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Multilevel heterogeneity of R&D cooperation and innovation determinants

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  • Sara Amoroso

    (Joint Research Centre, European Commission)

Abstract

Assessing the impact of public support to innovation on R&D collaboration may require a more complex multilevel design, that describes the likely correlation present among firms characteristics within a particular sector. Using data from the 2006 edition of the Community Innovation Survey (CIS) for the Netherlands, we propose a methodology to study the effect of firm-level characteristics on the propensity to undertake a research collaborative agreement. In particular, we show that controlling for a richer variance structure yields a different picture with respect to simpler regression frameworks adopted in the literature of R&D cooperation determinants. Moreover, such a hierarchical framework can be generalized allowing for clustering at higher levels, such as sectors or geographical areas. Besides the link between public funding and R&D collaboration, our results confirm the findings of the literature: technological spillovers, risk and cost sharing rationales, firm’s size, and type of innovative activity are related to the decision of engaging in different sorts of research alliances.

Suggested Citation

  • Sara Amoroso, 2017. "Multilevel heterogeneity of R&D cooperation and innovation determinants," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 7(1), pages 93-120, April.
  • Handle: RePEc:spr:eurasi:v:7:y:2017:i:1:d:10.1007_s40821-015-0041-1
    DOI: 10.1007/s40821-015-0041-1
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    1. Heckman, James J & Lochner, Lance & Taber, Christopher, 1998. "General-Equilibrium Treatment Effects: A Study of Tuition Policy," American Economic Review, American Economic Association, vol. 88(2), pages 381-386, May.
    2. Hadfield, Jarrod D., 2010. "MCMC Methods for Multi-Response Generalized Linear Mixed Models: The MCMCglmm R Package," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 33(i02).
    3. Schmitz, Hubert, 1999. "Collective Efficiency and Increasing Returns," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 23(4), pages 465-483, July.
    4. Tether, Bruce S., 2002. "Who co-operates for innovation, and why: An empirical analysis," Research Policy, Elsevier, vol. 31(6), pages 947-967, August.
    5. Roberto Hernán & Pedro L. Marín & Georges Siotis, 2003. "An empirical evaluation of the determinants of Research Joint Venture Formation," Journal of Industrial Economics, Wiley Blackwell, vol. 51(1), pages 75-89, March.
    6. Robert D. Dewar & Jane E. Dutton, 1986. "The Adoption of Radical and Incremental Innovations: An Empirical Analysis," Management Science, INFORMS, vol. 32(11), pages 1422-1433, November.
    7. Claudio A. Piga & Marco Vivarelli, 2004. "Internal and External R&D: A Sample Selection Approach," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 66(4), pages 457-482, September.
    8. Reinganum, Jennifer F, 1983. "Uncertain Innovation and the Persistence of Monopoly," American Economic Review, American Economic Association, vol. 73(4), pages 741-748, September.
    9. Almus, Matthias & Czarnitzki, Dirk, 2003. "The Effects of Public R&D Subsidies on Firms' Innovation Activities: The Case of Eastern Germany," Journal of Business & Economic Statistics, American Statistical Association, vol. 21(2), pages 226-236, April.
    10. Mohnen, Pierre & Roller, Lars-Hendrik, 2005. "Complementarities in innovation policy," European Economic Review, Elsevier, vol. 49(6), pages 1431-1450, August.
    11. Brent A. Coull & Alan Agresti, 2000. "Random Effects Modeling of Multiple Binomial Responses Using the Multivariate Binomial Logit-Normal Distribution," Biometrics, The International Biometric Society, vol. 56(1), pages 73-80, March.
    12. Bruno Cassiman & Reinhilde Veugelers, 2002. "R&D Cooperation and Spillovers: Some Empirical Evidence from Belgium," American Economic Review, American Economic Association, vol. 92(4), pages 1169-1184, September.
    13. Germáan Rodríguez & Noreen Goldman, 1995. "An Assessment of Estimation Procedures for Multilevel Models with Binary Responses," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 158(1), pages 73-89, January.
    14. Train,Kenneth E., 2009. "Discrete Choice Methods with Simulation," Cambridge Books, Cambridge University Press, number 9780521766555.
    15. Aoife Hanley & Wan-Hsin Liu & Andrea Vaona, 2015. "Credit depth, government intervention and innovation in China: evidence from the provincial data," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 5(1), pages 73-98, June.
    16. Ashish Arora & Wesley M. Cohen, 2015. "Public support for technical advance: the role of firm size," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 24(4), pages 791-802.
    17. Kamien, Morton I & Muller, Eitan & Zang, Israel, 1992. "Research Joint Ventures and R&D Cartels," American Economic Review, American Economic Association, vol. 82(5), pages 1293-1306, December.
    18. Michael L. Katz, 1986. "An Analysis of Cooperative Research and Development," RAND Journal of Economics, The RAND Corporation, vol. 17(4), pages 527-543, Winter.
    19. Klaus Kultti & Tuomas Takalo & Tanja Tanayama, 2015. "R&D spillovers and information exchange: a case study," Eurasian Economic Review, Springer;Eurasia Business and Economics Society, vol. 5(1), pages 63-76, June.
    20. Alessandra Catozzella & Marco Vivarelli, 2012. "The possible adverse impact of innovation subsidies: some evidence from a bivariate switching model," Economics Bulletin, AccessEcon, vol. 32(1), pages 648-661.
    21. Lihua Wang & Edward J. Zajac, 2007. "Alliance or acquisition? a dyadic perspective on interfirm resource combinations," Strategic Management Journal, Wiley Blackwell, vol. 28(13), pages 1291-1317, December.
    22. Philip Heidelberger & Peter D. Welch, 1983. "Simulation Run Length Control in the Presence of an Initial Transient," Operations Research, INFORMS, vol. 31(6), pages 1109-1144, December.
    23. René Belderbos & Martin Carree & Boris Lokshin, 2006. "Complementarity in R&D Cooperation Strategies," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 28(4), pages 401-426, June.
    24. Klette, Tor Jakob & Moen, Jarle & Griliches, Zvi, 2000. "Do subsidies to commercial R&D reduce market failures? Microeconometric evaluation studies1," Research Policy, Elsevier, vol. 29(4-5), pages 471-495, April.
    25. Lopez, Alberto, 2008. "Determinants of R&D cooperation: Evidence from Spanish manufacturing firms," International Journal of Industrial Organization, Elsevier, vol. 26(1), pages 113-136, January.
    26. Busom, Isabel & Fernández-Ribas, Andrea, 2008. "The impact of firm participation in R&D programmes on R&D partnerships," Research Policy, Elsevier, vol. 37(2), pages 240-257, March.
    27. Veugelers, Reinhilde, 1997. "Internal R & D expenditures and external technology sourcing," Research Policy, Elsevier, vol. 26(3), pages 303-315, October.
    28. Rebecca Henderson, 1993. "Underinvestment and Incompetence as Responses to Radical Innovation: Evidence from the Photolithographic Alignment Equipment Industry," RAND Journal of Economics, The RAND Corporation, vol. 24(2), pages 248-270, Summer.
    29. Kaiser, Ulrich, 2002. "An empirical test of models explaining research expenditures and research cooperation: evidence for the German service sector," International Journal of Industrial Organization, Elsevier, vol. 20(6), pages 747-774, June.
    30. Bruno Cassiman & Reinhilde Veugelers, 2006. "In Search of Complementarity in Innovation Strategy: Internal R& D and External Knowledge Acquisition," Management Science, INFORMS, vol. 52(1), pages 68-82, January.
    31. Jongwook Kim, 2014. "Formal and informal governance in biotechnology alliances: board oversight, contractual control, and repeated deals," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 23(4), pages 903-929.
    32. Francesco Crespi & Claudia Ghisetti & Francesco Quatraro, 2015. "Environmental and innovation policies for the evolution of green technologies: a survey and a test," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 5(2), pages 343-370, December.
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    2. Alfonso Expósito & Juan A. Sanchis-Llopis, 2019. "The relationship between types of innovation and SMEs’ performance: a multi-dimensional empirical assessment," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 9(2), pages 115-135, June.
    3. Piotr Trąpczyński & Łukasz Puślecki & Michał Staszków, 2018. "Determinants of Innovation Cooperation Performance: What Do We Know and What Should We Know?," Sustainability, MDPI, vol. 10(12), pages 1-32, November.
    4. Kiman Kim & Sang Ok Choi & Sooyeon Lee, 2021. "The Effect of a Financial Support on Firm Innovation Collaboration and Output: Does Policy Work on the Diverse Nature of Firm Innovation?," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 12(2), pages 645-675, June.
    5. Gkypali, Areti & Arvanitis, Spyros & Tsekouras, Kostas, 2018. "Absorptive capacity, exporting activities, innovation openness and innovation performance: A SEM approach towards a unifying framework," Technological Forecasting and Social Change, Elsevier, vol. 132(C), pages 143-155.
    6. Owusu Sarpong & Peter Teirlinck, 2018. "The influence of functional and geographical diversity in collaboration on product innovation performance in SMEs," The Journal of Technology Transfer, Springer, vol. 43(6), pages 1667-1695, December.
    7. Vivarelli, Marco, 2018. "Globalisation, structural change and innovation in emerging economies: The impact on employment and skills," MERIT Working Papers 2018-037, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    8. Tojeiro-Rivero, Damián, 2022. "What effect does the aggregate industrial R&D offshoring have on you? A multilevel study," Journal of International Management, Elsevier, vol. 28(2).
    9. Castellani, Davide & Piva, Mariacristina & Schubert, Torben & Vivarelli, Marco, 2019. "R&D and productivity in the US and the EU: Sectoral specificities and differences in the crisis," Technological Forecasting and Social Change, Elsevier, vol. 138(C), pages 279-291.
    10. Shiyuan Liu & Jiang Du & Weike Zhang & Xiaoli Tian, 2021. "Opening the box of subsidies: which is more effective for innovation?," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 11(3), pages 421-449, September.
    11. Van Roy, Vincent & Vértesy, Dániel & Vivarelli, Marco, 2018. "Technology and employment: Mass unemployment or job creation? Empirical evidence from European patenting firms," Research Policy, Elsevier, vol. 47(9), pages 1762-1776.
    12. Job Rodrigo-Alarcón & Gloria Parra-Requena & María José Ruiz-Ortega, 2020. "Cognitive social capital and absorptive capacity as antecedents of entrepreneurial orientation: a configurational approach," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 10(4), pages 493-517, December.

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    More about this item

    Keywords

    R&D collaboration; Innovation; R&D policy; Bayesian analysis;
    All these keywords.

    JEL classification:

    • O30 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - General
    • O32 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Management of Technological Innovation and R&D
    • C11 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Bayesian Analysis: General

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