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The effects of regional capacity in knowledge recombination on production efficiency

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  • Lee, Changjun
  • Shin, Hyunha
  • Kim, Keungoui
  • Kogler, Dieter F.

Abstract

Knowledge recombination, combining knowledge existing (exploitation) or new knowledge capacity (exploration) for creating knowledge collaboration, is one of the important ways of achieving innovation. However, little has known about how the knowledge recombination types affect differently to production efficiency at a regional level. This study explores the relationship between the knowledge recombination types of exploitation and exploration and regional technical efficiency by using the empirical data sets combining EPO PATSTAT, Eurostat, and Cambridge Econometrics regional database. For this purpose, three stages of analysis have been deployed. Firstly, CPC co-occurrence network analysis and relative comparative advantage (RCA) measures are used to construct knowledge space and measure regional capacity. Then, using the stochastic frontier analysis, the production efficiencies of the European NUTS 2 regions are measured. With all estimated measures, the effects of both exploration and exploitation of knowledge recombination on regional production efficiencies are estimated. The results show the positive effect of exploration on regional production efficiency, which highlights the importance of extending the range and variety of knowledge bases.

Suggested Citation

  • Lee, Changjun & Shin, Hyunha & Kim, Keungoui & Kogler, Dieter F., 2022. "The effects of regional capacity in knowledge recombination on production efficiency," Technological Forecasting and Social Change, Elsevier, vol. 180(C).
    • Handle: RePEc:eee:tefoso:v:180:y:2022:i:c:s0040162522002013
    DOI: 10.1016/j.techfore.2022.121669
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    1. Roberta Capello & Camilla Lenzi, 2015. "Knowledge, Innovation and Productivity Gains across European Regions," Regional Studies, Taylor & Francis Journals, vol. 49(11), pages 1788-1804, November.
    2. Lee, Changjun & Lee, Daeho & Hwang, Junseok, 2015. "Platform openness and the productivity of content providers: A meta-frontier analysis," Telecommunications Policy, Elsevier, vol. 39(7), pages 553-562.
    3. Dieter F. Kogler & Jürgen Essletzbichler & David L. Rigby, 2017. "The evolution of specialization in the EU15 knowledge space," Journal of Economic Geography, Oxford University Press, vol. 17(2), pages 345-373.
    4. Michael Storper & Anthony J. Venables, 2004. "Buzz: face-to-face contact and the urban economy," Journal of Economic Geography, Oxford University Press, vol. 4(4), pages 351-370, August.
    5. Clive Lawson & Edward Lorenz, 1999. "Collective Learning, Tacit Knowledge and Regional Innovative Capacity," Regional Studies, Taylor & Francis Journals, vol. 33(4), pages 305-317.
    6. Cooke, Philip & Gomez Uranga, Mikel & Etxebarria, Goio, 1997. "Regional innovation systems: Institutional and organisational dimensions," Research Policy, Elsevier, vol. 26(4-5), pages 475-491, December.
    7. Cullinane, Kevin & Song, Dong-Wook & Gray, Richard, 2002. "A stochastic frontier model of the efficiency of major container terminals in Asia: assessing the influence of administrative and ownership structures," Transportation Research Part A: Policy and Practice, Elsevier, vol. 36(8), pages 743-762, October.
    8. Ron Boschma, 2017. "Relatedness as driver of regional diversification: a research agenda," Regional Studies, Taylor & Francis Journals, vol. 51(3), pages 351-364, March.
    9. Dieter F. Kogler, 2015. "Editorial: Evolutionary Economic Geography - Theoretical and Empirical Progress," Regional Studies, Taylor & Francis Journals, vol. 49(5), pages 705-711, May.
    10. Sarah Kaplan & Keyvan Vakili, 2015. "The double-edged sword of recombination in breakthrough innovation," Strategic Management Journal, Wiley Blackwell, vol. 36(10), pages 1435-1457, October.
    11. Mewes, Lars & Broekel, Tom, 2022. "Technological complexity and economic growth of regions," Research Policy, Elsevier, vol. 51(8).
    12. Bruno Crepon & Emmanuel Duguet & Jacques Mairesse, 1998. "Research, Innovation And Productivity: An Econometric Analysis At The Firm Level," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 7(2), pages 115-158.
    13. Aharonson, Barak S. & Schilling, Melissa A., 2016. "Mapping the technological landscape: Measuring technology distance, technological footprints, and technology evolution," Research Policy, Elsevier, vol. 45(1), pages 81-96.
    14. J. Stan Metcalfe & John Foster & Ronnie Ramlogan, 2006. "Adaptive economic growth," Cambridge Journal of Economics, Oxford University Press, vol. 30(1), pages 7-32, January.
    15. Emmanuel Duguet, 2006. "Innovation height, spillovers and tfp growth at the firm level: Evidence from French manufacturing," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 15(4-5), pages 415-442.
    16. Ron Boschma & Asier Minondo & Mikel Navarro, 2013. "The Emergence of New Industries at the Regional Level in S pain: A Proximity Approach Based on Product Relatedness," Economic Geography, Clark University, vol. 89(1), pages 29-51, January.
    17. Gautam Ahuja & Curba Morris Lampert, 2001. "Entrepreneurship in the large corporation: a longitudinal study of how established firms create breakthrough inventions," Strategic Management Journal, Wiley Blackwell, vol. 22(6‐7), pages 521-543, June.
    18. Frank Neffke & Martin Henning & Ron Boschma, 2011. "How Do Regions Diversify over Time? Industry Relatedness and the Development of New Growth Paths in Regions," Economic Geography, Clark University, vol. 87(3), pages 237-265, July.
    19. Pierre-Alexandre Balland & David Rigby, 2017. "The Geography of Complex Knowledge," Economic Geography, Taylor & Francis Journals, vol. 93(1), pages 1-23, January.
    20. Arthur, W. Brian, 2007. "The structure of invention," Research Policy, Elsevier, vol. 36(2), pages 274-287, March.
    21. Pierre Mohnen & Bronwyn Hall, 2013. "Innovation and Productivity: An Update," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 3(1), pages 47-65, June.
    22. Pierre-Alexandre Balland & Ron Boschma & Joan Crespo & David L. Rigby, 2019. "Smart specialization policy in the European Union: relatedness, knowledge complexity and regional diversification," Regional Studies, Taylor & Francis Journals, vol. 53(9), pages 1252-1268, September.
    23. Loet Leydesdorff & Dieter Franz Kogler & Bowen Yan, 2017. "Mapping patent classifications: portfolio and statistical analysis, and the comparison of strengths and weaknesses," Scientometrics, Springer;Akadémiai Kiadó, vol. 112(3), pages 1573-1591, September.
    24. Battese, G E & Coelli, T J, 1995. "A Model for Technical Inefficiency Effects in a Stochastic Frontier Production Function for Panel Data," Empirical Economics, Springer, vol. 20(2), pages 325-332.
    25. Tom Broekel, 2019. "Using structural diversity to measure the complexity of technologies," PLOS ONE, Public Library of Science, vol. 14(5), pages 1-23, May.
    26. Lee Fleming, 2001. "Recombinant Uncertainty in Technological Search," Management Science, INFORMS, vol. 47(1), pages 117-132, January.
    27. Ron Boschma & Pierre-Alexandre Balland & Dieter Franz Kogler, 2015. "Relatedness and technological change in cities: the rise and fall of technological knowledge in US metropolitan areas from 1981 to 2010," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 24(1), pages 223-250.
    28. James G. March, 1991. "Exploration and Exploitation in Organizational Learning," Organization Science, INFORMS, vol. 2(1), pages 71-87, February.
    29. Crepon, B. & Duguet, E. & Mairesse, J., 1998. "Research Investment, Innovation and Productivity: An Econometric Analysis at the Firm Level," Papiers d'Economie Mathématique et Applications 98.15, Université Panthéon-Sorbonne (Paris 1).
    30. C. A. Hidalgo & B. Klinger & A. -L. Barabasi & R. Hausmann, 2007. "The Product Space Conditions the Development of Nations," Papers 0708.2090, arXiv.org.
    31. Daniel A. Levinthal & James G. March, 1993. "The myopia of learning," Strategic Management Journal, Wiley Blackwell, vol. 14(S2), pages 95-112, December.
    32. Ron Boschma, 2017. "Relatedness as driver behind regional diversification: a research agenda," Papers in Evolutionary Economic Geography (PEEG) 1702, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Jan 2017.
    33. Lori Rosenkopf & Atul Nerkar, 2001. "Beyond local search: boundary‐spanning, exploration, and impact in the optical disk industry," Strategic Management Journal, Wiley Blackwell, vol. 22(4), pages 287-306, April.
    34. Dieter F. Kogler & David L. Rigby & Isaac Tucker, 2013. "Mapping Knowledge Space and Technological Relatedness in US Cities," European Planning Studies, Taylor & Francis Journals, vol. 21(9), pages 1374-1391, September.
    35. Pino G. Audia & Jack A. Goncalo, 2007. "Past Success and Creativity over Time: A Study of Inventors in the Hard Disk Drive Industry," Management Science, INFORMS, vol. 53(1), pages 1-15, January.
    36. Udo Zander & Bruce Kogut, 1995. "Knowledge and the Speed of the Transfer and Imitation of Organizational Capabilities: An Empirical Test," Organization Science, INFORMS, vol. 6(1), pages 76-92, February.
    37. Gert-Jan Hospers, 2003. "Beyond the Blue Banana?," Intereconomics: Review of European Economic Policy, Springer;ZBW - Leibniz Information Centre for Economics;Centre for European Policy Studies (CEPS), vol. 38(2), pages 76-85, March.
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    2. Afrifa, Godfred Adjapong & Tingbani, Ishmael & Adesina, Oluseyi Oluseun, 2022. "Stochastic frontier modelling of working capital efficiency across Europe," Technological Forecasting and Social Change, Elsevier, vol. 184(C).

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