In search of Schumpeterians: A resource based perspec6ve on innova6ve solo self-employment NardodeVriesa,SierdjanKosterb&Mar@nCarreea a)SchoolofBusinessandEconomics,MaastrichtUniversity b)FacultyofSpa@alSciences,UniversityofGroningen 10thDAREResearchSeminar|02December2016|VUAmsterdam Mo6va6on • Qualityofentrepreneurialac@vity:innova@onandgrowth/value crea@on(Carlandetal.1984) • Roleofmicrofirmsandfreelancers/soloself-employedininnova@on unknown(Romeroetal.2011;Baumann&Kri@kos2016) • Newformsofinnova@onanddifferentenablingrolesofsoloselfemployed • Vastandgrowinggroupofsoloself-employedindividuals: • Whatdeterminesinnova@vebehaviorofthesesmallestformsof entrepreneurialac@vity? 10thDAREResearchSeminar|02December2016|VUAmsterdam Innova6ve networks 10thDAREResearchSeminar|02December2016|VUAmsterdam Theore6cal considera6ons • Resourcebased&resourcedependencytheory;transac@oncoststheory • Forsmallerfirms:sizeissuesininnova@onprocesses: • Thresholdlevels(Cohen&Klepper1996) • Sunkstart-upcosts(Petersetal.2013) • Informa@onasymmetries(S@glitz&Weiss1981) • ->acquiringexternalresources: • Knowledgeexchange(alsoformicroandnanobusinesses?) • Coopera@on:networksandpartners(Das&Teng2000;DeFariaetal.2010) • Differentinnova@onprocesses(Cohen&Levin1989),importanceofcoopera@on partnersandaccesstodifferenttypesofresources(Das&Teng2000) 10thDAREResearchSeminar|02December2016|VUAmsterdam Contribu6ons • Exploringinnova@vebehaviorofsoloself-employedindividuals • Inves@ga@ngindividualleveldeterminantsoftheirinnova@veoutputs • Dis@nguishingwhattypeofcoopera@onpartnersproviderelevant resourcesforinnova@on 10thDAREResearchSeminar|02December2016|VUAmsterdam Method: data base • Panteia/EIM’szzp-panel:Longitudinalrepresenta@vesurveystudyon soloself-employedintheNetherlands(2010-2013) • 1.400respondents;individual-leveldata • Spa@alexternali@esareaccountedforbyincludingvariablesonNUTS 2-level(Dutchprovinces) 10thDAREResearchSeminar|02December2016|VUAmsterdam Method: variables • DV’s:Innova@veoutput(2010,2013),measuredconformCIS/OsloManual • Productinnova@on • Processinnova@on • Explanatoryvariables:innova@veinputin2010 Coopera@onwithothersoloself-employed Innova@vecoopera@on Knowledgeexchange BudgetforR&Dac@vi@es Involvedinotherfirms’innova@on • Controlsfor:individuallevel(e.g.educa@on,previouslabormarketposi@on),firm level(e.g.sector,businesstype),regionallevel(R&Dintensityintheregion). • • • • • 10thDAREResearchSeminar|02December2016|VUAmsterdam Method: empirical approach • Modelspecifica@onwithindividual/firmandregionallevel determinants(Romeroetal.2011) • Heckmanprobitselec@onmodel(correc@onforpossiblepanel airi@on) • selec@oninstrument:panelallegiance • Grangerset-upwithlaggeddependentvariables(causalinferences) • Separatemodelsforproduct/processinnova@on • Effec@vesampleof400forcorrectedprobitmodel 10thDAREResearchSeminar|02December2016|VUAmsterdam Innova6ve output 2010-2013 Dependent variables (weighted) 2010 2013 Percentage of firms SMEs* SSE Product innovation 31% 23% 27% 28% Product innovation, radical 15% 11% 13% 14% Product innovation, self-initiated 17% 17% 17% 19% Process innovation 45% 49% 43% 55% Process innovation, self-initiated 20% 30% 18% 36% that has spawned… SMEs* SSE Source: Panteia/EIM zzp-panel and Panteia/EIM Monitor determinanten bedrijfsprestaties. *) Definitions of SMEs based on number of employees (1-99 in 2010; 1-249 in 2013) 10thDAREResearchSeminar|02December2016|VUAmsterdam VARIABLES (t=0) Corrected probit model Lagged DV: innovation 2010 Results • Productinnova@on2013 • Totalobserva@ons:1415 • Censoredobserva@ons:1010 0.839*** Explanatory variables Knowledge exchange 0.369 Cooperation with other SSE 0.009 Innovative cooperation 0.098 No SSE coop. & no innov. coop. (ref.) No SSE coop. & innov. coop. SSE coop. & no innov. coop. SSE coop. & innov. coop Budget for R&D activities -0.295 Involved in other firms' innovation 0.156 Corrected probit model (4.14) 0.916*** (5.55) (1.27) (0.05) (0.57) 0.409 (1.40) ref. 0.409 0.211 0.111 (-0.77) -0.315 (0.92) 0.145 (1.38) (1.04) (0.51) (-0.84) (0.89) Controls for Individual,/ firm and regional level included; (robust t-statistics in parentheses) ρ Wald test of indep. eqns. (rho = 0) -0.520 0.423 10thDAREResearchSeminar|02December2016|VUAmsterdam -0.435 0.471 VARIABLES (t=0) Corrected probit model Results (2) Lagged DV: innovation 2010 • Productinnova@on2013 (radical) • Innova@vecoopera@onwith otherpar@esinfluencesthe likelihoodoffutureradical productinnova@on • Coopera@onamongsoloselfemployed–evenifitisfor innova@on–isNOTsignificant 1.246*** Explanatory variables Knowledge exchange 0.188 Cooperation with other SSE -0.380 Innovative cooperation 0.774** No SSE coop. & no innov. coop. (ref.) No SSE coop. & innov. coop. SSE coop. & no innov. coop. SSE coop. & innov. coop Budget for R&D activities Involved in other firms' innovation -0.422 0.360 Corrected probit model (4.48) 1.248*** (4.76) (0.66) (-1.12) (2.17) 0.190 (0.65) ref. 0.908** -0.236 (2.55) (-0.48) 0.427 -0.429 0.359 (0.93) (-0.86) (1.47) (-0.83) (1.49) Controls for Individual,/ firm and regional level included; (robust t-statistics in parentheses) ρ Wald test of indep. eqns. (rho = 0) -0.155 0.831 10thDAREResearchSeminar|02December2016|VUAmsterdam -0.104 0.886 VARIABLES (t=0) Corrected probit model Lagged DV: innovation 2010 Results (3) • Processinnova@on2013 0.751*** Explanatory variables Knowledge exchange 0.270* Cooperation with other SSE 0.190 Innovative cooperation 0.204 No SSE coop. & no innov. coop. (ref.) No SSE coop. & innov. coop. SSE coop. & no innov. coop. SSE coop. & innov. coop Budget for R&D activities Involved in other firms' innovation -0.354 0.261 Corrected probit model (4.99) 0.750*** (4.98) (1.88) (1.24) (1.02) 0.266* (1.86) ref. 0.076 0.129 (0.38) (0.83) 0.408** -0.361 0.270* (1.96) (-1.27) (1.66) (-1.26) (1.55) Controls for Individual,/ firm and regional level included; (robust t-statistics in parentheses) ρ Wald test of indep. eqns. (rho = 0) -0.179 0.667 10thDAREResearchSeminar|02December2016|VUAmsterdam -0.183 0.649 Conclusion and discussion • Soloself-employedindividualsshowsubstan@alinnova@veoutput (c.f.Baumann&Kri@kos2016) • Typeofcoopera@onisofinfluence. • Coopera@onbetweensoloself-employedindividualsdoesnotleadto innova@ons • Formorecomplexinnova@veprocesses,crucialtocapturethenecessary resources(innova@vecoopera@on) • Involvementinotherfirms’innova@onprocessescanbeatriggerfor owninnova@veac@vity(enablingrole!) 10thDAREResearchSeminar|02December2016|VUAmsterdam Conclusion and discussion (2) • Theore@calimplica@ons: • Alterna@ve(open,coopera@ve)innova@onroutesarepoten@alsources • Innova@vecoopera@onneedstobefocusedonsecuringcrucialexternal resources(transac@oncosts). • Prac@calimplica@ons: • Coopera@on,networks@mula@onandnetworkingeventsaimedat s@mula@nginnova@onneedtofocusonthediversityofessen@alinnova@on resources. • S@mulate‘enabling’role,R&Dsupportmeasuresalsofor‘nanobusinesses’ 10thDAREResearchSeminar|02December2016|VUAmsterdam Thank you! 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