess,whichispreparationforradicalinnovation,willrelyheavilyonjointdecision-makingandfrequentcommunication(Lietal.,2008).AccordingtoDyer(1997),trustgovernancecanalsopermitflexibilityandadaptabilitywhichiscriticalinthisprocess.Therefore,weassumethat:

H5:Trustgovernancepositivelyinfluencesradicalinnovation.

4. MeTHOdS

4.1. data CollectionThesourceofdataisasurveyoftheChinesetireindustryintheperiodof2012-2013.Thesamplewasbasedonastandardindustrydatabase,whichwasprovidedbythetirebranchoftheChineseRubberAssociation.Thesamplecovered13provincesinEastern,Western,Southern,NorthernandcentralChinaareas,i.e.,Shandong,Beijing,Guangdong,Guangxi,Henan,Hebei,Sichuan,Shanxi,Liaoning,Jiangsu,Zhejiang,ShanghaiandXinjiang.

The theoreticalconstructsused in thequestionnairearederivedfromstandardmeasurementframeworksinthemarketingliterature.TwoprofessionaltranslatorstranslatedtheoriginalscalesfromEnglishtoChinese.ThetranslatorswerealsofamiliarwiththeresearchandweareconfidentthattheChineseversionofthequestionnairehasthesamemeaningastheoriginalmeasurementframeworks.AfurthercheckonthetranslationconsistencywasconductedbytranslatingtheChineseversionbackintoEnglish.Acomparisonwasthenmadebetweentheoriginalquestionsandthetranslatedversion.

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Oursubjectsweregeneralmanagersofthesamplefirms.Inordertoovercomepotentialcommonmethodbias,wedividedthequestionnaireintotwopartsthatcontainedmeasurementsofindependentanddependentvariablesrespectivelyandtheninvitedtwotopmanagersofeachfirmtoanswerthetwopartsrespectively.ThismethodhasbeenwidelyusedintheliteraturetocontrolCMVproblem(Gao,Xie&Zhou,2015;Korschun,Bhattacharya,&Swain,2014).Thesurveyinvestigatedatotalof208firmsandrecovered135questionnaires.Withtheremovalofunqualifiedquestionnaires,weachieved122validquestionnaires,whichisaveryhighresponserateof59%.Toassessnonresponsebias,wecomparedearlyandlaterespondent(Armstrong&Overton,1977).Thefirst90(74%)oftheresponseswereclassifiedas“earlyrespondents”.Thelast32ofthemwereconsideredas“laterespondents”andweredeemedasrepresentativeoffirmsthatdidnotrespondtothesurvey(Li&Calantone,1998;Wu,Yeniyurt,Kim&Cavusgil,2006).Thet-testsrevealthatthereisnosignificantdifferenceonkeyvariablesbetweenthetwogroups.Moreover,werunt-testonkeycharacteristicssuchasfirmage,firmsize,performanceofresponseandnonresponsefirmstocontrolthepotentialnonresponseproblem.Theresultshowsthattheresponseandnonresponsefirmsarenotstatisticallydifferentintermsofkeyvariables.Thus,nonresponseproblemwillnotbeaconcerninthisstudy.

4.2. MeasurementThescalesinthisstudyarealldevelopedfrompriorstudies(seeTable1inAppendixA).Alllatentvariablesaremeasuredby7-pointLikertscales,where1meanstheconditionofthefocalfirmiscompletelyinconsistentwiththedescriptions,andsevenrepresentstheconditionconformstothedescriptionsexactly.

The measure of alliance governance includes measures of contractual governance and trustgovernance.ThescaleofcontractualgovernanceisderivedfromLietal.(2010)andLi,Poppo&Zhou(2010),consistingof5items.ThescaleoftrustgovernanceisderivedfromJohnsen&Ford(2006)andLi,Poppo&Zhou(2010),consistingof6items.Themeasureofinnovationincludesmeasuresofradicalandincrementalinnovations.ThescaleofradicalinnovationisdevelopedfromLi,Liu,Li&Wu(2008),consistingof4items.ThescaleofincrementalinnovationisdevelopedfromLietal.(2008),consistingof7items.Marketorientationismeasuredbycustomerorientation,competitororientation,andinterfunctionalcoordination.ThesethreescalesareallderivedfromLi,Wei&Liu(2010),consistingof6,4,and5itemsrespectively.

Accordingtotheconclusionsofpreviousstudies,wealsocontrolthemodelsbyaddingeightcontrolvariables:firmsize,firmtype,industrycategory,firmage,resourceenvironment,productadvantage,productionadvantage,andmarketingadvantage.Firmsizeismeasuredbythenumberofemployees.Firmtypeiscodedasfollowing:1=state-ownedorstate-held;2=foreign(wholly-ownedorjointventure);3=privateorindividual;4=collective.Industrycategoryiscoded:1=high-techindustry;2=non-techindustry.Firmagerepresentstheamountofyearssincethefoundationto2013.ThescaleofresourceenvironmentisdevelopedfromDesarboetal.(2005)andVoss,Sirdeshmukh&Voss(2008),consistingof6items.Thescalesofproductadvantage,productionadvantage,andmarketingadvantagesareallderivedfromRusso&Fouts(1997),consistingof1itemrespectively.Theitemmeasuringproductadvantageis:inthepast3years,ouradvantageslieinthelaunchspeedofnewproducts.Theitemmeasuringproductionadvantageis:inthepast3years,ouradvantageslieinefficiencyofproductionandorganization.Theitemmeasuringmarketingadvantageis:inthepast3years,ouradvantageslieinsalesgrowth.

4.3. Reliability and ValidityResults of reliability and convergent validity of the scales are shown in Table 1. In this study,Cronbach’sαofallscalesaremorethanthe0.7benchmark,indicatinggoodreliability.Mostfactorloadingsofthefactorsaregreaterthan0.7,indicatingthattheseitemsarereliable.Inaddition,theaveragevarianceextracted(AVE)ofallvariablesismuchlargerthanthe0.5threshold(Chin,2010;Hairetal.2006),andcompositereliability(C.R.)isgreaterthan0.8,indicatingthatthesemeasures

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arevalid.Therefore,theconvergentvalidityofthescalesisgood.Intermsofdiscriminantvalidity,asshowninTable2inAppendixA,thesquarerootsofAVEofallvariablesarealllargerthanthecorrelationcoefficientsinitsownrowandcolumnrespectively,whichshowsthatthescalesofthisstudymeettherequirementsofdiscriminantvalidity.

5. ReSULTS

TheresultsofdescriptivestatisticalanalysisandcorrelationcoefficientsareshowninTable2inAppendixA.Totestthehypotheses,weusedmultivariateOLSregressionanalysesinSPSS.Models1-4justifytheimpactsofmarketorientationonalliancegovernance,whicharedescribedashypothesesH1a,H1b, andH2.Models5-9 test the effectsof alliancegovernanceon innovation,which aredescribedashypothesesH3,H4,andH5.Inordertoavoidpossiblemulticollinearityproblems,wemean-centeredallvariablespriortoregressionanalyses.Table3inAppendixAshowstheresultsofregressionanalyses.ThemaximumVIFofallmodelsis3.499,indicatingthatmulticollinearitydoesnotconstituteaseriousproblem.Allmodelsaresignificantatp<0.001,withadjustedR2from0.183to0.578.

Model2showsthattheeffectofcustomerorientationoncontractualgovernance(β=0.387,p<0.01)andtheeffectofcompetitororientationoncontractualgovernance(β=0.247,p<0.05)arebothsignificant, supportingH1aandH1b.Model4shows that the impactof interfunctionalcoordinationontrustgovernance(β=0.288,p<0.05)issignificant,supportingH2.Model7showstrustgovernancehasasignificantpositiveeffectonradicalinnovation(β=0.367,p<0.01),supportingH5.Model7showsthesquareofcontractualgovernanceispositivelyrelatedtoradicalinnovation(β=0.222,p<0.01),suggestingthatcontractualgovernanceaffectsradicalinnovationinaU-shapedway,supportingH3.Model9showstrustgovernancehasasignificantpositiveeffectonincrementalinnovation(β=0.289,p<0.05),supportingH4.

6. dISCUSSION

This study has explored the relationships between market orientation, alliance governance andinnovationinmarketingalliancesformedbymanufacturingfirmsanddistributorsinChina.Wehaveidentifiedandtestedthemiddleroleofalliancegovernanceasamechanismtoexplaintherelationshipbetweenmarketorientationandinnovation.Twoconclusionsaredrawnfromtheresults.(1)Highlevelsofcustomerorientationandcompetitororientationleadtoincreasesincontractualgovernance,andcontractualgovernancewillaffectradicalinnovationinaU-shapedway.Existingresearchonlydemonstratesthepromotingeffectofmarketorientationonalliancegovernance(Liu,Zhao&Li,2010),butdoesnotexploretheeffectsof thethreedimensionsofmarketorientationonalliancegovernance.Thisresearchgoesfurtherandfindsmoreinstructiveresults.Inaddition,Liu,Zhao&Li(2010)proposethatcontractualgovernanceisamediatorinthelinkbetweenmarketorientationandknowledgeacquisition,butdonotanalyzethemiddlemechanismofcontractualgovernanceintherelationshipbetweenmarketorientationandinnovationfurther.Thisstudyanalysesthespecificeffectofcontractualgovernanceonaparticulartypeofinnovation,i.e.radicalinnovation.(2)Ahighlevelofinterfunctionalcoordinationwillincreasetrustgovernance,whichthenleadstoanincreaseinbothradicalandincrementalinnovation.

Thisstudy,basedonthecomparisonofdifferenteffectsofdimensionsofmarketorientationonalliancegovernance,furtherclarifiesthepositiveroleoftrustgovernanceoninnovation,whichconfirmsourresultthatalliancegovernanceisamiddlevariableandthemechanismbywhichmarketorientationinfluencesinnovation.Theseresultssuggestthatfirmscommittedtoradicalinnovationsshould adopt strong contractual governance or trust governance. Firms that focus on customerorientationandcompetitororientationarelikelytoadoptstrongcontractualgovernance,whilethosefocusingmoreoninterfunctionalcoordinationaremorelikelytodeveloptrustbasedgovernance.

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Firmsthatwishtodevelopincrementalinnovationsonlyshouldadoptstrongtrustgovernance,andincrementalinnovationisalsolikelytoresultinthosefirmsthatactivelypursueaninterfunctionalcoordination.

InthecontextofinnovativepracticesoffirmsinChina,marketorientationisalwaysanimportantstrategytoachieveinnovationsregardlessofalliancegovernancepatternsandtypeofinnovation.However,theresultsandframeworkshowninFigure1demonstratethatthereareimportantdifferencesinhowbesttoachieveinnovationintermsofthetypeofmarketorientationadoptedandthechoiceoftypeofalliancegovernance.

Thisstudymakessomeimportantcontributionstotheoryandpractice,anditisbasedonalargeempiricalsample.However,therearesomelimitationsthatshouldbeexplained:(1)therearetwoseparateorganizationsinvolvedinanallianceanddatawereonlycollectedfromthemanufacturerperspective.The resultsmay thereforebebiasedby respondents’ subjective judgments from themanufacturer perspective only. Further research may draw more reliable conclusions if data areobtained from both manufacturers and distributors. (2) This study identifies barely that alliancegovernanceisamiddlemechanismintherelationshipbetweenmarketorientationandinnovation,butitdoesnotdemonstratethemediatingeffectofalliancegovernance.Furtherresearchmayexplorethestrengthofmediatingeffectofalliancegovernance.Iftheresultsshowthatalliancegovernancewillnotfullymediatetherelationshipbetweenmarketorientationandinnovation,thenbusinesspracticeswillbefurtherguidedwhenothermediatorsareidentified.

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ReFeReNCeS

Argyres,N.,&Mayer,K.J.(2007).Contractdesignasafirmcapability:Anintegrationoflearningandtransactioncostperspectives.Academy of Management Review,32(4),1060–1077.doi:10.5465/AMR.2007.26585739

Armstrong, J. S., & Overton, T. S. (1977). Estimating nonresponse bias in mail surveys. JMR, Journal of Marketing Research,14(3),396–402.doi:10.2307/3150783

Artz,K.W.,&Brush,T.H.(2000).Assetspecificity,uncertaintyandrelationalnorms:Anexaminationofcoordinationcostsincollaborativestrategicalliances.Journal of Economic Behavior & Organization,41(4),337–362.doi:10.1016/S0167-2681(99)00080-3

Atuahene-Gima, K., & Ko, A. (2001). An empirical investigation of the effect of market orientation andentrepreneurshiporientationalignmentonproductinnovation.Organization Science,12(1),54–74.doi:10.1287/orsc.12.1.54.10121

Azriel,J.A.(2003).Small, high technology firms and their larger strategic alliance partners: Entrepreneurial and resource-based perspectives.UniversityatAlbany,OrganizationalStudiesPh.D.Program.

Barrett,P.(2007).Structuralequationmodeling:Adjudgingmodelfit.Personality and Individual Differences,42(5),815–824.doi:10.1016/j.paid.2006.09.018

Bennett,R.C.,&Cooper,R.G. (1979).Beyond themarketingconcept.Business Horizons,22(3), 76–83.doi:10.1016/0007-6813(79)90088-0

Blumberg,B.F.(2001).Cooperationcontractsbetweenembeddedfirms.Organization Studies,22(5),825–852.doi:10.1177/0170840601225004

Bonaccorsi,A.,&Lipparini,A.(1994).Strategicpartnershipsinnewproductdevelopment:AnItaliancasestudy.Journal of Product Innovation Management,11(2),134–145.doi:10.1016/0737-6782(94)90061-2

Brettel,M.,Heinemann,F.,Engelen,A.,&Neubauer,S.(2011).Cross-functionalintegrationofR&D,marketing,andmanufacturinginradicalandincrementalproductinnovationsanditseffectsonprojecteffectivenessandefficiency.Journal of Product Innovation Management,28(2),251–269.doi:10.1111/j.1540-5885.2011.00795.x

Cambra-Fierro,J.,Florin,J.,Perez,L.,&Whitelock,J. (2011). Inter-firmmarketorientationasantecedentof knowledge transfer, innovation and value creation in networks. Management Decision, 49(3), 444–467.doi:10.1108/00251741111120798

Cao,M.,&Zhang,Q.(2010).Supplychaincollaborativeadvantage:Afirm’sperspective.International Journal of Production Economics,128(1),358–367.doi:10.1016/j.ijpe.2010.07.037

Chen,J.,&Ching,R.K.H.(2004).AnempiricalstudyoftherelationshipofITintensityandorganizationalabsorptivecapacityonCRMperformance.Journal of Global Information Management,12(1),1–17.doi:10.4018/jgim.2004010101

Chin,W.W.(2010).HowtowriteupandreportPLSanalyses.InV.EspositoVinzi,W.W.Chin,J.Henseler,&H.Wang(Eds.),Handbook of Partial Least Squares(pp.655–690).Berlin:Springer.doi:10.1007/978-3-540-32827-8_29

Christensen,C.(1997).Innovator’s dilemma: When new technologies cause great firms to fail.Boston,MA:HarvardBusinessSchoolPress.

Christensen,C.M.,&Bower,J.L.(1996).Customerpower,strategicinvestment,andthefailureofleadingfirms.Strategic Management Journal,17(3),197–218.doi:10.1002/(SICI)1097-0266(199603)17:3<197::AID-SMJ804>3.0.CO;2-U

Das,T.K.,&Teng,B.S.(1998).Betweentrustandcontrol:Developingconfidenceinpartnercooperationinalliances.Academy of Management Review,23(3),491–512.

Day,G.S.(1994).ContinuousLearningaboutMarkets.California Management Review,58(October),37–52.

Day,G.S.,&Wensley,R.(1988).Assessingadvantage:Aframeworkfordiagnosingcompetitive.Journal of Marketing,52(2),1–20.doi:10.2307/1251261

Page 12: Market Orientation, Alliance Governance, and Innovation

Journal of Global Information ManagementVolume 27 • Issue 1 • January-March 2019

12

Dekker, H. C. (2004). Control of inter-organizational relationships: Evidence on appropriation concernsand coordination requirements. Accounting, Organizations and Society, 29(1), 27–49. doi:10.1016/S0361-3682(02)00056-9

Desarbo,W.S.,Anthony,D.B.C.,&Sinha,I.(2005).Revisitingthemilesandsnowstrategicframework:Uncovering interrelationships between strategic types, capabilities, environmental uncertainty, and firmperformance.Strategic Management Journal,26(1),47–74.doi:10.1002/smj.431

Dosi, G. (1982). Technological paradigms and technological trajectories: A suggested interpretation ofthe determinants and directions of technical change. Research Policy, 11(3), 147–162. doi:10.1016/0048-7333(82)90016-6

Dyer,J.(1997).Effectiveinterfirmcollaboration:Howfirmsminimizetransactioncostsandmaximizetransactionvalue.Strategic Management Journal,18(7),535–556.doi:10.1002/(SICI)1097-0266(199708)18:7<535::AID-SMJ885>3.0.CO;2-Z

Dyer,J.H.,&Singh,H.(1998).Therelationalview:Cooperativestrategyandsourcesofinterorganizationalcompetitiveadvantage.Academy of Management Review,23(4),660–679.

Eisenhardt, K. M. (1985). Control: Organizational and economic approaches. Management Science, 31(2),134–149.doi:10.1287/mnsc.31.2.134

Ferguson,R. J.,Paulin,M.,&Bergeron, J. (2005).Contractualgovernance, relationalgovernance,and theperformance of interfirm service exchanges: The influence of boundary-spanner closeness. Journal of the Academy of Marketing Science,33(2),217–234.doi:10.1177/0092070304270729

Frambach,R.T.,Prabhu,J.,&Verhallen,T.M.(2003).Theinfluenceofbusinessstrategyonnewproductactivity: The role of market orientation. International Journal of Research in Marketing, 20(4), 377–397.doi:10.1016/j.ijresmar.2003.03.003

Gao, G. Y., Xie, E., & Zhou, K. Z. (2015). How does technological diversity in supplier network drivebuyer innovation?Relationalprocessandcontingencies.Journal of Operations Management,36,165–177.doi:10.1016/j.jom.2014.06.001

Gao,Z.J.,Wang,L.W.,&Chen,F.(2012).Theinfluenceofmarketorientedandalliancecontroltoknowledgeacquisition.[inChinese].Science of Science and Management of S. & T.,33(1),69–76.

Gatignon,H.,&Xuereb,J.M.(1997).Strategicorientationofthefirmandnewproductperformance.JMR, Journal of Marketing Research,34(1),77–90.doi:10.2307/3152066

Grewal,R.,&Tansuhaj,P.(2001).Buildingorganizationalcapabilitiesformanagingeconomiccrisis:Theroleofmarketorientationandstrategicflexibility.Journal of Marketing,65(2),67–80.doi:10.1509/jmkg.65.2.67.18259

Grinstein,A. (2008).The relationshipsbetweenmarketorientationandalternativestrategicorientations:Ameta-analysis.European Journal of Marketing,42(1/2),115–134.doi:10.1108/03090560810840934

Hage,J.(1980).Theories of organizations: Form, process, and transformation.NewYork:Wiley.

Hair,J.F.,Black,B.,Babin,B.,Anderson,R.E.,&Tatham,R.L.(2006).Multivariate Data Analysis(6thed.).UpperSaddleRiver,NJ:PearsonPrenticeHall.

Han, J.K.,Kim,N.,&Srivastava,R.K. (1998).Marketingorientationandorganizationalperformance: Isinnovationamissinglink?Journal of Marketing,62(October),30–45.doi:10.2307/1252285

Hao,C.(2005).Trust,contractsandorganizationgovernancemechanisminnetworks.Tianjin Social Sciences,5,64–67.(inChinese)

Hoetker,G.,&Mellewigt,T.(2009).Choiceandperformanceofgovernancemechanisms:Matchingalliancegovernancetoassettype.Strategic Management Journal,30(10),1025–1044.doi:10.1002/smj.775

Hult,G.T.M.,&Ketchen,D.J.(2001).Doesmarketorientationmatter?Atestoftherelationshipbetweenpositionaladvantageandperformance.Strategic Management Journal,22(9),899–906.doi:10.1002/smj.197

Hurley,R.F.,&Hult,G.T.M.(1998).Innovation,marketorientation,andorganizationallearning:Anintegrationandempiricalexamination.Journal of Marketing,62(3),42–54.doi:10.2307/1251742

Page 13: Market Orientation, Alliance Governance, and Innovation

Journal of Global Information ManagementVolume 27 • Issue 1 • January-March 2019

13

Im,S.,&Workman, J.P. Jr. (2004).Marketorientation, creativity, andnewproductperformance inhigh-technologyfirms.Journal of Marketing,68(2),114–132.doi:10.1509/jmkg.68.2.114.27788

Jaworski,B.J.,&Kohli,A.K.(1993).Marketorientation:Antecedentsandconsequences.Journal of Marketing,57(3),53–70.doi:10.2307/1251854

Johnsen,R.E.,&Ford,D.(2006).Interactioncapabilitydevelopmentofsmallerdistributorsinrelationshipswithlargercustomers.Industrial Marketing Management,35(8),1002–1015.doi:10.1016/j.indmarman.2006.05.005

Ju,M.,Murray,J.Y.,Kotabe,M.,&Gao,G.Y.(2011).Reducingdistributoropportunismintheexportmarket:Effectsofmonitoringmechanisms,norm-basedinformationexchange,andmarketorientation.Journal of World Business,46(4),487–496.doi:10.1016/j.jwb.2010.10.009

Karniouchina, E. V., Victorino, L., & Verma, R. (2006). Product and service innovation: Ideas for futurecross-disciplinaryresearch.Journal of Product Innovation Management,23(3),274–280.doi:10.1111/j.1540-5885.2006.00198.x

Katila,R.,&Ahuja,G.(2002).Somethingold,somethingnew:Alongitudinalstudyofsearchbehaviorandnewproductintroduction.Academy of Management Journal,45(6),1183–1194.doi:10.2307/3069433

Kline,R.B.(2015).Principles and practice of structural equation modeling.Guilfordpublications.

Kohli,A.K.,&Jaworski,B.J.(1990).Marketorientation:Theconstruct,researchpropositions,andmanagerialimplications.Journal of Marketing,54(2).doi:10.2307/1251866

Korschun,D.,Bhattacharya,C.B.,&Swain,S.D.(2014).Corporatesocialresponsibility,customerorientation,andthejobperformanceoffrontlineemployees.Journal of Marketing,78(3),20–37.doi:10.1509/jm.11.0245

Larson,A.(1992).Networkdyadsinentrepreneurialsettings:Astudyofthegovernanceofexchangerelationships.Administrative Science Quarterly,37(1),76–104.doi:10.2307/2393534

Lee,Y.,&Cavusgil,S.T.(2006).Enhancingallianceperformance:Theeffectsofcontractual-basedversusrelational-basedgovernance.Journal of Business Research,59(8),896–905.doi:10.1016/j.jbusres.2006.03.003

Li,H.Y.,&Atuahene-Gima,K.(2001).ProductinnovationstrategyandtheperformanceofnewtechnologyventuresinChina.Academy of Management Journal,44(6),1123–1134.doi:10.2307/3069392

Li, J. J., Poppo, L., & Zhou, K. Z. (2010). Relational mechanisms, formal contracts, and local knowledgeacquisitionbyinternationalsubsidiaries.Strategic Management Journal,31(4),349–370.

Li,T.,&Calantone,R.J.(1998).Theimpactofmarketknowledgecompetenceonnewproductadvantage:Conceptualizationandempiricalexamination.Journal of Marketing,62(4),13–29.doi:10.2307/1252284

Li, Y. (1994). Theory of enterprises’ technology innovation mechanisms. Xi’an: Xi’an Jiaotong UniversityPress.(inChinese)

Li,Y.,Liu,Y.,Duan,Y.,&Li,M.(2008).Entrepreneurialorientation,strategicflexibilitiesandindigenousfirminnovationintransitionalChina.International Journal of Technology Management,41(1),223–246.doi:10.1504/IJTM.2008.015993

Li,Y.,Liu,Y.,Li,M.,&Wu,H.(2008).Transformationaloffshoreoutsourcing:EmpiricalevidencefromalliancesinChina.Journal of Operations Management,26(2),257–274.doi:10.1016/j.jom.2007.02.011

Li,Y.,Wei,Z.,&Liu,Y.(2010).Strategicorientations,knowledgeacquisition,andfirmperformance:Theperspective of the vendor in cross-border outsourcing. Journal of Management Studies, 47(8), 1457–1482.doi:10.1111/j.1467-6486.2010.00949.x

Li, Y., Xie, E., Teo, H. H., & Peng, M. W. (2010). Formal control and social control in domestic andinternationalbuyer–distributorrelationships.Journal of Operations Management,28(4),333–344.doi:10.1016/j.jom.2009.11.008

Lichtenthaler,U.(2016).Determinantsofabsorptivecapacity:Thevalueoftechnologyandmarketorientationforexternalknowledgeacquisition.Journal of Business and Industrial Marketing,31(5),600–610.doi:10.1108/JBIM-04-2015-0076

Page 14: Market Orientation, Alliance Governance, and Innovation

Journal of Global Information ManagementVolume 27 • Issue 1 • January-March 2019

14

Liu,Y.,Zhao,Y.,&Li,Y.(2010).Astudyonimpactsofstrategicorientationonknowledgeacquiring:Controlmechanisms’mediationandinterveningeffects.Journal of Management Sciences in China,13(4),85–94.(inChinese)

Lyu,H.,&Zhang,Z.J.(2016).Incentivesforknowledgesharing:Impactoforganizationalcultureandinformationtechnology.Enterprise Information Systems.doi:10.1080/17517575.2016.1273393

Macneil,I.R.(2000).Relationalcontracttheory:Challengesandqueries.Northwestern University Law Review,94,877–907.

Mahnke,V.,&Özcan,S.(2006).Outsourcinginnovationandrelationalgovernance.Industry and Innovation,13(2),121–125.doi:10.1080/13662710600684274

Martinez,J.I.,&Jarillo,J.C.(1989).Theevolutionofresearchoncoordinationmechanismsinmultinationalcorporations.Journal of International Business Studies,20(3),489–514.doi:10.1057/palgrave.jibs.8490370

Matsuno,K.,Mentzer,J.T.,&Özsomer,A.(2002).Theeffectsofentrepreneurialproclivityandmarketorientationonbusinessperformance.Journal of Marketing,66(3),18–32.doi:10.1509/jmkg.66.3.18.18507

Matsuno,K.,Mentzer,J.T.,&Rentz,J.O.(2005).Aconceptualandempiricalcomparisonofthreemarketorientationscales.Journal of Business Research,58(1).doi:10.1016/S0148-2963(03)00075-4

Mellewigt,T.,Madhok,A.,&Weibel,A.(2007).Trustandformalcontractsininterorganizationalrelationships—substitutesandcomplements.Managerial and Decision Economics,28(8),833–847.doi:10.1002/mde.1321

Morgan,N.A.,Vorhies,D.W.,&Mason,C.H.(2009).Marketorientation,marketingcapabilities,andfirmperformance.Strategic Management Journal,30(8),909–920.doi:10.1002/smj.764

Morgan,R.M.,&Hunt,S.D. (1994).Thecommitment-trust theoryof relationshipmarketing.Journal of Marketing,58(3),20–38.doi:10.2307/1252308

Munson,F.C.,&Pelz,D.C.(1979).Theinnovatingprocess:Aconceptualframework(WorkingPaper).Univ. Michigan, Ann Arbor.

Narver,J.C.,&Slater,S.F.(1990).Theeffectofamarketorientationonbusinessprofitability.Journal of Marketing,54(4),20–35.doi:10.2307/1251757

Panayides,P.M.,&Lun,Y.V.(2009).Theimpactoftrustoninnovativenessandsupplychainperformance.International Journal of Production Economics,122(1),35–46.doi:10.1016/j.ijpe.2008.12.025

Pfeffer,J.,&Salancik,G.R.(1978).The external control of organizations: A resource dependence approach.NY:HarperandRowPublishers.

Poppo, L., & Zenger, T. (2002). Do formal contracts and relational governance function as substitutes orcomplements?Strategic Management Journal,23(8),707–725.doi:10.1002/smj.249

Reuer,J.J.,&Ariño,A.(2002).Contractualrenegotiationsinstrategicalliances.Journal of Management,28(1),47–68.doi:10.1177/014920630202800104

Rindfleisch,A.,&Heide,J.B.(1997).Transactioncostanalysis:Past,present,andfutureapplications.Journal of Marketing,61(4),30–54.doi:10.2307/1252085

Ring,P.S.,&VanDeVen,A.H.(1992).Structuringcooperativerelationshipsbetweenorganizations.Strategic Management Journal,13(7),483–493.doi:10.1002/smj.4250130702

Ring,P.S.,&VandeVen,A.H.(1994).Developmentalprocessesofcooperativeinter-organizationalrelationships.Academy of Management Review,19,90–118.

Russo,M.V.,&Fouts,P.A.(1997).Aresource-basedperspectiveoncorporateenvironmentalperformanceandprofitability.Academy of Management Journal,40(3),534–559.doi:10.2307/257052

Ryall,M.D.,&Sampson,R.C.(2009).Formalcontractsinthepresenceofrelationalenforcementmechanisms:Evidence from technology development projects. Management Science, 55(6), 906–925. doi:10.1287/mnsc.1090.0995

Page 15: Market Orientation, Alliance Governance, and Innovation

Journal of Global Information ManagementVolume 27 • Issue 1 • January-March 2019

15

Shiau,W.,&Luo,M.M.(2012).Factorsaffectingonlinegroupbuyingintentionandsatisfaction:Asocialexchangetheoryperspective.Computers in Human Behavior,28(6),2431–2444.doi:10.1016/j.chb.2012.07.030

Slater,S.F.,&Narver,J.C.(1994).Doescompetitiveenvironmentmoderatethemarketorientation-performancerelationship?Journal of Marketing,58(1),46–55.doi:10.2307/1252250

Slater,S.F.,&Narver,J.C.(1995).Marketorientationandthelearningorganization.Journal of Marketing,59(July),63–74.doi:10.2307/1252120

Slater,S.F.,&Narver,J.C.(1998).Researchnotesandcommunicationscustomer-ledandmarket-oriented:Let’s not confuse the two. Strategic Management Journal, 19(10), 1001–1006. doi:10.1002/(SICI)1097-0266(199810)19:10<1001::AID-SMJ996>3.0.CO;2-4

Tyler, B. B., & Gnyawali, D. R. (2009). Managerial collective cognitions: An examination of similaritiesanddifferencesofculturalorientations.Journal of Management Studies,46(1),93–126.doi:10.1111/j.1467-6486.2008.00795.x

Uzzi, B. (1997). Social structure and competition in interfirm networks: The paradox of embeddedness.Administrative Science Quarterly,42(1),35–67.doi:10.2307/2393808

Voss,G.B.,Sirdeshmukh,D.,&Voss,Z.G.(2008).Theeffectsofslackresourcesandenvironmentalthreaton product exploration and exploitation. Academy of Management Journal, 51(1), 147–164. doi:10.5465/AMJ.2008.30767373

Voss,G.B.,&Voss,Z.G.(2000).Strategicorientationandfirmperformanceinanartisticenvironment.Journal of Marketing,64(1),67–83.doi:10.1509/jmkg.64.1.67.17993

Wang,L.,Yeung,J.H.Y.,&Zhang,M.(2011).Theimpactoftrustandconstractoninnovationperformance:Themoderatingroleofenvironmentaluncertainty.International Journal of Production Economics,134(1),114–122.doi:10.1016/j.ijpe.2011.06.006

Williamson,O.E.(1985).The economic institutions of capitalism.NewYork:FreePress.

Wu,F.,Yeniyurt,S.,Kim,D.,&Cavusgil,S.T.(2006).Theimpactofinformationtechnologyonsupplychaincapabilitiesandfirmperformance:Aresource-basedview.Industrial Marketing Management,35(4),493–504.doi:10.1016/j.indmarman.2005.05.003

Zhang,Q.,&Zhou,K.Z.(2013).GoverninginterfirmknowledgetransferintheChinesemarket:Theinterplayof formal and informal mechanisms. Industrial Marketing Management, 42(5), 783–791. doi:10.1016/j.indmarman.2012.12.002

Zhao,Y.,&Cavusgil,S.T.(2006).Theeffectofsupplier’smarketorientationonmanufacturer’strust.Industrial Marketing Management,35(4),405–414.doi:10.1016/j.indmarman.2005.04.001

Zhou,K.Z.,Brown,J.R.,Dev,C.S.,&Agarwal,S.(2007).Theeffectsofcustomerandcompetitororientationsonperformanceinglobalmarkets:Acontingencyanalysis.Journal of International Business Studies,38(2),303–319.doi:10.1057/palgrave.jibs.8400259

Zhou,K.Z.,Yim,C.K.,&Tse,D.K.(2005).Theeffectsofstrategicorientationsontechnology-andmarket-basedbreakthroughinnovations.Journal of Marketing,69(2),42–60.doi:10.1509/jmkg.69.2.42.60756

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Journal of Global Information ManagementVolume 27 • Issue 1 • January-March 2019

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APPeNdIX A

Table 1. Scales and results of reliability and validity analyses

Variables Items Cronbach’s α Factor loading

AVE C.R.

Customerorientation

1)Ourbusinessobjectivesaredrivenprimarilybycustomersatisfaction.

0.928 0.783 0.740 0.945

2)Ourstrategyforcompetitiveadvantageisbasedonourunderstandingofcustomers’needs.

0.860

3)Wemeasurecustomersatisfactionsystematicallyandfrequently. 0.896

4)Wegivecloseattentiontoafter-salesservice. 0.894

5)Weoftenlookformeasurementstoincreasecustomervalueordecreaseproductcost.

0.850

6)Wegivecloseattentiontotheevaluationofcustomeronourproduct.

0.873

Competitororientation

1)Managersinthisfirmregularlyshareinformationaboutcurrentandfuturecompetitorswithinthecompany.

0.858 0.882 0.707 0.906

2)Respondrapidlytocompetitors’actions. 0.805

3)Weregularlycollectandintegrateinformationabouttheadvantageandstrategiesofourcompetitors.

0.875

4)Comparedwithcompetitors,wehavehigheradvantageintargetmarkets.

0.798

Interfunctionalcoordination

1)Wefreelycommunicateinformationaboutoursuccessfulandunsuccessfulcustomerexperiencesacrossallbusinessfunctions.

0.869 0.837 0.665 0.908

2)Allofourbusinessfunctions(e.g.marketing/sales,manufacturing,R&D,finance/accounting,etc.)areintegratedinservingtheneedsofourtargetmarkets.

0.821

3)Allofourmanagersunderstandhoweveryoneinourbusinesscancontributetocreatingcustomervalue.

0.808

4)Everyoneknowsthemarketinformationinourfirm. 0.841

5)Employeesfrommarketingdepartmentwidelyparticipateinnewproductdevelopmentprojects.

0.767

Contractualgovernance

1)Thecontractpreciselydefinestherole/responsibilitiesofthepartnerandourfirm.

0.913 0.878 0.742 0.935

2)Wehavecustomizedagreementsthatdetailtheobligationsofbothparties.

0.903

3)Wehavespecific,well-detailedagreementswiththisdistributor. 0.852

4)Thecontractpreciselystateshoweachpartyistoperformincooperation.

0.883

5)Generally,thecontractisaprimarymechanismtoregulatethebehaviorofthepartnerincooperation.

0.786

Trustgovernance 1)Thisdistributoristrustworthy. 0.900 0.812 0.692 0.931

2)Thisdistributorhasalwaysbeenevenhandedinitsnegotiationswithus.

0.862

3)Wearenothesitanttotransactwiththisdistributorwhenthespecificationsarevague.

0.771

4)Thisdistributorneverusesopportunitiesthatarisetoprofitatourexpense.

0.835

5)Webelievethatthisdistributorwillprovidehelpweneed. 0.859

6)Webelievethatthisdistributorwillfinishthepromiseintime. 0.848

Radicalinnovation 1)Inrecent3years,wecreatedradicalnewproducts. 0.887 0.888 0.749 0.923

2)Inrecent3years,weintroducedradicalnewconcepts. 0.902

3)Inrecent3years,wedevelopednewtechnologies. 0.788

4)Inrecent3years,wecreatednewtechniques. 0.880

Incrementalinnovation

1)Inrecent3years,weexploitedexistingtechnologies. 0.853 0.736 0.545 0.893

2)Inrecent3years,weimprovedexistingprocess. 0.822

3)Inrecent3years,weusedexistingmaterialstoproduce. 0.665

4)Inrecent3years,weimprovedexistingproducts. 0.764

5)Inrecent3years,weimprovedexistingproductservices. 0.777

6)Inrecent3years,weimprovedafter-salesservices. 0.707

7)Inrecent3years,weimprovedservicestosellproducts. 0.686

Page 17: Market Orientation, Alliance Governance, and Innovation

Journal of Global Information ManagementVolume 27 • Issue 1 • January-March 2019

17

Tabl

e 2. D

escr

iptiv

e sta

tistic

s and

resu

lts o

f disc

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alidi

ty

Vari

able

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378

0.56

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0.05

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187*

0.41

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0.51

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0.86

0

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899

0.61

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-0.0

080.

277*

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201*

0.35

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0.50

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0.46

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0.55

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0.62

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0.84

1

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967

0.60

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0.02

00.

285*

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232*

0.25

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0.53

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0.51

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0.58

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0.71

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0.77

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0.81

5

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109

0.54

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60.

350*

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246*

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300*

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444*

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501*

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441*

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630*

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677*

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700*

*0.

832

13.C

G3.

993

0.57

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130.

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0.13

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303*

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343*

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359*

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305*

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611*

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584*

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568*

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634*

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861

14.R

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826

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865

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; **p

< 0.

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= 12

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E

Page 18: Market Orientation, Alliance Governance, and Innovation

Journal of Global Information ManagementVolume 27 • Issue 1 • January-March 2019

18

Yu Li is a PhD candidate at the School of Management of Xi’an Jiaotong University in China. Her research interests are strategic alliances and innovation management. Her research has been published in journals such as the International Business Review, Asia Pacific Journal of Management, and Chinese Management Studies.

Yao Chen is a DBA candidate of the joint program conducted by the University of Manchester and Shanghai Jiaotong University. His research interests are innovation and strategic alliances management.

Yuan Li is a Professor of Shanghai Jiaotong University. His research area covers management science & engineering, technology economy, including the technology innovation and entrepreneur competitiveness analysis. He teaches the courses including strategic management, technology innovation, entrepreneur & entrepreneurship and project management. Since 2005, Prof. Li has published over 60 papers in international journals, including Journal of management studies, Journal of operations management, ETP, MOR, etc.

Christopher is Professor of Information Systems at Manchester Business School, University of Manchester. His research interests include strategy, legacy information systems, electronic commerce, enterprise and supply chain management systems, financial services and implementation. He has published papers in these areas in Strategic Management Journal, Sloan Management Review, Organization Science, Journal of Strategic Information Systems, Communications of the ACM, IEEE Software and Communications of the AIS. Professor Holland has lectured in the US, Holland, Switzerland, South Africa, Germany, Ireland and France to academic and business audiences. He consults with a wide variety of companies in the areas of strategic implementation of systems and the evaluation of large-scale IT projects. He is a regular presenter at international business and academic conferences and is on the editorial boards of several international journals.

Table 3. Results of regression analyses

Variables CG TG RI II

Model 1 Model 2 Model 3 Model 4 Model 5 Model 6 Model 7 Model 8 Model 9

Control variables

Firmsize 0.046 -0.091 0.196* 0.085 0.093 0.020 0.067 0.151 0.088

Firmtype -0.013 -0.104 0.230** 0.149* 0.058 -0.024 -0.020 0.021 -0.044

Industrycategory

0.086 -0.073 0.219* 0.086 -0.076 -0.158 -0.126 0.291** 0.215*

Firmage -0.041 -0.084 -0.010 -0.041 0.035 0.041 0.056 0.079 0.088

Resourceenvironment

0.215* 0.076 0.201* 0.088 0.285** 0.204* 0.240** 0.036 -0.053

Productadvantage

0.124 0.007 0.158 0.054 -0.005 -0.066 -0.076 0.208 0.145

Productionadvantage

0.252* 0.016 0.262** 0.105 0.186 0.081 0.111 0.047 -0.064

Marketingadvantage

0.049 -0.115 0.108 -0.044 0.374** 0.333** 0.290** 0.196 0.158

Independent variables

CuO 0.387** 0.176

CoO 0.247* 0.197

IC 0.209 0.288*

CG 0.041 0.113 0.139

TG 0.359** 0.367** 0.291*

CG2 0.222** -0.043

Fvalue 4.071*** 8.722*** 11.369*** 14.722*** 8.564*** 9.268*** 9.709*** 4.512*** 5.319***

AdjustedR2 0.183 0.436 0.430 0.578 0.355 0.429 0.466 0.203 0.282

△AdjustedR2 0.253 0.148 0.074 0.111 0.079

*p < 0.05; **p < 0.01; ***p < 0.001; N = 122.