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ResearchPolicy
journalhomepage:www.elsevier.com/locate/respol
Analysisofsourcesofinnovation,technologicalinnovationcapabilities,andperformance:AnempiricalstudyofHongKongmanufacturingindustries
RichardC.M.Yam∗,WilliamLo,EstherP.Y.Tang,AntonioK.W.Lau
TheDepartmentofManufacturingEngineeringandEngineeringManagement,CityUniversityofHongKong,HongKong
articleinfoabstract
Theconceptoftheregionalinnovationsystem(RIS)hasbeendevelopedintoanimportantframeworkforevaluatinginnovationperformance.ThestudyreportedinthispaperexplorestherelationshipbetweentheRISandthefirm’sinnovationsystem(FIS)accordingtothebasicpremisethatfirmsthatbetterutilizesourcesofinformation(SI)availablewithintheirregionalinnovationsystem(RIS)performbetterdueeffectthishasinenhancingthefirm’stechnologicalinnovationcapabilities(TICs).Thedifferentinnovationcapabilitiesofafirmareregardedasthekeycomponentsofthefirm’sinnovationsystem.ThesourcesofinformationavailablewithinanRISincludeexternalsources(EXT)andexternalexpertorganizations,thelatterofwhicharereferredtoasknowledge-intensivebusinessservices(KIBS).ThisstudyalsoexploresthedualroleofKIBSasbothsourcesofandbridgesforinnovationintheRIS.Datawereobtainedthroughamailedsurveyusingaself-administeredquestionnaire.TheutilizationconceptandthedualroleofKIBSwereverified.Theresultsshowthatexternallyavailableinformationaffectsallinnovationcapabilitiesofthefirm,whileexternalexpertorganizationsaffectonlythefirm’sR&Dandresourcesallocationcapabilities.ThisstudycontributestotheRISliteraturebyprovidingempiricalevidenceonhowfirmscaninteractwiththeRISbyutilizingSItoenhancetheirTICsandachieveglobalcompetitiveness.
© 2010 Elsevier B.V. All rights reserved.
Articlehistory:
Received27October2009
Receivedinrevisedform27August2010Accepted15October2010
Available online 24 November 2010Keywords:
RegionalinnovationsystemFirminnovationsystem
Utilizationofinnovationsources
Knowledge-intensivebusinessservicesTechnologicalinnovationcapabilities
1.Introduction
1.1.Thenationalinnovationsystem(NIS)
TheOECD(NationalInnovationSystems,OECD,1997)definesanationalinnovationsystemastheflowsoftechnologyandinfor-mationamongpeople,enterprises,andinstitutionsthatarethekeytotheinnovationprocessatthenationallevel.Manyinfluen-tialstudieshavebeencarriedoutinthisareainrecentdecades,includingthoseofFreeman(1987),Porter(1990),Lundvall(1992),Nelsonetal.(1993),OECD(1997),Edquistetal.(1997),andCarlssonetal.(2002).Theseinvestigationshavedescribedthelinkbetweeninnovationandcompetitiveandeconomicoutcomesatthenationallevel(Porter,1990;Nelsonetal.,1993)andtheirresultshavebeenwidelyadoptedinthenationalscience&technologypolicyresearchdomain.Moreover,theyhavecollectivelyformulatedananalyti-calframeworkforNISandprovidedaresearchbackgroundforthestudyofregionalinnovationsystems(RISs)andfirminnovationsystems(FISs).
1.2.Theregionalinnovationsystem
Braczyketal.(1996)firstdelineatedtheconceptoftheRIS.Withinashorttime,variousresearcherscametoapplytheNISconceptinstudyingRIS(Braczyketal.,1996;Cookeetal.,1997;MorganandNauwelaers,1999;Koschatzkyetal.,2000;Cooke,2001;Doloreux,2002).StudiesadoptingtheRISapproachexamineinnovatingfirmsinthecontextoftheexternalinstitutions,gov-ernmentpolicies,competitors,suppliers,customers,valuesystem,andsocialandculturalpracticesthataffecttheirinnovationactivi-ties(KumaresanandMiyazaki,1999;OECD,1999).ThefocusisonthegenerationanddiffusionofknowledgeamongRISactorsthattakesplaceoutsidetheboundaryofthefirm.However,moststudiesintheextantliteraturehaveconcentratedontheoreticaldiscus-sionsonthecompositionofinnovationactors.Acsetal.(2002)insistedthattheproblemofmeasuringinnovationeffectivenessattheregionallevelhadnotyetbeencompletelyresolved.NoactivediscussionhasyettakenplaceonhowafirmcaninteractwiththeRIStoenhanceitscapacitytoinnovateandachieveglobalcompetitiveness.
1.3.Thefirminnovationsystem
Thefirminnovationsystemcanbedefinedasaninteractiveprocessthatinvolvesthegeneration,adoption,implementation,
∗Correspondingauthorat:CityUniversityofHongKong,TaiCheeAvenue,KowloonTong,HongKong.Tel.:+85227888417;fax:+85227888423..
E-mailaddresses:mery@cityu.edu.hk(R.C.M.Yam),lowailam@hkpc.org(W.Lo),msesther@polyu.edu.hk(E.P.Y.Tang),antoniolau2000@hotmail.com(A.K.W.Lau).0048-7333/$–seefrontmatter© 2010 Elsevier B.V. All rights reserved.doi:10.1016/j.respol.2010.10.013
392R.C.M.Yametal./ResearchPolicy40 (2011) 391–402
andincorporationofnewideasandpracticeswithinthefirm(VandeVenetal.,1989;Carlssonetal.,2002).Themainfeatureofthissystemistheabilityoftheactorstogenerate,diffuse,andutilizeinnovationsthathaveeconomicvalue,collectivelyknownasthefirm’stechnologicalinnovationcapabilities(TICs).Innova-tionactivitywithinafirmisaninteractiveprocesscharacterizedbytechnologicalinterrelatednessbetweenvarioussub-systemsorsub-processes(Teece,1996).Thesesub-processesincludethoseofconceptgeneration,productdevelopment,production,technologyacquisition,leadership,resourceprovision,andsystemandtoolprovision().TICscanbeenhancedbydevelopingthefirm’sabil-ityineachsub-process.VariousstudieshavesoughttoidentifytheTICcomponentsthatareimportanttofirms(AdlerandShenbar,1990;Christensen,1995;Yametal.,2004).ItisrecognizedthatafirmwithgreaterTICsisabletoachievehigherlevelsoforganiza-tionalperformanceandeffectiveness.Hence,theTICsofafirmarecrucialinsustainingitsglobalcompetitiveness.However,thereislittleempiricalevidenceonhowfirmsharnessthebenefitsoftheRIStoimprovetheirtechnologicalinnovationcapabilities(RomijnandAlbaladejo,2002).
2.Thelinkbetweenregionalinnovationsystemsandfirminnovationsystems
Inrecentyears,someresearchershavestartedtoinvestigatethepossibilityofintegratingtheRISandFISapproaches.GalendeandFuente(2003)proposedtheideaofconsideringbothexternalandinternalfactorsinstudyingtheinnovationprocess.RomijnandAlbaladejo(2002)identifiedarangeofinternalandexternalfactorsrelatedtoinnovationperformanceamongelectronicsandsoftwaredevelopmentfirmsintheUK.Caloghirouetal.(2004)showedthatbothfirminnovationcapabilitiesandopennesstowardsknowledgesharingareimportantinbolsteringinnovationperformance.ThisstreamoftheinnovationliteraturedemonstratesagrowinginterestinintegratingtheRISandFISapproaches.2.1.Organizationallearning
Technologicalinnovationcanbeconceptualizedasalearningprocess(CohenandLevinthal,1989;Garvin,1993;Dodgson,1993;Hittetal.,2000).Learningresultsinenhancementoftheknowl-edgeandskillsfirmsneedtochoose,install,operate,maintain,adapt,improve,anddeveloptheirtechnology(HamelandPrahalad,1990),i.e.theTICsofafirm.Inaworldofincreasingcompetitionandtechnologicalchange,thegenerationanddiffusionofinnova-tionsincreasinglyrelyonnewtechnologicalknowledgegeneratednotonlythroughinternalR&Ddepartments,butalsobythefirm’sinteractionwithexternalsourcesofinnovation(SI),particularlyintheregioninwhichthefirmoperates(RomijnandAlbaladejo,2002;Caloghirouetal.,2004).Hence,acriticalcomponentofsuccessfultechnologicalinnovationistheabilityofafirmtoexploitandutilizeexternalknowledgeintheRIS(Linetal.,2002).
Ontheotherhand,organizationallearningtheorysuggeststhatafirm’sinnovationperformanceisanoutcomeofincreasesinitsknowledgebase(HendersonandCockburn,1996a,b).Inadditiontothecontributionmadebyknowledge-enhancinginvestmentsovertime,firmscangrowtheirknowledgebyacquiringexter-nalknowledgebases(CohenandLevinthal,1989;Huber,1991).Althoughtherelationshipbetweenfirms’investmentsinknowl-edgeandtheirtechnologicalinnovationperformancehasbeenstudiedintensively(Griliches,1990),relativelyfewstudieshavefocusedontheroleofacquisitionsingrowingthefirm’sknowledgebase(Huber,1991).Thisindicatesthattherelationshipbetweenobtainingtechnologicalknow-howanddevelopingtechnologicalinnovationcapabilitiesisbecominganimportantareaofstudyin
thetechnologicalinnovationarena.ManystudieshaveconsideredtheimpactofexternalknowledgebasesorSIonthetechnologicalinnovationperformanceofafirm(Uzun,2001;TodtlingandTrippl,2005).However,fewpriorinvestigationshavefoundthatthefirm’sTICsareenhancedbyutilizingSIswithintheRIS(i.e.theutilizationconcept).
2.2.Knowledge-intensivebusinessservices(KIBS)
Inadditiontohighlightingthekeyroleplayedintechnolog-icaldevelopmentbyfosteringthefirm’sTICs,researchershavealsopinpointedtheimportanceofeffectiveintermediariesbetweenfirmsandknowledgeproviders(DodgsonandBessant,1996).Whenthereisawidegapbetweensuppliersandusersoftech-nology,intermediaryagencieshelptofacilitatetheabsorptionofknowledge.Thisisparticularlytrueforsmallandmedium-sizedenterprises(SMEs)(RothwellandDodgson,1991).Muller(2001)definedintermediaryagenciesasKIBS,ororganizationssuchasconsultancyfirms,researchinstitutes,anduniversitiesthatprovideservicesaddingahighlevelofintellectualvaluetootherfirms.KIBSnotonlyhaveadirectimpactontheinnovationactivitiesofSMEs,butalsohaveanindirectinfluenceonsuchactivitiesbypavingthewayfortheabsorptionofknowledgefromothersourcesofinnova-tion(MullerandZenker,2001).TheroleofKIBSthereforeappearstobetwofoldinthattheyactasbotha“sourceofinnovation”anda“bridgeforinnovation”.ThestudyreportedinthispaperexploredthisdualroleofKIBSinintegratingtheRISandtheFIS.3.TheregionalinnovationsystemintheHongKong/PearlRiverDeltaRegion3.1.TheRISinHongKong
Inthe1960s–1970s,HongKong’swidermanufacturingindustrysuccessfullydevelopedareputationasalow-cost,labor-intensiveoriginalequipmentmanufacturing(OEM)centerbyproducinggoodsforexporttoWesterncountries.TheHongKonggovern-mentadopteda“positivenon-intervention”policyintheareasoftechnologicaldevelopmentbyprovidingfundingforinfrastruc-turedevelopmentinsteadofdirectlysubsidizingsub-industrieswithminimalinstitutionalsupport.Thetechnologicalandmarket-ingsupportgiventotheindustrywasverylimited.TechnologicaladvancesinHongKongtrailedthosemadeinthethreeother“littleAsiandragons”:SouthKorea,Singapore,andTaiwan.
Ever-increasingwagesandlandpricesinthelate1970sseri-ouslythreatenedtheOEMmanufacturingstrategyadoptedbymostmanufacturingfirmsinHongKong.WiththeintroductionoftheopendoorpolicyinChinaataboutthesametime,HongKong’slabor-intensiveindustriesweresubstantiallyrelocatedtothePearlRiverDelta(PRD)intheprovinceofGuangdong,adjacenttoHongKong.ThisrelocationhelpedHongKongmanufacturerstodevelopahighlycompetitivelow-costmanufacturingbaseinthePRDduetothevastsupplyofcheaplaborandthelowcostoflandinChina.However,thistransitionalsodelayedtechnologicalinnovationinHongKong(Loetal.,2001).
BritainhandedthesovereigntyofHongKongovertoChinain1997.TheHongKongSpecialAdministrationRegion(HKSAR)gov-ernmentrevisiteditstechnologypoliciesandtookanumberofmeasurestofacilitatetechnologytransferandfosteracultureofinnovationinthecommunity.Forexample,theInnovationandTechnologyFund(ITF)wassetuptofinanceinnovationandtech-nologyprogramsrelevanttoindustry,andtheAppliedResearchFund(ARF),agovernment-ownedventurecapitalfund,wassetuptosupportlocaltechnologyventureswithcommercialpoten-tial.TheestablishmentoftheHongKongScienceandTechnology
R.C.M.Yametal./ResearchPolicy40 (2011) 391–402393
ParksCorporation(HKSTPC)offeredone-stopsupportservicesfortechnology-basedcompaniesandactivities.Othercommis-sionsandinstituteswerealsoformedtoencourageinvestmentintechnology.Mostofthesemeasureswereprincipallydesignedwiththemanufacturingsectorinmind.Manufacturingfirmswereencouragedtoapplyfortheabovementionedformsofsupportinconjunctionwiththeirownindustrialassociations,universities,orconsultingfirms.3.2.TheRISinthePRD
DuetothestrongpresenceofHongKongmanufacturersinthePRD,theirsuccessinlow-costmanufacturingandtheirreluctancetopursuetechnologicaladvancesaffectedtechnologicaldevelop-mentinthisregionofChina.Inaddition,thescarcityofnaturalresourcesinthePRDlimiteditsabilitytocontributetothedevel-opmentofheavyindustry,thefocalpointofChina’sfive-yearplansinthe1950s,1960s,and1970s.Hence,thePRDbecameatechnol-ogylaggardincomparisonwithotherpartsofChina.Thissituationhadnotchangedsignificantlyuntilrecently.China’sreformpro-graminitiatedin1979facilitatedaverysuccessfullow-costHK/PRDmanufacturingcollaborationthatsubstantiallyimprovedeconomicgrowthinthePRDbuthindereditstechnologicaldevelopment.AlthoughChinahasstartedtore-establishitsnationalinnovationsystemsincethe1990s(Zhou,2005),thescopeofthemeasurestakeninthisregardonlyrecentlyincludedtechnologicaldevel-opmentofthePRD.GiventheisolationofthePRDfromChina’sindustrialandtechnologicalheartland,thesupportitreceivedfromthecentralgovernmentwasminimal.Asaresult,theinnovationsystemofthePRDwasveryimmatureduringtheperiodcov-eredbythisstudy.MostHKmanufacturersstillreliedontheHKinnovationsystemratherthanthePRDRISfortechnologicaldevel-opment.
4.Researchmodel
InexploringtherelationshipbetweentheRIS/FIS,thisstudyfocusedontwocomponentsoftheRISonly—externalsourcesofinnovation(EXT)andKIBS—tosupplementtheknowledgegapintheextantliterature.BecausemostmanufacturersintheHongKong/PRDregionfunctioninalargelyhomogenouscontextoftech-nologicallagsandinstitutionalsupport,factorsinfluencingtheindustrialstructureandtheinstitutionalenvironmentwerenotspecificallyanalyzed.
4.1.Technologicalinnovationcapabilities
TICsaredefinedasacomprehensivesetoffirmcharacteris-ticsthatfacilitateandsupportthefirm’stechnologicalinnovationstrategies(Burgelmanetal.,2004).Variousresearchershavedevel-opedtheirownapproachestoassessingafirm’sTICs,suchastheassetapproach(Christensen,1995),theprocessapproach(Chiesaetal.,1996;Burgelmanetal.,2004),andthefunctionalapproach(Yametal.,2004).TheseapproachesandtheelementsexaminedinassessingtheTICsofafirmaresummarizedinTable1.
Amongtheseapproaches,theassetandprocessapproachesaresomewhatmoredifficulttocomprehendthanthefunctionalapproach.Thelatterapproachnotonlyhastheadvantageofbeingeasiertounderstand,butalsofacilitatesadoptionofthemulti-informantsapproachemployedinthesurveyconductedforthisstudy.IthasalsobeenusedtoassesstheTICsofChinesecompanies(Yametal.,2004),enterprisesthathaveaculturesimilartothatofHongKongmanufacturers.Hence,thefunctionalapproachwasadoptedinthisstudyasitseemedtobemoresuitableforHong
Kongmanufacturers.
4.2.Utilizationofsourcesofinnovationandtechnologicalinnovationcapabilities
Studiesoftechnologicalinnovationhavetraditionallyfocusedonfirm-specificdeterminantssuchasR&Dactivitiesandfirmsize.Recentstudieshavetendedtoincorporatedeterminantsexternaltofirms,especiallywithrespecttoexternalsourcesofinnovationfirmsusetodeveloporimprovetheirproductsorprocesses.Thesourceofinnovationisimportantbecauseitdeterminesthecapa-bilitiesafirmmustpossesstoadoptthenecessaryinnovationsintimetoachievesuccessinthemarketplace.Theycommentedthatinnovationsarenotonlydeterminedbyfactorsinternaltofirms,butalsobyaninteractiveprocessinvolvingrelationshipsbetweenfirmsanddifferentactorsintheRIS.Firmscannotinno-vateinisolation;theytendtocomplementtheirabilitytocreateknowledgein-housebyutilizingknowledgefromexternalsourcesofinnovation.Thiscanbeachievedbylearningbyusing,learningbydoing,andlearningbysharingthroughformalorinformalnet-workswithintheRIS(LengrandandChatrie,1999;Foray,2000).Interactionwithexternalsourcesofinnovationcanprovidemiss-ingexternalinputsintothelearningprocessthatthefirmcannotprovideitself(RomijnandAlbaladejo,2002)andimprovefirmper-formance(Caloghirouetal.,2004).Hence,technologicalinnovationcanbeconceptualizedasalearningandutilizationprocess(CohenandLevinthal,1989;Dodgson,1993;Garvin,1993;Hittetal.,2000).Firmscanreinforcetheirtechnologicalinnovationcapabilitybyimportingtechnologiesandthendiffusing,assimilating,commu-nicating,andabsorbingthemintotheirorganizations(HamelandPrahalad,1990).Teeceetal.(1997)alsoascertainedthattheabil-ityofafirmtoacquire,utilize,anddevelopvaluableresourcesandcapabilitiesislargelyrelatedtoitsacquisitionofknowledgeexter-naltothefirmanditsintegrationofsuchknowledgewiththefirm’sown.
Proponentsofthesystemsofinnovationapproacharguethatinnovationshouldbeseenasanevolutionary,non-linear,andinter-activeprocessrequiringintensiveinteractionwithdifferentactorsintheRISsuchassuppliers,customers,andevencompetitors,aswellaswithotherorganizations(TodtlingandTrippl,2005)suchasuniversities,researchcenters,educationalinstitutions,financ-inginstitutions,standard-settingbodies,andindustryassociations.Thegenerationandutilizationofknowledgedependonthefre-quencyanddensityofthefirm’sinteractionswithexternalsourcesofinnovationanditsopennesstoexternalknowledge(Caloghirouetal.,2004).
4.2.1.Sourcesofinnovation—externalinformation(EXT)
Souitaris(2001)distinguishedeffortsfirmsmaketoestablishknowledgeflowchannelsandlinkagesintotwocategories:(1)thoseinvolvingthescanningofexternalinformation;and(2)thoseinvolvingcooperationwithexternalorganizations.SIisincludedinthefirstknowledgeacquisitioncategoryandincludestechni-calreports,theuseofpatentdatabases,attendanceatconferences,andscientificpublications.Patentsareconsideredausefulsourceofknowledgeonthetechnicalcharacteristicsofprotectedinven-tions.Theuseofpatentdatabasesmayprovidevaluableknowledgeonpotentiallyprofitableresearchareasoronhowtoinventaroundapatent(Arundel,2001).Journalsprovideareamoreconven-tionalmeansofacquiringcodifiedknowledge.Theuseofpatentsandjournalsreflectsaninterlaybetweenbasic/appliedscientificresearchandtechnologicaldevelopmentinthecontextofcorpo-rateR&Defforts.Thesameistrueofconferences:Caloghirouetal.(2004)classifiedthemasthe“externalsourceofknowledge”.Hisstudyprovedthatscanningexternalknowledgeviascientificorbusinessjournalsisbeneficialtothefirmandthatfirmsregularly
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Table1
DifferentapproachandelementsinassessingTICs.ProposedbyChristensen(1995)
R.C.M.Yametal./ResearchPolicy40 (2011) 391–402
StudyapproachAssetapproach
TICelements
•Scienceresearchasset•Productinnovationasset•Estheticsdesignasset
•Capabilitiesofafirmin
•Resourcesavailabilityandallocation
•Understandingcompetitorinnovativestrategyandmarket•Understandingtechnologicaldevelopmentsrelevanttofirm•Structuralandculturalaffectinginternalinnovativeactivities
•Strategicmanagementcapabilitytodealwithinternalinnovativeactivities•Conceptgenerationcapability•Processinnovationcapability•Productdevelopmentcapability•Technologyacquisitioncapability•Leadershipcapability
•Resourcesdeploymentcapability
•Capabilityineffectiveuseofsystemandtools•Learningcapability•R&Dcapability
•Resourcesallocationcapability•Manufacturingcapability•Marketingcapability•Organizationcapability
•Strategicplanningcapability
Burgelmanetal.(2004)Processapproach
Chiesaetal.(1996)Processapproach
Yametal.(2004)Functionalapproach
usethismethodtofindnewideasforinnovation.Thus,wepro-posedthatEXTprovidemarketknowledgeintheformofpatents,journals,equipment,etc.,andformulatedthefirstsetofhypothe-sesasfollows.H1a:EXThasapositiverelationshipwithlearningcapability.H1b:EXThasapositiverelationshipwithR&Dcapabil-ity.H1c:EXThasapositiverelationshipwithresourceallocationcapability.H1d:EXThasapositiverelationshipwithmanufactur-ingcapability.H1e:EXThasapositiverelationshipwithmarketingcapability.H1f:EXThasapositiverelationshipwithorganizationalcapability.H1g:EXThasapositiverelationshipwithstrategicplan-ningcapability.
4.2.2.Sourcesofinnovation—externalorganizations(KIBS)
Thesecondcategoryofsourcesofinnovationiscooperationwithexternalorganizations(KIBS).Theexternalknowledgetowhichfirmsmayseektogainaccessinthecourseoftheirtechnologysourcingactivitiesmaybecategorizedbytypeofinstitutionintoknowledgefromresearchinstitutions,knowledgefromuniversi-ties,andknowledgefromconsultancyfirms(i.e.KIBS).Thereisclearempiricalevidencethatexternalknowledgefromresearchinstitu-tionsplaysaparticularlyimportantroleinsomeindustries.Thus,thesecondsetofhypotheseswasstatedasfollows.H2a:KIBShaveapositiverelationshipwithlearningcapability.H2b:KIBShaveapositiverelationshipwithR&Dcapability.H2c:KIBShaveapositiverelationshipwithresourceallocationcapability.H2d:KIBShaveapositiverelationshipwithmanufacturingcapability.H2e:KIBShaveapositiverelationshipwithmarketingcapability.H2f:KIBShaveapositiverelationshipwithorganizationalcapability.H2g:KIBShaveapositiverelationshipwithstrategicplanningcapability.
Duetothecomplexityandvariabilityoftechnologiesandmar-kets,individualfirms,especiallySMEs,finditmostbeneficialtoinnovateincooperationwithotherfirmsorinstitutionsinamannerthatenablesallpartnerstousetheirowncompetenciestotheopti-malextentandtocombinethemwiththespecificcompetenciesoftheirpartners.Becausetheknowledgeinvolvedininnovationactiv-itiescanbetacitorcodifiedandcanbegeneratedwithinthefirmoracquiredfromexternalorganizations,innovationcanbeunder-stoodasacycleinvolvinginteractionsbetweentacitandcodifiedknowledge.
KIBSplayaspecificroleininnovationbyfacilitatingtheuti-lizationofknowledgegainedfromSIs.KIBSplayatwofoldroleininnovationsystems(CzarnitzkiandSpielkamp,2000;MullerandZenker,2001).NotonlydotheyhaveadirectimpactoninnovationactivitiesamongmanufacturingSMEs,buttheyalsohaveanindi-rectinfluenceby“pavingtheway”fortheabsorptionofknowledgefromothersourcesofinnovation.KIBSarepotentialco-innovatorsforSMEsandcanbeconsidered“bridgesforinnovation”giventheirfunctionsofpurchasingknowledge,equipment,andinvest-mentgoodsfromthemanufacturingindustry,providingservicesorknowledgeforcompaniesinthemanufacturingindustry/servicesector,anddeliveringknowledgeorservicesthatarecomplimen-tarytothemanufacturingindustry’sproductsortootherservices(MullerandZenker,2001).Hence,itwasproposedthatKIBShelptoimprovetheutilizationofSItoenhancetechnologicalinnova-tionbyplayingadualroleasbridgesforandsourcesofinnovation.Thethirdhypothesispredictedasfollows.H3:KIBShaveapositiverelationshipwithEXT.
4.3.RelationshipbetweenTICsandtechnologyinnovationperformance(TIP)
Afirm’scompetitiveadvantagecouldcomefromtheeffi-ciencyandcapabilitiesderivedfromnewproductdevelopments(LawlessandFisher,1990;Guan,2002).Anincreaseinprod-uctinnovationisattributabletotheaccumulationofcapabilitiesandcontributestoinnovationoutputs.Inmostcircumstances,high-performancefirmshavestrongercapabilitiesthanlow-performancefirms.ImprovingTICscanbebeneficialtothefirmandleadtoenhancedcompetitiveness(Yametal.,2004).Evangelistaetal.(1997)regardedR&Dactivitiesasacentralcomponentoffirms’technologicalinnovationactivitiesandasthemostimportantintangibleformofinnovationexpenditure.Afirm’sheterogeneousresourceportfolios(includingitshuman,capital,andtechnol-ogyresources)areresponsibleforthevariabilityobservedinitsfinancialreturns.Thesearethefirm’sspecificcompetenciesthatcontributesubstantiallytoitssalesgrowthandcompetitiveadvan-tage.Thereisacausalconnectionbetweenafirm’sresourcesanditstechnologicalinnovationperformance.TheOLSOManual(1997)proposedthatTIPcanbemeasuredbytheproportionofsales
R.C.M.Yametal./ResearchPolicy40 (2011) 391–402395
Regional PerspectiveTechnologicalInnovation Capabilities(TICs)LearningCapabilityFirm PerspectiveSources of Innovation (SI)ExternalSource (EXT)H1a-gR & DCapabilityResource AllocationCapabilityTechnologicalInnovation Performances(TIPs)H4a-gSalesPerformanceH3H2a-gKIBSManufacturingCapabilityMarketingCapabilityOrganizationCapabilityStrategic PlanningCapabilityFig.1.Proposedresearchmodel.
duetotechnologicallyneworimprovedproducts,i.e.salesper-formance.Thisindicatorhasalsobeenwidelyadoptedinrecentinnovationstudies(Evangelistaetal.,2001;Yametal.,2004).Thus,thefourthsetofhypothesesmadethefollowingpredic-tions.H4a:Learningcapabilityhasapositiverelationshipwithsalesperformance.H4b:R&Dcapabilityhasapositiverelationshipwithsalesperformance.H4c:Resourceallocationcapabilityhasapositiverelationshipwithsalesperformance.H4d:Manufacturingcapabilityhasapositiverelationshipwithsalesperformance.H4e:Marketingcapabilityhasapositiverelationshipwithsalesperfor-mance.H4f:Organizationalcapabilityhasapositiverelationshipwithsalesperformance.H4g:Strategicplanningcapabilityhasapositiverelationshipwithsalesperformance.
TheoverallresearchmodelisdepictedinFig.1.5.Researchmethodology5.1.Measures
5.1.1.Sourcesofinnovation
TheOSLOmanual(OECD,1997)proposedalistofSIsthathasbeenwidelyadoptedbyresearchersinRISstudiesoverthepastdecadeormore.Inthisstudy,afterconsideringthecircumstancesoftheHKmanufacturingindustryandfeedbackgatheredinapilotstudy,relevantitemswereemployedtomeasuretheutilizationofSIs(EXTandKIBS).Respondentswereaskedtogivetheirviewsonthedegreetowhichtheseitemswereutilized.Withreferencetosimilarpreviousstudies(Yametal.,2004),a7-pointLikertscalewasusedforallapplicableitemstoensureahigherdegreeofstatisticalvariabilityamongthesurveyresponses.Ahigherscoredenotedahigherdegreeofutilizationofthetypeofinnovationsourcecon-cerned.
5.1.2.Technologicalinnovationcapabilities
AreviewofthepriorTICliterature(Christensen,1995;Chiesaetal.,1996;Yametal.,2004)suggestedthatthescalesemployedbyYametal.(2004)shouldbeusedinthisstudy.Asnotedearlier,thefunctionalapproachusedinthesepriorstudieshastheadvan-tageofbeingeasytounderstand.Apilotstudyconductedtoverify
thescalesexaminedsevenTICs:learningcapability,R&Dcapability,resourceallocationcapability,manufacturingcapability,marketingcapability,organizationalcapability,andstrategicplanningcapa-bility.ThedefinitionofeachcapabilityisgiveninAppendixA.IncommonwiththeSImeasure,a7-pointLikertscalewasusedforallapplicableitems.Ahigherscoredenotedgreaterstrengthinthecapabilityconcerned.
5.1.3.Technologicalinnovationperformance
Theperformanceofanyinnovationisalwaysbestmeasuredinfinancialterms.Financialindicesshowwhethertheinnovationhashadanimpactonthemarketorhasbeenfinanciallysuccess-fully.Salesperformancewasmeasuredastheamountofsalesduetotechnologicallyneworimprovedproductsasapercentageoftotalsalesoverthelastthreeyears.Thisindicatoriswidelyadoptedininnovationstudies(Yametal.,2004).
5.1.4.Controlvariable
Companysizewasusedasacontrolvariableinthisstudy.Previousinvestigationshaveindicatedtherecouldbeapositiverelationshipbetweencompanysizeandtechnologicalinnovationperformance.Sizecanaffectafirm’sinnovationandperformance(Rothwell,1983;Pavittetal.,1987).Largecompaniestendtohavemoreresourceswithwhichtoenhancetheirinnovationcapabil-ityandperformance.Theyareusuallymorepowerfulthansmallcompaniesandhavesomeadvantagesingainingthesupportofheadquartersfortheirbusinessoperationsandinnovationactiv-ities(Tsai,2001).Ontheotherhand,otherstudieshaveshowndifferentconclusions:thoseofWanetal.(2003)andCaloghirouetal.(2004)revealedthatcompanysizehasnodirectinfluenceontechnologicalinnovationperformance.
Giventhatthisstudyincludeddatafromfiveindustries,wecon-trolledforthepossibilityofindustryeffectsinouranalysisbyusingdummyvariablesforthetypeofindustry.Thisapproachwastakenbecausefirmsfromdifferentindustriesmayhavedifferinglevelsofperformanceininnovationcapabilityandefficiency.
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Table2
Demographiccharacteristicsofthesampledfirms(N=200).
N
PercentageTypeofindustryElectronics
4120.5Electricalappliance8341.5Toys
2613.0Watchandclock3919.5Machinery115.5Companysize1–1002110.6101–5005326.8501–1000147.11001–30005829.3>3000
52
26.2
5.2.Pilotstudy
Weconsultedaresearcherinterestedintechnologicalinnova-tionandfourindustryexecutivesprimarilytoimprovethesurveyinstrumentandensureahighlevelofcontentvalidity.Apre-testwasthencarriedoutwithaconveniencesampleof30managersworkinginthemanufacturingindustriesincludedinthestudy.Theywereaskedtocompletethequestionnaireandtocommentontheclarityandappropriatenessoftheitemsincluded.Simplesta-tisticalanalyseswereundertakentotestthereliabilityofthescalesadopted.Therevisedquestionnairewasthensenttothesampledfirmsbymail.5.3.Sample
HongKongmanufacturersfromtheelectronics,electri-calappliance,toy,machinery,andwatch&clockindustrieswereselectedasthesampleframeinthesurveyconductedforthisstudy.Theseindustrieswerechosenfortworea-sons.First,theydeveloprelativelycomplexandadvancedproductsinvolvingactiveparticipationintechnologicalprod-uctandprocessinnovationstomaintaintheircompetitiveness(HKTDC,2000).Second,theseindustriescombinedmadea40.1%contributiontothetotalvalueofexportsamongallmanufac-turingindustriesin1999.Studyingtechnologicalproductandprocessinnovationsintheseindustriesisthusofgreatsignifi-cance.
ThesampleforthemailsurveyusedtocollectthedatawasdrawnfromfirmslistedintheDirectoryofHongKongIndustriespublishedbytheHongKongProductivityCouncil.Thetargetedrespondentineachfirmwasthepresident,generalmanager,directorofengineering,R&Dmanager,orengineeringmanager.Follow-uptelephoneinterviewswereconductedtoensuredataquality.Thesurveyquestionnairesweremailedtothe1200selectedfirms.Ofthese,1153reachedthetargetedfirms,ofwhich12werenotinthetargetedindustries.Ofthe1153successfullycontactedfirms,202respondedtothesurveyforaresponserateof17.7%.Afterthedatacleaningprocess,200questionnaireswerefoundtobeuseful.ThesampleprofileisshowninTable2.5.4.Follow-upcaseinterviews
Elevenfollow-upcaseinterviewswereconductedtoverifythesurveyfindings.Thecompaniesinterviewedinthesecaseswereselectedfromrespondentswithmorethan5yearsofpro-cess/productinnovationexperience.Theintervieweeswereseniorcompanyrepresentativeswithgoodknowledgeofthecompany,particularlyintheareaofproduct/processinnovation.Thesurveyfindings,theutilizationconcept,andthedualroleofKIBSwerespecificallydiscussedduringeach2-hstructuredinterview.
6.Dataanalysis
6.1.Non-responsebias
Todetectanynon-responsebias,atestwasconductedtodeter-minewhetheranysignificantdifferencesexistedbetweenthelaterespondentsandearlyrespondentsintermsofvariablesrelevanttotheresearchhypotheses(ArmstrongandOverton,1977).Theaveragevaluesofthemeasurementitemsforthefirst10%ofrespondentswerecomparedwiththoseforthelast10%ofrespon-dentsusingt-tests.Theresultsshowednostatisticallysignificantdifferencebetweenthemeansfortheitemsacrossthetwogroups,indicatingthatnon-responsebiaswasnotaprobleminthisstudy.6.2.Validationofinstrument
Beforeconductingthehypothesistesting,athoroughmea-surementanalysiswascarriedoutontheinstrumenttoreducemeasurementerror(Churchill,1979).Theanalysisincludedassess-mentsofthescalereliability,convergentvalidity,discriminantvalidity,andunidimensionalityoftheresearchconstructs.Cron-bach’salphawasusedtoassessthescalereliabilityofeachconstructintheresearchmodel.Cronbach’salphaforeveryfactor(showninAppendixB)wasgreaterthanthesuggestedthresholdvalueof0.7foranacceptablelevelofreliability(Kline,1998).Thecon-vergentvalidityoftheresearchconstructswasassessedusingexploratoryfactoranalysis(EFA).TheEFAresultsshowedthatalltheconstructshadeigenvaluesexceeding1.0andthatallthefactorloadingsexceeded0.3(seeAppendixB).Theconvergentvalidityoftheresearchconstructswasthereforeconfirmed.Discriminantvalidityandunidimensionalitywereassessedusingconfirma-toryfactoranalysis(CFA)andtheresultsareshownAppendixC.ThemeasurementmodelconstructedforCFAhadarelativechi-squarevalue(cmin/df)of2.665<3,anincrementalfitindex(IFI)of0.926>0.9,andacomparativefitindex(CFI)of0.926>0.9.Thestandardizedloadings()forallconstructswerehigh(i.e.>0.5)andthecorrespondingt-valueswerestatisticallysignificant.Theseresultsindicatedunidimensionalityamongtheresearchconstructs.AcheckofthemodificationindicesforthemeasurementmodelconductedduringtheCFAprocessrevealednosignificantcross-loadingsamongthevariables(e.g.>0.85),whichindicatedgooddiscriminantvalidity(Kline,1998).Thescoresforvalidvariableitemsineachconstructwerethenaveragedasasinglescoretobeusedinthemodelanalysis.6.3.Hypothesistesting
Thehypothesesweretestedbywayofstructuralequationmodeling(SEM).SEMenablesustotestseveralmultipleregressionequationsatthesametimeandisthereforeaveryusefultoolfortestingoverallmodelfitwithalowerdegreeofmeasurementerror.1Inthemodelanalysis,maximumlikelihoodestimation(ML)andstandardizedregressionweightingwereusedforinter-pretation.MultipleindicesoffitincludingIFI,CFI,andcmin/df
1
Asthesampleexaminedinthisstudywasrelativelysmall,partialleastsquaresmodeling(PLS-SEM)couldhavebeenused(FalkandMiller,1992).However,stud-iesinthepriorliteraturehavecontinuedtoquestiontheuseofPLS-SEManditisamethodthatisnotcommonlyusedinthefieldofgeneralmanagement(RouseandCorbitt,2008).PLSanalysisalsorequiresarelativelylargesample(MarcoulidesandSaunders,2006;Goodhueetal.,2006).Inviewofthis,wepreferredtoadoptthewell-establishedandwidelyusedML-SEMmethodology(RouseandCorbitt,2008).ThesurveydataforthisstudywereacceptableforML-SEMasthesamplemettheminimumsizerequirementof200(Kelloway,1998)andthestudyadoptedfitindexes(e.g.CFIandRMSEA)thatareleastaffectedbysamplesize(Fanetal.,1999).Itisacknowledged,however,thatthesmallsampleexaminedhererepresentsalimitationofthisstudy.
R.C.M.Yametal./ResearchPolicy40 (2011) 391–402
Table3
Descriptivestatisticsandcorrelations.
Mean
1.EXT2.KIBS
3.Learningcapability4.R&Dcapability
5.Resourcesallocationcapability
6.Manufacturingcapability7.Marketingcapability8.Organizingcapability9.Strategicplanningcapability
10.Salesperformance
+***
397
SD1.5371.2991.0991.1411.0971.1581.0231.0601.1211.725
11
0.450**0.220**0.315**0.347**0.259**0.172*0.488**0.283**0.141+
21
0.0240.245**0.209**0.113*0.0820.250**0.123+0.168*
345678910
3.5972.8434.8884.2574.3204.5074.8084.3204.5202.990
1
0.436**0.505**0.432**0.484**0.554**0.474**0.081
1
0.618**0.721**0.556**0.704**0.630**0.302**
10.624**0.549**0.612**0.683**0.310**
1
0.483**0.644**0.672**0.346**
1
0.580**0.665**0.150*
1
0.707**0.386**
10.263**
1
p-value<0.10.p-value<0.05.p-value<0.01.
wereusedtospecifytheoverallmodelfit.TheIFIandCFIvalueswereover0.9andthatofcmin/dfwasbelow3,indicatingagooddegreeofmodelfit(Bentler,1990).AnRMSEAvalueoflessthan0.7indicatesanadequatedegreeofmodelfit(Bollen,1989).Theresearchhypothesesweretestedaccordingtothesignificanceofthet-testresultineachpath,withparameterestimates(p<1.0)beingmadeintheSEMprocess.7.Resultsanddiscussion
Table3reportsthemeans,standarddeviations,andintercorre-lationsofSIs,TICs,andTIP.TheSEMresultsarepresentedinFig.2.Theunidirectionalarrowsrepresenttheregressionrelationshipofthetwoconnectedvariables.Anoteisaddedtodescribethesig-nificantcorrelationsamongtheTICs.Theoverallfitindicesforthismodelindicatedagooddegreeofmodelfit.Themodelyieldedacmin/dfof1.395<3,aCFIof0.984>0.9,anIFIof0.985>0.9,andanRMSEAof0.045<0.07.Theresultsgenerallysupportedthemainconceptonwhichthisstudywasbased:thattheutilizationofSIenhancesmultipleTICsandthusaffectstheTIPofthefirm.7.1.ImpactofutilizingSIonTICs
TheresultsofhypothesistestingaresummarizedinTable4.TheyrevealthatalthoughallTICscanbeenhancedthroughtheutilizationofEXT,thiswillnothappenunlessKIBSarealsouti-lized.TheunidirectionalarrowfromKIBStoEXTinFig.2indicatesapositiverelationshipbetweenthetwo.ThisreflectsthefactthatEXTwillbeutilizedtoagreaterextentifKIBSarebetterutilized.HongKongisaregioninwhichbasicindustrialresearchislack-ing.Technologicallyinnovativeproductsarenormallydevelopedbymodifyingexistingproducts.Hence,technologytransferandpatentdisclosurearemajorsourcesofinnovationforHongKongmanufacturers.However,theeffectivenessofthetransferdependslargelyonthecompetenceofthepeopleinvolvedandthebusi-nessstrategyofthefirm(Teece,1996).Thesuccessoftechnologytransferreallydependsonhowmuchthefirmcanlearnfrompatentinformationanduseitsknowledgetodevelopnewprod-ucts.Anotherbarriertotheacquisitionofknowledgetoenhancethefirm’scapabilitiesisthetacitnessofnewknowledge(StorperandHarrison,1991).Itisoftendifficulttotransferknowledgewithouttransferringkeyindividuals(Teece,1996).Hence,thealternativesolutionistoutilizeintermediaryagencies.KIBScanactasabridgeenablingthefirmtoimprovetheeffectivenessofitsknowledgetransferactivities.Forexample,intheelectronicsandsoftwaresectorofsouthernEngland,adensenetworkofregionalbusinesslinkcentershasbeensetuptoprovidesinglepointsofeasyaccesstoarangeofinnovationsupportservices(RomijnandAlbaladejo,2002).InHongKong,similarinstitutionssuchastheHongKongProductivityCouncilandtheAppliedScienceandTechnology
Table4
Hypothesistestingandresults.Hypothesistesting
H1a:EXThaspositiverelationshipwithlearningcapabilityH1b:EXThaspositiverelationshipwithR&Dcapability
H1c:EXThaspositiverelationshipwithresourcesallocationcapabilityH1d:EXThaspositiverelationshipwithmanufacturingcapabilityH1e:EXThaspositiverelationshipwithmarketingcapabilityH1f:EXThaspositiverelationshipwithorganizationcapability
H1g:EXThaspositiverelationshipwithstrategicplanningcapabilityH2a:KIBShaspositiverelationshipwithlearningcapabilityH2b:KIBShaspositiverelationshipwithR&Dcapability
H2c:KIBShaspositiverelationshipwithresourcesallocationcapabilityH2d:KIBShaspositiverelationshipwithmanufacturingcapabilityH2e:KIBShaspositiverelationshipwithmarketingcapabilityH2f:KIBShaspositiverelationshipwithorganizationcapability
H2g:KIBShaspositiverelationshipwithstrategicplanningcapabilityH3:KIBShasapositiverelationshipwithEXT
H4a:LearningcapabilityhasapositiverelationshipwithsalesperformanceH4b:R&Dcapabilityhasapositiverelationshipwithsalesperformance
H4c:ResourcesallocationcapabilityhasapositiverelationshipwithsaleperformanceH4d:ManufacturingcapabilityhasapositiverelationshipwithsalesperformanceH4e:MarketingcapabilityhasapositiverelationshipwithsalesperformanceH4f:Organizationcapabilityhasapositiverelationshipwithsalesperformance
H4g:Strategicplanningcapabilityhasapositiverelationshipwithsalesperformance
n.s.:thehypothesesisinsignificantandisdeletedinthemodelre-specificationofthestructuralequationmodeling.
r0.2290.2600.2930.2580.1830.4830.281n.s.0.1170.109n.s.n.s.n.s.n.s.0.442−0.263n.s.0.1940.177n.s.0.433−0.191
ResultAcceptedAcceptedAcceptedAcceptedAcceptedAcceptedAcceptedRejectedAcceptedAcceptedRejectedRejectedRejectedRejectedAcceptedRejectedRejectedAcceptedAcceptedRejectedAcceptedRejected
398R.C.M.Yametal./ResearchPolicy40 (2011) 391–402
Utilization ofInnovation Sources(SI)ExternalSource (EXT)TechnologicalInnovation Capabilities(TICs)LearningCapabilityR & DCapabilityTechnologicalInnovation Performance(TIP)SalesPerformanceKIBSResource AllocationCapabilityManufacturingCapabilityMarketingCapabilityOrganizationCapabilityStrategic PlanningCapabilityNotes: •
Overall Model Fit Indices: cmin/df = 2.591; CFI = 0.900; IFI = 0.923; RMSEA = 0.09 • Strength of significance: at 0.01 at 0.05 at 0.10 • •
The 7 TICs are highly correlated with each other.
4 dummy variables were created for controlling the type of industry. Regression correlation between control variable and research constructs Company size ManufacturingcapabilityType of industry (electrical appliances & house-ware) KIBS Type of industry (electrical appliances & house-ware) Sales performance Type of industry (electrical appliances & house-ware) Marketing capability Type of industry (electronic goods & component) Learning capability Type of industry (watch and clock) Resource allocation capability Type of industry (toys) salesperformance+
Standardized regression weights (r) 0.087*0.221** 0.149* -0.106* 0.119* 0.141** -0.117+P-value < 0.1, * P-value < 0.05, ** P-value < 0.01
Fig.2.Structuralequationmodelingresults.
ResearchInstitutehavebeenestablishedtoserveanalogouspurposes.
AsshowninFig.2,KIBSarepositivelyrelatedtoR&Dcapabilityandresourceallocationcapability.TheR&Dandresourceallocationcapabilitiesofafirmwillbeenhancedbyutilizingservicespro-videdbyconsultancyfirmsanduniversities(i.e.utilizingKIBS).InHongKong,collaborationswithuniversitiesnormallyfocusonthejointdevelopmentofnewproducts,whereascollaborationswithconsultancyfirmsgenerallycenterontransferringknowledgeandtechniquesenablingthefirmtobetterutilizeitsexistingresourcessuchastotalqualitymanagementpracticesandenterpriseresourceplanningskills.Hence,itiswellunderstoodthatthesetwocapabil-itiescanbeimprovedthroughtheutilizationofKIBS.
Ontheotherhand,KIBShasnodirectimpactoncapabilitiesotherthanthetwomentionedabove.AsmostHongKongmanufac-turersareOEMorODMmanufacturersforwhichthemajorsourcesofmarketingknowledgearetheircustomersorsuppliers,theysel-domacquiremarketingknowledgefromothersourcessuchasKIBS.Inaddition,theshort-termmindsetofHongKongmanufacturersisanotherbarriertoutilizingKIBStoenhancethesecapabilities.HongKongmanufacturersnormallyemployKIBStofixproblemsforthemratherthantolearnaboutnewproblem-solvingmethods.Oneoftheinterviewees(theownerofaprecisionplasticspartman-
ufacturer)complainedthatthefirmwasnormallyunabletoobtainimmediatepracticalsolutionsfromconsultancyfirmsoruniversi-tiestoresolvetheproblemsitidentified.Nevertheless,themajorfunctionofKIBSshouldbetoactasknowledgetransferagenciesratherthanasproblemsolvers.ThisanecdotalevidencereflectsamisunderstandingamongHongKongmanufacturersoverthefunc-tionofKIBS.
7.2.ThedualroleofKIBS
Theresultsforhypothesis2revealtheroleofKIBSasasourceofinnovation.KIBSactasasourceofnewknowledgethatcanbeusedtoenhancethefirm’sR&Dandresourceallocationcapabilities.TheunidirectionalarrowfromKIBStoEXTinFig.2indicatesthatKIBSarepositivelyrelatedtoEXT.Thatis,theutilizationofKIBSisrelatedtotheutilizationofEXTinthatthelattercanbeimprovedbytheformer.
MullerandZenker(2001)commentedthatKIBSnotonlyhaveadirectimpactoninnovationactivitiesamongmanufacturingSMEs,butalsohaveanindirectimpactonsuchactivitiesbypavingthewayfortheabsorptionofknowledgefromotherexternalsourcesofinnovation.Basedontheresultsoftheanalysisofhypotheses2and3,KIBSplayadualroleasbothsourcesofandbridgesfor
R.C.M.Yametal./ResearchPolicy40 (2011) 391–402399
innovationinHongKong’smanufacturingindustries.Successfultechnologytransferrequiresthatfirmsdevelopacapacitytorecog-nizeopportunitiesandtosearchfor,modify,andadapttechnology.
Furthermore,wherethereisawideknowledgegapbetweensuppliersandusersoftechnology,therehavetobeappropri-ateintermediaryagenciesthatconnectthem(Izushi,2003).ThebridgingroleofKIBSisespeciallyimportantforSMEs(ChangandShih,2004;Izushi,2003;MullerandZenker,2001).IntechnologytransferpolicysupportingSMEs,thelasttwodecadessawashiftofemphasistowardsthedevelopmentofinnovationcapabilitieswithinfirmsandthecreationofeffectiveintermediariesbetweenusersandprovidersofknowledge(DodgsonandBessant,1996).ExamplesofthistrendincludethekosetsushicentersinJapanandtheUSmodernizationprogram(Izushi,2003).
7.3.EffectofTICsonTIP
AmongallTICs,resourceallocation,manufacturing,andorgani-zationcapabilitieswerepositivelyrelatedtothesalesperformanceofafirm.OrganizationalcapabilityreferstotheabilityofafirmtocoordinatevariousdepartmentssuchastheR&D,marketing,andmanufacturingdepartmentstohandleinnovationprojectsinparallelwitheachother.Forresourceallocationcapability,wemea-suredhowwellafirmmanageditshumanandcapitalinvestmentsmadetosupportinnovationactivities.Formanufacturingcapabil-ity,wemeasuredhowwellafirmemploysmanufacturingmethodsandpersonneltotransformR&Doutputintoproduction.Assalesperformancemeasuredthepercentageofsalesgeneratedbytech-nologicallyneworimprovedproductsinthepastthreeyears,itconcernednotonlythedesignandmanufactureofneworimprovedproducts,butalsotheproductionofneworimprovedproductsthataremarketable.Firmsthereforeneedtodevelopastrongabil-itytotransformaninnovativeideaintoaproduct,organizetheresourcesrequiredtomakeithappen,andultimatelymanufacturetheproduct.Thesethreestepsarecoreprocessesinthedevelop-mentandmanufactureofasuccessfulnewproduct.Firmsthereforeneedstrongorganizational,resourceallocation,andmanufacturingcapabilitiestoachieveoutstandingsalesperformance.
OurresultsalsoshowthatlearningcapabilityisnotdirectlyrelatedtoTIP.However,Table3indicatesthatlearningcapabil-ityishighlycorrelatedwiththeothersixTICs.DespitetheabsenceofadirectnexusbetweenlearningandTIP,theformerisneededtoenhancethefirm’sperformanceintheothersixTICs.CohenandLevinthal(1990)foundthatanorganizationalunit’sinternallearn-ingcapabilitydeterminestheextenttowhichitcanabsorbnewknowledgefromotherunits.
8.Conclusions
ThisstudycontributestothegrowinginterestinintegratingtheRISandFISapproachesinstudyingfirminnovationperformance,asubjectthathasnotbeenfullyinvestigatedinempiricalstudiesinthepriorliterature.Linetal.(2002)havepointedoutthattheabilityofafirmtoexploitexternalknowledgeisacriticalcom-ponentofsuccessfulinnovation.Asnotedearlier,inadditiontoconductinginternalR&Dactivities,firmscanreinforcetheirtech-nologycompetencebyimportingtechnologiesandthendiffusing,assimilating,communicating,andabsorbingthemintotheirorga-nizations(HamelandPrahalad,1990).ThisstudyconfirmsthemediatingroleplayedbyTICsbetweenSIsandTIP.Thetechnologi-calinnovationperformance(TIP)ofafirmisdeterminedbyitsTICs,whichcanthemselvesbeenhancedbyutilizingappropriateSI.WeprovideempiricalevidencethatTICscanactasabridgebetweentheRISandtheFIS.
WhensupportedbyKIBS,EXTwasfoundtohaveapositiverelationshipwithallTICs.ThisprovidesempiricalevidenceonthebridgingfunctionofKIBSinfacilitatingtheutilizationofSIsforTICenhancement.ThesefindingsontheinterrelationshipsbetweenTICsandEXTcontributetotheRISliteraturebyshowinghowfirmscaninteractwiththeRIStoenhancetheirtechnologicalinnovationcapabilitiesandachieveglobalcompetitiveness.TheyalsoprovideareferenceforfirmsconsideringhowtoarrangetheirresourcesmosteffectivelytoenhancetheTICstheyneedandtherebyimprovetheirtechnologicalinnovationperformance.
ThisstudyalsofoundthatKIBShaveapositiverelationshipwithEXT.ThisimpliesthatbetterutilizationofKIBSwillassistfirmsinbetterutilizingexternalsourcesofinnovation.Atthesametime,KIBShaveapositiverelationshipwithR&Dandresourceallocationcapabilities.TheseresultsdemonstratethatKIBShavetworoles:thefirstisasa“sourceofinnovation”andthesecondisasa“bridgeforinnovation”.Thisfindingprovidesempiricalevidenceontheco-innovatorroleor“bridgeforinnovation”proposedbyMullerandZenker(2001).TheroleKIBSplayas“bridgesforinnovation”ispar-ticularlyimportantforindustriesdominatedbySMEssuchasthosethatformthemanufacturingsectorofHongKong.KIBSactasinter-mediariesbetweentechnologysuppliersandusers,selectspecifictechnologiessuitablefordevelopmentinHongKong,andtransferinnovativetechnologiestofirmswithinHongKong’sinnovationsystem.
Thisstudyissubjecttoseverallimitationsthatprovidescopeforfutureresearch.First,thedataweregatheredfromasinglekeyinformantineachsamplefirm.Theunderlyingassumptionbehindthismethodisthatseniormanagers,byvirtueoftheirpositioninthecompany,arecapableofprovidingopinionsandperceptionsthatreflectthecompany’sbehavior.Althoughallthereliabilityandvaliditytestsconductedinthisstudyindicatedthatrespondentbiasmaynotbeaseriousproblem,amultipleinformantapproachcouldbeadoptedinfutureresearch.However,thecomplicationsofconductingalarge-scaleempiricalstudyusingmultipleinformantsshouldnotbeunderestimated.
Second,thecross-sectionaldatausedinthepresentstudymaynotbeadequateforidentifyingfundamentalrelationshipsamongthevariables.Toimproveonourstudy,futureresearcherscouldconductmultiplecross-sectionalanalysesindifferenttimeframestogeneralizethefindingsreportedhere.
Afinallimitationisthatinconstructingthemodel,thestruc-turalequationmodelingapproachadoptedinvolvedthetestingof10researchconstructs,fivecontrolvariables,and10errortermssimultaneously.Althoughthesizeofthesampleemployedinthisstudyreachedtheacceptablethresholdof200(Kelloway,1998)andtheoverallmodelfitindicesused(e.g.CFIandRMSEA)areamongthemeasuresleastaffectedbysamplesize(Fanetal.,1999),abig-gersamplemayhaveproducedmoreaccuratestatisticalresultsinthemodeltestingprocess.
AppendixA.Definitionsoftechnologicalinnovationcapabilities
Learningcapabilityisthefirm’sabilitytoidentify,assimilate,andexploitknowledgefromtheenvironment.
R&Dcapabilityreferstothefirm’sabilitytointegrateR&Dstrat-egy,projectimplementation,projectportfoliomanagement,andR&Dexpenditure.
Resourcesallocationcapabilityensuresthatthefirmpossessesenoughcapital,professionalsandtechnologyintheinnovationpro-cess.
Manufacturingcapabilityreferstothefirm’sabilitytotransformR&Dresultsintoproducts,whichmeetmarketneeds,accordwithdesignrequestandcanbemanufacturedinbatches.
400R.C.M.Yametal./ResearchPolicy40 (2011) 391–402
Marketingcapabilityisthefirm’sabilitytopublicizeandselltheproductsonthebasisofunderstandingconsumerneeds,com-petitionsituation,costsandbenefits,andtheacceptanceoftheinnovation.
Organizingcapabilityreferstothefirm’sabilityinsecur-ingorganizationalmechanismandharmony,cultivatingorganizationculture,andadoptinggoodmanagementpractices.
Strategicplanningcapabilityisthefirm’sabilitytoidentifyinter-nalstrengthsandweaknessesandexternalopportunitiesandthreats,formulateplansinaccordancewithcorporatevisionandmissions,andacclimatizetheplanstoimplementation.
AppendixB.Resultsofexploratoryfactoranalysis
Factors/constructs
Reliability(alpha)
Eigen-values
Factorloadingforitems#1
UtilizationofinnovationsourcesExternalsource
KnowledgeintensivebusinessserviceTechnologicalinnovationcapabilitiesLearningcapabilityR&Dcapability
ResourcesallocationcapabilityManufacturingcapabilityMarketingcapabilityOrganizationcapability
Strategicplanningcapability
0.74840.82360.78150.82550.86120.82340.85420.85030.9204
1.5992.2321.6522.2242.8272.2182.7872.3223.799
0.8940.8170.9090.9080.8340.8800.8300.8750.883
#20.8940.8810.9090.8780.8840.8760.9120.8680.890
#3
#4
#5
0.888
0.7930.8410.8230.8400.8960.885
0.8030.7490.850
0.849
Assessmentcriteria:Eigenvalue>1,factorloading>0.3andreliability>0.7.
AppendixC.Resultsofconfirmatoryfactoranalysis
Constructanditems
Externalsource(EXT)
•Acquisitionofembodiedtechnology(suchaspatent,license,trademark,design,technicalservices)•Patentdisclosure
Knowledge-intensivebusinessservices(KIBS)•Consultancyfirms
•UniversityandresearchinstitutioninPearlRiverDelta
•UniversityandresearchinstitutionoutsidePearlRiverDelta
Learningcapability
•Yourcompanyencouragesworkteamstoidentifyopportunitiesforimprovement•Yourcompanyadoptsaccessedknowledgeintoyourdailyactivities
R&Dcapability
•Yourcompanyhashighqualityandquickfeedbacksfrommanufacturingtodesignandengineering
•Yourcompanyhasgoodmechanismsfortransferringtechnologyfromresearchtoproductdevelopment•YourcompanyhasgreatextentofmarketandcustomerfeedbackintotechnologicalinnovationprocessResourcesallocationcapability
•Yourcompanyattachesimportancetohumanresource•Yourcompanyprogramshumanresourceinphase
•Yourcompanyselectskeypersonnelineachfunctionaldepartmentintotheinnovationprocess•Yourcompanyprovidessteadycapitalsupplementininnovationactivity
Manufacturingcapability
•Yourcompany’smanufacturingdepartmenthasabilityintransformingR&Doutputintoproduction•Yourcompanyeffectivelyappliesadvancedmanufacturingmethods•YourcompanyhascapablemanufacturingpersonnelMarketingcapability
•Yourcompanyhascloserelationshipmanagementwithmajorcustomers•Yourcompanyhasgoodknowledgeofdifferentmarketsegments•Yourcompanyhashighlyefficientsales-force
•Yourcompanyprovidesexcellentafter-saleservices
Organizationcapability
•Yourcompanycanhandlemultipleinnovationprojectsinparallel
•YourcompanyhasgoodcoordinationandcooperationofR&D,marketingandmanufacturingdepartment•Yourcompanyhashigh-levelintegrationandcontrolofthemajorfunctionswiththecompanyStrategicplanningcapability
•Yourcompanyhashighcapabilityinidentifyinginternalstrengthsandweaknesses•Yourcompanyhashighcapabilityinidentifyingexternalopportunitiesandthreats•Yourcompanyhascleargoals.
•Yourcompanyhasaclearplan—aroadmapofnewproductandprocesswithmeasurablemilestones•Yourcompanyishighlyadaptedandresponsivetoexternalenvironment
StandardizedLoading()0.730.790.690.830.870.770.790.880.760.690.600.700.830.750.810.800.680.770.880.770.640.790.750.840.850.860.820.760.79
ErrorTerm
t-value**
0.169.22
0.090.1110.3810.60
0.1210.47
0.030.0613.2211.31
0.120.100.1311.628.888.39
0.190.0912.7310.12
0.160.130.1113.5111.529.35
0.050.0611.6113.47
0.160.120.310.1716.0014.5312.9313.68
R.C.M.Yametal./ResearchPolicy40 (2011) 391–402401
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402R.C.M.Yametal./ResearchPolicy40 (2011) 391–402
EstherP.Y.TangisassociateprofessorintheDepartmentofManagementandMar-keting,HongKongPolytechnicUniversity.Hercurrentresearchinterestisintheareaofmarketingandmanufacturinginterface.
Antonio,K.W.LauisaformerteachingstaffoftheDepartmentofManufactur-ingEngineeringandEngineeringManagementattheCityUniversityofHongKong.Hiscurrentresearchinterestsareintheareasofnewproductdevelopmentandinnovationmanagement.
RichardC.M.YamisassociateprofessorintheDepartmentofManufacturingEngi-neeringandEngineeringManagement,CityUniversityofHongKong.Hiscurrentresearchinterestsareintheareasofproductinnovationandtechnologymanage-ment.
WilliamLoisaPhDgraduateinDepartmentofManufacturingEngineeringandEngi-neeringManagement,CityUniversityofHongKong.HiscurrentresearchinterestsareintheareasoftechnologymanagementandadvancedmanufacturingpracticesinHongKongandPearlRiverDeltaregion.
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