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Corporate diversification and R&D intensity dynamics

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  • Alonso-Borrego, César
  • Forcadell, Francisco Javier

Abstract

We study the dynamic bidirectional relationship between firm R&D intensity and corporate diversification, using longitudinal data of Spanish manufacturing companies. Our empirical approach takes into account the censored nature of the dependent variables and the existence of firm-specific unobserved heterogeneity. Whereas we find a positive linear effect of R&D intensity on related diversification, the evidence about the effect of related diversification on R&D intensity takes the form of an inverted U. Hence, the effect of related diversification on R&D intensity is positive but marginally decreasing for moderate levels of related diversification, but such effect can turn out negative for high levels of related diversification. Additionally, the consequences of the dynamic relation are that the effects are substantially larger in the long-run than in the short-run.

Suggested Citation

  • Alonso-Borrego, César & Forcadell, Francisco Javier, 2007. "Corporate diversification and R&D intensity dynamics," UC3M Working papers. Economics we078249, Universidad Carlos III de Madrid. Departamento de Economía.
    • Handle: RePEc:cte:werepe:we078249
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    1. Hansen, Lars Peter, 1982. "Large Sample Properties of Generalized Method of Moments Estimators," Econometrica, Econometric Society, vol. 50(4), pages 1029-1054, July.
    2. Rongxin Chen, 1996. "Technological Expansion: the Interaction Between Diversification Strategy and Organizational Capability," Journal of Management Studies, Wiley Blackwell, vol. 33(5), pages 649-666, September.
    3. Jacquemin, Alexis P & Berry, Charles H, 1979. "Entropy Measure of Diversification and Corporate Growth," Journal of Industrial Economics, Wiley Blackwell, vol. 27(4), pages 359-369, June.
    4. Rachel Davis & L. G. Thomas, 1993. "Direct Estimation of Synergy: A New Approach to the Diversity-Performance Debate," Management Science, INFORMS, vol. 39(11), pages 1334-1346, November.
    5. César Alonso-Borrego & Dolores Collado, 2002. "Innovation and Job Creation and Destruction . Evidence from Spain," Recherches économiques de Louvain, De Boeck Université, vol. 68(1), pages 148-168.
    6. Holtz-Eakin, Douglas & Newey, Whitney & Rosen, Harvey S, 1988. "Estimating Vector Autoregressions with Panel Data," Econometrica, Econometric Society, vol. 56(6), pages 1371-1395, November.
    7. Kajal Lahiri, 2005. "Analysis of Panel Data," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 87(4), pages 1093-1095.
    8. Sayan Chatterjee & Jagdip Singh, 1999. "Are Tradeoffs Inherent in Diversification Moves? A Simultaneous Model for Type of Diversification and Mode of Expansion Decisions," Management Science, INFORMS, vol. 45(1), pages 25-41, January.
    9. Constance E. Helfat & Kathleen M. Eisenhardt, 2004. "Inter‐temporal economies of scope, organizational modularity, and the dynamics of diversification," Strategic Management Journal, Wiley Blackwell, vol. 25(13), pages 1217-1232, December.
    10. Manuel Arellano & Olympia Bover & José M. Labeaga, 1997. "Authoregressive Models with Sample Selectivity for Panel Data," Working Papers wp1997_9706, CEMFI.
    11. Charles W. L. Hill & Scott A. Snell, 1988. "External control, corporate strategy, and firm performance in research‐intensive industries," Strategic Management Journal, Wiley Blackwell, vol. 9(6), pages 577-590, November.
    12. Hüseyin Tanriverdi & N. Venkatraman, 2005. "Knowledge relatedness and the performance of multibusiness firms," Strategic Management Journal, Wiley Blackwell, vol. 26(2), pages 97-119, February.
    13. Robert E. Hoskisson & Michael A. Hitt, 1988. "Strategic control systems and relative r&d investment in large multiproduct firms," Strategic Management Journal, Wiley Blackwell, vol. 9(6), pages 605-621, November.
    14. J. Michael Geringer & Stephen Tallman & David M. Olsen, 2000. "Product and international diversification among Japanese multinational firms," Strategic Management Journal, Wiley Blackwell, vol. 21(1), pages 51-80, January.
    15. David J. Teece, 2003. "Towards an Economic Theory of the Multiproduct Firm," World Scientific Book Chapters, in: Essays In Technology Management And Policy Selected Papers of David J Teece, chapter 15, pages 419-446, World Scientific Publishing Co. Pte. Ltd..
    16. Sea Jin Chang & Harbir Singh, 1999. "The impact of modes of entry and resource fit on modes of exit by multibusiness firms," Strategic Management Journal, Wiley Blackwell, vol. 20(11), pages 1019-1035, November.
    17. ANITA M. McGAHAN & MICHAEL E. PORTER, 1997. "How Much Does Industry Matter, Really?," Strategic Management Journal, Wiley Blackwell, vol. 18(S1), pages 15-30, July.
    18. Fernando Merino & Diego R. Rodríguez, 1997. "A consistent analysis of diversification decisions with non‐observable firm effects," Strategic Management Journal, Wiley Blackwell, vol. 18(9), pages 733-743, October.
    19. Heckman, James J, 1978. "Dummy Endogenous Variables in a Simultaneous Equation System," Econometrica, Econometric Society, vol. 46(4), pages 931-959, July.
    20. Montgomery, Cynthia A. & Hariharan, S., 1991. "Diversified expansion by large established firms," Journal of Economic Behavior & Organization, Elsevier, vol. 15(1), pages 71-89, January.
    21. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    22. Krishna Palepu, 1985. "Diversification strategy, profit performance and the entropy measure," Strategic Management Journal, Wiley Blackwell, vol. 6(3), pages 239-255, July.
    23. Hsiao,Cheng & Pesaran,M. Hashem & Lahiri,Kajal & Lee,Lung Fei (ed.), 1999. "Analysis of Panels and Limited Dependent Variable Models," Cambridge Books, Cambridge University Press, number 9780521631693.
    24. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    25. Douglas J. Miller, 2004. "Firms' technological resources and the performance effects of diversification: a longitudinal study," Strategic Management Journal, Wiley Blackwell, vol. 25(11), pages 1097-1119, November.
    26. Olympia Bover & Manuel Arellano, 1997. "Estimating limited dependent variable models from panel data," Investigaciones Economicas, Fundación SEPI, vol. 21(2), pages 141-166, May.
    27. Sayan Chatterjee & Birger Wernerfelt, 1991. "The link between resources and type of diversification: Theory and evidence," Strategic Management Journal, Wiley Blackwell, vol. 12(1), pages 33-48, January.
    28. Richard A. Bettis, 1981. "Performance differences in related and unrelated diversified firms," Strategic Management Journal, Wiley Blackwell, vol. 2(4), pages 379-393, October.
    29. Andrew Delios & Paul W. Beamish, 1999. "Geographic scope, product diversification, and the corporate performance of Japanese firms," Strategic Management Journal, Wiley Blackwell, vol. 20(8), pages 711-727, August.
    30. Lecraw, Donald J, 1984. "Diversification Strategy and Performance," Journal of Industrial Economics, Wiley Blackwell, vol. 33(2), pages 179-198, December.
    31. Richard A. Bettis & Vijay Mahajan, 1985. "Risk/Return Performance of Diversified Firms," Management Science, INFORMS, vol. 31(7), pages 785-799, July.
    32. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    33. Brian S. Silverman, 1999. "Technological Resources and the Direction of Corporate Diversification: Toward an Integration of the Resource-Based View and Transaction Cost Economics," Management Science, INFORMS, vol. 45(8), pages 1109-1124, August.
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    More about this item

    Keywords

    R&D Intensity;

    JEL classification:

    • L22 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Firm Organization and Market Structure
    • M11 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Business Administration - - - Production Management
    • C33 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Models with Panel Data; Spatio-temporal Models
    • C34 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Truncated and Censored Models; Switching Regression Models

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