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Knowledge flows and innovation: a pseudo-panel approach

Author

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  • Antonella Biscione
  • Chiara Burlina
  • Annunziata de Felice

Abstract

This study investigates whether the effect of vertical and horizontal knowledge sources affect technological innovation for a sample of firms in 10 European countries. The empirical analysis is based on a unique dataset extracted from the Community Innovation Survey for the period 2002 to 2012. Results, using a pseudo-panel approach at country-industry level, reveal that vertical knowledge from suppliers strongly affects both product and process innovation, while knowledge flows from clients influence in particular product innovation. Finally, horizontal knowledge flows from competitors appear to have an effect on process innovation. These findings are validated with an instrumental variable approach using Lewbel’s technique to internally generate reliable instruments, when external ones are not suitable. Overall, results seem to suggest the need for ad-hoc policies to foster knowledge flows among firms in different phases of the production process to boost their innovative capacity both for products and processes.

Suggested Citation

  • Antonella Biscione & Chiara Burlina & Annunziata de Felice, 2024. "Knowledge flows and innovation: a pseudo-panel approach," Applied Economics, Taylor & Francis Journals, vol. 56(30), pages 3636-3651, June.
  • Handle: RePEc:taf:applec:v:56:y:2024:i:30:p:3636-3651
    DOI: 10.1080/00036846.2023.2207812
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    1. Christopher F Baum & Arthur Lewbel, 2019. "Advice on using heteroskedasticity-based identification," Stata Journal, StataCorp LLC, vol. 19(4), pages 757-767, December.
    2. Ballot, Gérard & Fakhfakh, Fathi & Galia, Fabrice & Salter, Ammon, 2015. "The fateful triangle: Complementarities in performance between product, process and organizational innovation in France and the UK," Research Policy, Elsevier, vol. 44(1), pages 217-232.
    3. James G. March, 1991. "Exploration and Exploitation in Organizational Learning," Organization Science, INFORMS, vol. 2(1), pages 71-87, February.
    4. Antonelli, Cristiano & Crespi, Francesco & Quatraro, Francesco, 2022. "Knowledge complexity and the mechanisms of knowledge generation and exploitation: The European evidence," Research Policy, Elsevier, vol. 51(8).
    5. Christoph Grimpe & Ulrich Kaiser, 2010. "Balancing Internal and External Knowledge Acquisition: The Gains and Pains from R&D Outsourcing," Journal of Management Studies, Wiley Blackwell, vol. 47(8), pages 1483-1509, December.
    6. Gautam Ahuja & Giuseppe Soda & Akbar Zaheer, 2012. "The Genesis and Dynamics of Organizational Networks," Organization Science, INFORMS, vol. 23(2), pages 434-448, April.
    7. Barge-Gil, Andrés & López, Alberto, 2014. "R&D determinants: Accounting for the differences between research and development," Research Policy, Elsevier, vol. 43(9), pages 1634-1648.
    8. Deaton, Angus, 1985. "Panel data from time series of cross-sections," Journal of Econometrics, Elsevier, vol. 30(1-2), pages 109-126.
    9. Zi-Lin He & Poh-Kam Wong, 2004. "Exploration vs. Exploitation: An Empirical Test of the Ambidexterity Hypothesis," Organization Science, INFORMS, vol. 15(4), pages 481-494, August.
    10. Erwin Danneels & Rajesh Sethi, 2011. "New Product Exploration Under Environmental Turbulence," Organization Science, INFORMS, vol. 22(4), pages 1026-1039, August.
    11. Audretsch, David B & Feldman, Maryann P, 1996. "R&D Spillovers and the Geography of Innovation and Production," American Economic Review, American Economic Association, vol. 86(3), pages 630-640, June.
    12. Auh, Seigyoung & Menguc, Bulent, 2005. "Balancing exploration and exploitation: The moderating role of competitive intensity," Journal of Business Research, Elsevier, vol. 58(12), pages 1652-1661, December.
    13. Fleming, Lee & Sorenson, Olav, 2001. "Technology as a complex adaptive system: evidence from patent data," Research Policy, Elsevier, vol. 30(7), pages 1019-1039, August.
    14. Zoltán J. Ács & Pontus Braunerhjelm & David B. Audretsch & Bo Carlsson, 2015. "The knowledge spillover theory of entrepreneurship," Chapters, in: Global Entrepreneurship, Institutions and Incentives, chapter 7, pages 129-144, Edward Elgar Publishing.
    15. Davide Antonioli & Alberto Marzucchi & Maria Savona, 2017. "Pain shared, pain halved? Cooperation as a coping strategy for innovation barriers," The Journal of Technology Transfer, Springer, vol. 42(4), pages 841-864, August.
    16. Manuel Acosta & Daniel Coronado & Esther Ferrándiz & Manuel Jiménez, 2022. "Effects of knowledge spillovers between competitors on patent quality: what patent citations reveal about a global duopoly," The Journal of Technology Transfer, Springer, vol. 47(5), pages 1451-1487, October.
    17. Spyros Arvanitis & Boris Lokshin & Pierre Mohnen & Martin Woerter, 2015. "Impact of External Knowledge Acquisition Strategies on Innovation: A Comparative Study Based on Dutch and Swiss Panel Data," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 46(4), pages 359-382, June.
    18. Escribano, Alvaro & Fosfuri, Andrea & Tribó, Josep A., 2009. "Managing external knowledge flows: The moderating role of absorptive capacity," Research Policy, Elsevier, vol. 38(1), pages 96-105, February.
    19. Audretsch, David B. & Belitski, Maksim, 2020. "The role of R&D and knowledge spillovers in innovation and productivity," European Economic Review, Elsevier, vol. 123(C).
    20. Christine M. Beckman & Pamela R. Haunschild & Damon J. Phillips, 2004. "Friends or Strangers? Firm-Specific Uncertainty, Market Uncertainty, and Network Partner Selection," Organization Science, INFORMS, vol. 15(3), pages 259-275, June.
    21. Archibugi, Daniele & Filippetti, Andrea & Frenz, Marion, 2013. "Economic crisis and innovation: Is destruction prevailing over accumulation?," Research Policy, Elsevier, vol. 42(2), pages 303-314.
    22. Cristiano Antonelli & Alessandra Colombelli, 2018. "External and internal knowledge in the knowledge generation function," Chapters, in: The Evolutionary Complexity of Endogenous Innovation, chapter 4, pages 82-108, Edward Elgar Publishing.
    23. Stefano Amato & Fernanda Ricotta & Rodrigo Basco, 2022. "Family-managed firms, external sources of knowledge and innovation," Industry and Innovation, Taylor & Francis Journals, vol. 29(6), pages 701-733, July.
    24. 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.
    25. De Marchi, Valentina, 2012. "Environmental innovation and R&D cooperation: Empirical evidence from Spanish manufacturing firms," Research Policy, Elsevier, vol. 41(3), pages 614-623.
    26. Veugelers, Reinhilde, 1997. "Internal R & D expenditures and external technology sourcing," Research Policy, Elsevier, vol. 26(3), pages 303-315, October.
    27. repec:bla:jomstd:v:47:y:2010:i:s2:p:1483-1509 is not listed on IDEAS
    28. repec:bla:jfinan:v:59:y:2004:i:6:p:2451-2487 is not listed on IDEAS
    29. 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.
    30. Cowan, Robin & Foray, Dominique, 1997. "The Economics of Codification and the Diffusion of Knowledge," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 6(3), pages 595-622, September.
    31. Nicholas Bloom & Christos Genakos & Raffaella Sadun & John Van Reenen, 2011. "Management Practices Across Firms and Countries," CEP Discussion Papers dp1109, Centre for Economic Performance, LSE.
    32. Frank T. Rothaermel & David L. Deeds, 2004. "Exploration and exploitation alliances in biotechnology: a system of new product development," Strategic Management Journal, Wiley Blackwell, vol. 25(3), pages 201-221, March.
    33. Amason, Allen C. & Shrader, Rodney C. & Tompson, George H., 2006. "Newness and novelty: Relating top management team composition to new venture performance," Journal of Business Venturing, Elsevier, vol. 21(1), pages 125-148, January.
    34. Spyros Arvanitis & Florian Seliger & Tobias Stucki, 2016. "The relative importance of human resource management practices for innovation," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 25(8), pages 769-800, November.
    35. Arora, Ashish & Athreye, Suma & Huang, Can, 2016. "The paradox of openness revisited: Collaborative innovation and patenting by UK innovators," Research Policy, Elsevier, vol. 45(7), pages 1352-1361.
    36. Juha Uotila & Markku Maula & Thomas Keil & Shaker A. Zahra, 2009. "Exploration, exploitation, and financial performance: analysis of S&P 500 corporations," Strategic Management Journal, Wiley Blackwell, vol. 30(2), pages 221-231, February.
    37. Michael A. Cusumano & Steven J. Kahl & Fernando F. Suarez, 2015. "Services, industry evolution, and the competitive strategies of product firms," Strategic Management Journal, Wiley Blackwell, vol. 36(4), pages 559-575, April.
    38. Cowan, Robin & David, Paul A & Foray, Dominique, 2000. "The Explicit Economics of Knowledge Codification and Tacitness," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 9(2), pages 211-253, June.
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