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Division of labor in R&D? Firm size and specialization in corporate research

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  • Becker, Annette
  • Hottenrott, Hanna
  • Mukherjee, Anwesha

Abstract

Corporate research and development constitutes one of the main sources of innovation. Recent research, however, discusses a decline in corporate research and its implications for technological progress. The contribution of this study is to model research & development (R&D) decisions in an R&D investment model that allows the analysis of firms’ engagement in research (R) as compared to development (D) activities. The model predicts higher investments in both activities for larger firms, but it also shows that research intensity, i.e. the R-share in R&D, declines with firm size. We test these propositions using data of R&D-active firms over the period from 2000 to 2015. While larger firms invest indeed more in both research and development, results from panel model estimations that account for unobserved heterogeneity across firms show that the relative focus on research decreases with firm size. In addition, the empirical results suggest that, since the returns to research in terms of productivity gains decline with firm size, specialization maximizes overall returns to R and D.

Suggested Citation

  • Becker, Annette & Hottenrott, Hanna & Mukherjee, Anwesha, 2022. "Division of labor in R&D? Firm size and specialization in corporate research," Journal of Economic Behavior & Organization, Elsevier, vol. 194(C), pages 1-23.
  • Handle: RePEc:eee:jeborg:v:194:y:2022:i:c:p:1-23
    DOI: 10.1016/j.jebo.2021.12.006
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    1. Yin, Xiangkang & Zuscovitch, Ehud, 1998. "Is firm size conducive to R&D choice? A strategic analysis of product and process innovations," Journal of Economic Behavior & Organization, Elsevier, vol. 35(2), pages 243-262, April.
    2. Rebecca Henderson & Iain Cockburn, 1996. "Scale, Scope, and Spillovers: The Determinants of Research Productivity in Drug Discovery," RAND Journal of Economics, The RAND Corporation, vol. 27(1), pages 32-59, Spring.
    3. Nicholas Bloom & Charles I. Jones & John Van Reenen & Michael Webb, 2020. "Are Ideas Getting Harder to Find?," American Economic Review, American Economic Association, vol. 110(4), pages 1104-1144, April.
    4. Teece, David J., 2010. "Technological Innovation and the Theory of the Firm," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 1, chapter 0, pages 679-730, Elsevier.
    5. Griliches, Zvi, 1980. "R & D and the Productivity Slowdown," American Economic Review, American Economic Association, vol. 70(2), pages 343-348, May.
    6. Ashish Arora & Alfonso Gambardella, 2010. "Ideas for rent: an overview of markets for technology," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 19(3), pages 775-803, June.
    7. Wooldridge, Jeffrey M., 2019. "Correlated random effects models with unbalanced panels," Journal of Econometrics, Elsevier, vol. 211(1), pages 137-150.
    8. Stephen J. Kline & Nathan Rosenberg, 2009. "An Overview of Innovation," World Scientific Book Chapters, in: Nathan Rosenberg (ed.), Studies On Science And The Innovation Process Selected Works of Nathan Rosenberg, chapter 9, pages 173-203, World Scientific Publishing Co. Pte. Ltd..
    9. Gans, Joshua S. & Stern, Scott, 2003. "The product market and the market for "ideas": commercialization strategies for technology entrepreneurs," Research Policy, Elsevier, vol. 32(2), pages 333-350, February.
    10. Zvi Griliches, 1984. "R&D, Patents, and Productivity," NBER Books, National Bureau of Economic Research, Inc, number gril84-1, August.
    11. Michael Fritsch & Monika Meschede, 2001. "Product Innovation, Process Innovation, and Size," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 19(3), pages 335-350, November.
    12. Ashish Arora & Sharon Belenzon & Lia Sheer, 2017. "Back to Basics: Why do Firms Invest in Research?," NBER Working Papers 23187, National Bureau of Economic Research, Inc.
    13. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    14. Marco Corsino & Giuseppe Espa & Rocco Micciolo, 2011. "R&D, firm size and incremental product innovation," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 20(5), pages 423-443.
    15. Ashish Arora & Alfonso Gambardella & Laura Magazzini & Fabio Pammolli, 2009. "A Breath of Fresh Air? Firm Type, Scale, Scope, and Selection Effects in Drug Development," Management Science, INFORMS, vol. 55(10), pages 1638-1653, October.
    16. Mundlak, Yair, 1978. "On the Pooling of Time Series and Cross Section Data," Econometrica, Econometric Society, vol. 46(1), pages 69-85, January.
    17. Mansfield, Edwin, 1980. "Basic Research and Productivity Increase in Manufacturing," American Economic Review, American Economic Association, vol. 70(5), pages 863-873, December.
    18. Dirk Czarnitzki & Hanna Hottenrott, 2011. "R&D investment and financing constraints of small and medium-sized firms," Small Business Economics, Springer, vol. 36(1), pages 65-83, January.
    19. Papke, Leslie E. & Wooldridge, Jeffrey M., 2008. "Panel data methods for fractional response variables with an application to test pass rates," Journal of Econometrics, Elsevier, vol. 145(1-2), pages 121-133, July.
    20. Andrés Barge-Gil & Alberto López, 2015. "R versus D: estimating the differentiated effect of research and development on innovation results," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 24(1), pages 93-129.
    21. Cohen, Wesley M & Levinthal, Daniel A, 1989. "Innovation and Learning: The Two Faces of R&D," Economic Journal, Royal Economic Society, vol. 99(397), pages 569-596, September.
    22. Daniel A. Ackerberg & Kevin Caves & Garth Frazer, 2015. "Identification Properties of Recent Production Function Estimators," Econometrica, Econometric Society, vol. 83, pages 2411-2451, November.
    23. G. M.P. Swann, 2009. "The Economics of Innovation," Books, Edward Elgar Publishing, number 13211, June.
    24. Pavitt, Keith, 1991. "What makes basic research economically useful?," Research Policy, Elsevier, vol. 20(2), pages 109-119, April.
    25. Lee Fleming & Olav Sorenson, 2004. "Science as a map in technological search," Strategic Management Journal, Wiley Blackwell, vol. 25(8‐9), pages 909-928, August.
    26. Dennis Byrski & Fabian Gaessler & Matthew J. Higgins, 2021. "Market Size and Research: Evidence from the Pharmaceutical Industry," NBER Working Papers 28858, National Bureau of Economic Research, Inc.
    27. Frank T. Rothaermel & Charles W. L. Hill, 2005. "Technological Discontinuities and Complementary Assets: A Longitudinal Study of Industry and Firm Performance," Organization Science, INFORMS, vol. 16(1), pages 52-70, February.
    28. Scott Stern, 2004. "Do Scientists Pay to Be Scientists?," Management Science, INFORMS, vol. 50(6), pages 835-853, June.
    29. Czarnitzki, Dirk & Thorwarth, Susanne, 2012. "Productivity effects of basic research in low-tech and high-tech industries," Research Policy, Elsevier, vol. 41(9), pages 1555-1564.
    30. Rammer, Christian & Schubert, Torben, 2018. "Concentration on the few: mechanisms behind a falling share of innovative firms in Germany," Research Policy, Elsevier, vol. 47(2), pages 379-389.
    31. Riju Joshi & Jeffrey M. Wooldridge, 2019. "Correlated Random Effects Models with Endogenous Explanatory Variables and Unbalanced Panels," Annals of Economics and Statistics, GENES, issue 134, pages 243-268.
    32. Hanna Hottenrott & Bronwyn H. Hall & Dirk Czarnitzki, 2016. "Patents as quality signals? The implications for financing constraints on R&D," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 25(3), pages 197-217, April.
    33. J. M. Plehn-Dujowich, 2009. "Firm size and types of innovation," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 18(3), pages 205-223.
    34. Cassiman, Bruno & Perez-Castrillo, David & Veugelers, Reinhilde, 2002. "Endogenizing know-how flows through the nature of R&D investments," International Journal of Industrial Organization, Elsevier, vol. 20(6), pages 775-799, June.
    35. Dirk Czarnitzki & Hanna Hottenrott & Susanne Thorwarth, 2011. "Industrial research versus development investment: the implications of financial constraints," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 35(3), pages 527-544.
    36. Ulrich Doraszelski & Jordi Jaumandreu, 2013. "R&D and Productivity: Estimating Endogenous Productivity," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 80(4), pages 1338-1383.
    37. Kirk Monteverde, 1995. "Technical Dialog as an Incentive for Vertical Integration in the Semiconductor Industry," Management Science, INFORMS, vol. 41(10), pages 1624-1638, October.
    38. Gambardella, Alfonso, 1992. "Competitive advantages from in-house scientific research: The US pharmaceutical industry in the 1980s," Research Policy, Elsevier, vol. 21(5), pages 391-407, October.
    39. James Levinsohn & Amil Petrin, 2003. "Estimating Production Functions Using Inputs to Control for Unobservables," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(2), pages 317-341.
    40. Dhawan, Rajeev, 2001. "Firm size and productivity differential: theory and evidence from a panel of US firms," Journal of Economic Behavior & Organization, Elsevier, vol. 44(3), pages 269-293, March.
    41. Williamson, Oliver E, 1971. "The Vertical Integration of Production: Market Failure Considerations," American Economic Review, American Economic Association, vol. 61(2), pages 112-123, May.
    42. Joshua S. Gans & David H. Hsu & Scott Stern, 2002. "When Does Start-Up Innovation Spur the Gale of Creative Destruction?," RAND Journal of Economics, The RAND Corporation, vol. 33(4), pages 571-586, Winter.
    43. Cohen, Wesley M & Klepper, Steven, 1996. "A Reprise of Size and R&D," Economic Journal, Royal Economic Society, vol. 106(437), pages 925-951, July.
    44. Zoltan J. Acs & David B. Audretsch, 2008. "Innovation, Market Structure, and Firm Size," Chapters, in: Entrepreneurship, Growth and Public Policy, chapter 2, pages 16-23, Edward Elgar Publishing.
    45. Dirk Czarnitzki & Hanna Hottenrott, 2011. "Financial Constraints: Routine Versus Cutting Edge R&D Investment," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 20(1), pages 121-157, March.
    46. Czarnitzki, Dirk & Kraft, Kornelius & Thorwarth, Susanne, 2009. "The knowledge production of 'R' and 'D'," Economics Letters, Elsevier, vol. 105(1), pages 141-143, October.
    47. Hicks, Diana, 1995. "Published Papers, Tacit Competencies and Corporate Management of the Public/Private Character of Knowledge," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 4(2), pages 401-424.
    48. Hottenrott, Hanna & Lopes-Bento, Cindy & Veugelers, Reinhilde, 2017. "Direct and cross scheme effects in a research and development," Research Policy, Elsevier, vol. 46(6), pages 1118-1132.
    49. Danzon, Patricia M. & Nicholson, Sean & Pereira, Nuno Sousa, 2005. "Productivity in pharmaceutical-biotechnology R&D: the role of experience and alliances," Journal of Health Economics, Elsevier, vol. 24(2), pages 317-339, March.
    50. Chamberlain, Gary, 1982. "Multivariate regression models for panel data," Journal of Econometrics, Elsevier, vol. 18(1), pages 5-46, January.
    51. Zvi Griliches, 1998. "Productivity and R&D at the Firm Level," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 100-133, National Bureau of Economic Research, Inc.
    52. Zvi Griliches, 1998. "Productivity, R&D, and Basic Research at the Firm Level in the 1970s," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 82-99, National Bureau of Economic Research, Inc.
    53. Cohen, Wesley M & Klepper, Steven, 1996. "Firm Size and the Nature of Innovation within Industries: The Case of Process and Product R&D," The Review of Economics and Statistics, MIT Press, vol. 78(2), pages 232-243, May.
    54. Arora, Ashish & Gambardella, Alfonso, 2010. "The Market for Technology," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 1, chapter 0, pages 641-678, Elsevier.
    55. Olley, G Steven & Pakes, Ariel, 1996. "The Dynamics of Productivity in the Telecommunications Equipment Industry," Econometrica, Econometric Society, vol. 64(6), pages 1263-1297, November.
    56. Jaegul Lee & Nicholas Berente, 2012. "Digital Innovation and the Division of Innovative Labor: Digital Controls in the Automotive Industry," Organization Science, INFORMS, vol. 23(5), pages 1428-1447, October.
    57. Kenneth J. Arrow, 1993. "Innovation in Large and Small Firms," Journal of Entrepreneurial Finance, Pepperdine University, Graziadio School of Business and Management, vol. 2(2), pages 111-124, Spring.
    58. Henry G. Grabowski, 1970. "Demand Shifting, Optimal Firm Growth, and Rule-of-Thumb Decision Making," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 84(2), pages 217-235.
    59. Ashish Arora & Sharon Belenzon & Andrea Patacconi, 2018. "The decline of science in corporate R&D," Strategic Management Journal, Wiley Blackwell, vol. 39(1), pages 3-32, January.
    60. Jan De Loecker & Frederic Warzynski, 2012. "Markups and Firm-Level Export Status," American Economic Review, American Economic Association, vol. 102(6), pages 2437-2471, October.
    61. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, December.
    62. William J. Baumol, 2002. "Entrepreneurship, Innovation and Growth: The David-Goliath Symbiosis," Journal of Entrepreneurial Finance, Pepperdine University, Graziadio School of Business and Management, vol. 7(2), pages 1-10, Summer.
    63. Papke, Leslie E & Wooldridge, Jeffrey M, 1996. "Econometric Methods for Fractional Response Variables with an Application to 401(K) Plan Participation Rates," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 11(6), pages 619-632, Nov.-Dec..
    64. Audretsch, David B & Stephan, Paula E, 1996. "Company-Scientist Locational Links: The Case of Biotechnology," American Economic Review, American Economic Association, vol. 86(3), pages 641-652, June.
    65. Mansfield, Edwin & Wagner, Samuel, 1975. "Organizational and Strategic Factors Associated with Probabilities of Success in Industrial R & D," The Journal of Business, University of Chicago Press, vol. 48(2), pages 179-198, April.
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    JEL classification:

    • L11 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Production, Pricing, and Market Structure; Size Distribution of Firms
    • O31 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Innovation and Invention: Processes and Incentives
    • O32 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Management of Technological Innovation and R&D

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