IDEAS home Printed from https://ideas.repec.org/a/spr/empeco/v61y2021i5d10.1007_s00181-020-01973-6.html
   My bibliography  Save this article

Innovation spillover and merger decisions

Author

Listed:
  • Mahdiyeh Entezarkheir

    (Huron University College at University of Western Ontario)

  • Saeed Moshiri

    (University of Saskatchewan)

Abstract

The merger–innovation nexus has been well studied in the theoretical literature, but empirical evidence, particularly on the spillover impacts of innovation, is limited. Merger decisions are influenced by a series of macroeconomic and behavioural factors; however, internalizing innovation spillovers and keeping a competitive edge may also explain merger activities. In this paper, we investigate the impact of innovation spillovers on the likelihood of firms to merge, using a combined panel data set of mergers among publicly traded US manufacturing firms from 1980 to 2003. Innovation is measured using R&D investments and citation-weighted patents, and innovation spillover is proxied using the technological proximity of firms and rivals’ innovation. We include a series of control variables affecting merger decisions and address the potential endogeneity problem using previous R&D activities of firms. We find that innovative firms are on average more likely to merge. The results also show that within-industry inward spillovers increase the likelihood of mergers, but between-industry inward spillovers do not influence merger decisions significantly. Our main results are robust to alternative measures of innovation and spillovers as well as to different estimation methods such as propensity score matching.

Suggested Citation

  • Mahdiyeh Entezarkheir & Saeed Moshiri, 2021. "Innovation spillover and merger decisions," Empirical Economics, Springer, vol. 61(5), pages 2419-2448, November.
    • Handle: RePEc:spr:empeco:v:61:y:2021:i:5:d:10.1007_s00181-020-01973-6
    DOI: 10.1007/s00181-020-01973-6
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s00181-020-01973-6
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.
    File URL: https://libkey.io/10.1007/s00181-020-01973-6?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Roger Bandick & Holger Görg & Patrik Karpaty, 2016. "Foreign Acquisitions, Domestic Multinationals, and R&D," World Scientific Book Chapters, in: MULTINATIONAL ENTERPRISES AND HOST COUNTRY DEVELOPMENT Volume 53: World Scientific Studies in International Economics, chapter 4, pages 53-77, World Scientific Publishing Co. Pte. Ltd..
    2. Bronwyn H. Hall & Adam B. Jaffe & Manuel Trajtenberg, 2000. "Market Value and Patent Citations: A First Look," NBER Working Papers 7741, National Bureau of Economic Research, Inc.
    3. Reinganum, Jennifer F, 1983. "Uncertain Innovation and the Persistence of Monopoly," American Economic Review, American Economic Association, vol. 73(4), pages 741-748, September.
    4. Jean Tirole, 1988. "The Theory of Industrial Organization," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262200716, December.
    5. Jennifer F. Reinganum, 1985. "Innovation and Industry Evolution," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 100(1), pages 81-99.
    6. Philippe Aghion & Nick Bloom & Richard Blundell & Rachel Griffith & Peter Howitt, 2005. "Competition and Innovation: an Inverted-U Relationship," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(2), pages 701-728.
    7. Mahdiyeh Entezarkheir, 2017. "Patent thickets, defensive patenting, and induced R&D: an empirical analysis of the costs and potential benefits of fragmentation in patent ownership," Empirical Economics, Springer, vol. 52(2), pages 599-634, March.
    8. Cabral, Luis M. B., 2000. "Introduction to Industrial Organization," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262032864, December.
    9. Oulton, Nicholas, 1997. "Total Factor Productivity Growth and the Role of Externalities," National Institute Economic Review, National Institute of Economic and Social Research, vol. 162, pages 99-111, October.
    10. Shleifer, Andrei & Vishny, Robert W, 1992. "Liquidation Values and Debt Capacity: A Market Equilibrium Approach," Journal of Finance, American Finance Association, vol. 47(4), pages 1343-1366, September.
    11. Mitchell, Mark L. & Mulherin, J. Harold, 1996. "The impact of industry shocks on takeover and restructuring activity," Journal of Financial Economics, Elsevier, vol. 41(2), pages 193-229, June.
    12. Nicholas Bloom & Mark Schankerman & John Van Reenen, 2013. "Identifying Technology Spillovers and Product Market Rivalry," Econometrica, Econometric Society, vol. 81(4), pages 1347-1393, July.
    13. Aghion, Philippe & Howitt, Peter, 1992. "A Model of Growth through Creative Destruction," Econometrica, Econometric Society, vol. 60(2), pages 323-351, March.
    14. Carl Shapiro, 2001. "Navigating the Patent Thicket: Cross Licenses, Patent Pools, and Standard Setting," NBER Chapters, in: Innovation Policy and the Economy, Volume 1, pages 119-150, National Bureau of Economic Research, Inc.
    15. Srdan Komlenovic & Abdullah Mamun & Dev Mishra, 2011. "Business cycle and aggregate industry mergers," Journal of Economics and Finance, Springer;Academy of Economics and Finance, vol. 35(3), pages 239-259, July.
    16. Steffen Huck & Kai A. Konrad & Wieland Müller, 2000. "Merger in Contests," CESifo Working Paper Series 241, CESifo.
      • Huck, Steffen & Konrad, Kai A. & Müller, Wieland, 2000. "Merger in contests," SFB 373 Discussion Papers 2000,3, Humboldt University of Berlin, Interdisciplinary Research Project 373: Quantification and Simulation of Economic Processes.
    17. Vojislav Maksimovic & Gordon Phillips, 2001. "The Market for Corporate Assets: Who Engages in Mergers and Asset Sales and Are There Efficiency Gains?," Journal of Finance, American Finance Association, vol. 56(6), pages 2019-2065, December.
    18. Bronwyn H. Hall & Adam B. Jaffe & Manuel Trajtenberg, 2001. "The NBER Patent Citation Data File: Lessons, Insights and Methodological Tools," NBER Working Papers 8498, National Bureau of Economic Research, Inc.
    19. Giroud, Xavier & Mueller, Holger M., 2010. "Does corporate governance matter in competitive industries?," Journal of Financial Economics, Elsevier, vol. 95(3), pages 312-331, March.
    20. James S. Ang & Yingmei Cheng, 2006. "Direct Evidence On The Market‐Driven Acquisition Theory," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 29(2), pages 199-216, June.
    21. Bronwyn H. Hall, 1988. "The Effect of Takeover Activity on Corporate Research and Development," NBER Chapters, in: Corporate Takeovers: Causes and Consequences, pages 69-100, National Bureau of Economic Research, Inc.
    22. Michael Noel & Mark Schankerman, 2013. "Strategic Patenting and Software Innovation," Journal of Industrial Economics, Wiley Blackwell, vol. 61(3), pages 481-520, September.
    23. Michael L. Katz & Howard A. Shelanski, 2005. "Merger Policy and Innovation: Must Enforcement Change to Account for Technological Change?," NBER Chapters, in: Innovation Policy and the Economy, Volume 5, pages 109-165, National Bureau of Economic Research, Inc.
    24. Jeffrey I. Bernstein & M. Ishaq Nadiri, 1989. "Research and Development and Intra-industry Spillovers: An Empirical Application of Dynamic Duality," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 56(2), pages 249-267.
    25. Manuel Trajtenberg, 1990. "A Penny for Your Quotes: Patent Citations and the Value of Innovations," RAND Journal of Economics, The RAND Corporation, vol. 21(1), pages 172-187, Spring.
    26. Jaffe, Adam B, 1986. "Technological Opportunity and Spillovers of R&D: Evidence from Firms' Patents, Profits, and Market Value," American Economic Review, American Economic Association, vol. 76(5), pages 984-1001, December.
    27. Reinganum, Jennifer F, 1984. "Practical Implications of Game Theoretic Models of R&D," American Economic Review, American Economic Association, vol. 74(2), pages 61-66, May.
    28. Bronwyn H. Hall & Adam Jaffe & Manuel Trajtenberg, 2005. "Market Value and Patent Citations," RAND Journal of Economics, The RAND Corporation, vol. 36(1), pages 16-38, Spring.
    29. George Norman & Lynne Pepall, 2004. "Knowledge Spillovers, Mergers and Public Policy in Economic Clusters," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 25(2), pages 155-174, June.
    30. Tomaso Duso & Lars-Hendrik Röller & Jo Seldeslachts, 2014. "Collusion Through Joint R&D: An Empirical Assessment," The Review of Economics and Statistics, MIT Press, vol. 96(2), pages 349-370, May.
    31. Mahdiyeh Entezarkheir & Saeed Moshiri, 2019. "Is innovation a factor in merger decisions? Evidence from a panel of US firms," Empirical Economics, Springer, vol. 57(5), pages 1783-1809, November.
    32. 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.
    33. Kenneth Arrow, 1962. "Economic Welfare and the Allocation of Resources for Invention," NBER Chapters, in: The Rate and Direction of Inventive Activity: Economic and Social Factors, pages 609-626, National Bureau of Economic Research, Inc.
    34. Xinlei Zhao, 2009. "Technological Innovation and Acquisitions," Management Science, INFORMS, vol. 55(7), pages 1170-1183, July.
    35. Shleifer, Andrei & Vishny, Robert W., 2003. "Stock market driven acquisitions," Journal of Financial Economics, Elsevier, vol. 70(3), pages 295-311, December.
    36. Melicher, Ronald W & Ledolter, Johannes & D'Antonio, Louis J, 1983. "A Time Series Analysis of Aggregate Merger Activity," The Review of Economics and Statistics, MIT Press, vol. 65(3), pages 423-430, August.
    37. Nigel Driffield & James H Love & Stefano Menghinello, 2010. "The multinational enterprise as a source of international knowledge flows: Direct evidence from Italy," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 41(2), pages 350-359, February.
    38. Harford, Jarrad, 2005. "What drives merger waves?," Journal of Financial Economics, Elsevier, vol. 77(3), pages 529-560, September.
    39. Marco Caliendo & Sabine Kopeinig, 2008. "Some Practical Guidance For The Implementation Of Propensity Score Matching," Journal of Economic Surveys, Wiley Blackwell, vol. 22(1), pages 31-72, February.
    40. Rhodes-Kropf, Matthew & Robinson, David T. & Viswanathan, S., 2005. "Valuation waves and merger activity: The empirical evidence," Journal of Financial Economics, Elsevier, vol. 77(3), pages 561-603, September.
    41. Mulherin, J. Harold & Boone, Audra L., 2000. "Comparing acquisitions and divestitures," Journal of Corporate Finance, Elsevier, vol. 6(2), pages 117-139, July.
    42. Hall, Bronwyn H. & Mairesse, Jacques, 1995. "Exploring the relationship between R&D and productivity in French manufacturing firms," Journal of Econometrics, Elsevier, vol. 65(1), pages 263-293, January.
    43. Ming Dong & David Hirshleifer & Scott Richardson & Siew Hong Teoh, 2006. "Does Investor Misvaluation Drive the Takeover Market?," Journal of Finance, American Finance Association, vol. 61(2), pages 725-762, April.
    44. Boyan Jovanovic & Peter L. Rousseau, 2002. "The Q-Theory of Mergers," American Economic Review, American Economic Association, vol. 92(2), pages 198-204, May.
    45. Mahdiyeh Entezarkheir & Saeed Moshiri, 2018. "Mergers and innovation: evidence from a panel of US firms," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 27(2), pages 132-153, February.
    46. Hasbrouck, Joel, 1985. "The characteristics of takeover targets and other measures," Journal of Banking & Finance, Elsevier, vol. 9(3), pages 351-362, September.
    47. 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.
    48. Jaffe, Adam B, 1989. "Real Effects of Academic Research," American Economic Review, American Economic Association, vol. 79(5), pages 957-970, December.
    49. Juan Alcácer & Wilbur Chung, 2007. "Location Strategies and Knowledge Spillovers," Management Science, INFORMS, vol. 53(5), pages 760-776, May.
    50. Baptista, Rui, 2000. "Do innovations diffuse faster within geographical clusters?," International Journal of Industrial Organization, Elsevier, vol. 18(3), pages 515-535, April.
    51. Jan Bena & Kai Li, 2014. "Corporate Innovations and Mergers and Acquisitions," Journal of Finance, American Finance Association, vol. 69(5), pages 1923-1960, October.
    52. Higgins, Matthew J. & Rodriguez, Daniel, 2006. "The outsourcing of R&D through acquisitions in the pharmaceutical industry," Journal of Financial Economics, Elsevier, vol. 80(2), pages 351-383, May.
    53. Jost, Peter-J. & van der Velden, Claus, 2008. "Organizational design of R&D after mergers and the role of budget responsibility," Journal of Economics and Business, Elsevier, vol. 60(5), pages 469-484.
    54. Michael Gort, 1969. "An Economic Disturbance Theory of Mergers," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 83(4), pages 624-642.
    55. Patricia M. Danzon & Andrew Epstein & Sean Nicholson, 2007. "Mergers and acquisitions in the pharmaceutical and biotech industries," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 28(4-5), pages 307-328.
    56. Matthew Rhodes-Kropf & S. Viswanathan, 2004. "Market Valuation and Merger Waves," Journal of Finance, American Finance Association, vol. 59(6), pages 2685-2718, December.
    57. Nancy T. Gallini, 2002. "The Economics of Patents: Lessons from Recent U.S. Patent Reform," Journal of Economic Perspectives, American Economic Association, vol. 16(2), pages 131-154, Spring.
    58. Hall, Bronwyn H & Ziedonis, Rosemarie Ham, 2001. "The Patent Paradox Revisited: An Empirical Study of Patenting in the U.S. Semiconductor Industry, 1979-1995," RAND Journal of Economics, The RAND Corporation, vol. 32(1), pages 101-128, Spring.
    59. Gregor Andrade & Mark Mitchell & Erik Stafford, 2001. "New Evidence and Perspectives on Mergers," Journal of Economic Perspectives, American Economic Association, vol. 15(2), pages 103-120, Spring.
    60. Saeed Moshiri & Wayne Simpson, 2011. "Information technology and the changing workplace in Canada: firm-level evidence," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 20(6), pages 1601-1636, December.
    61. Loughran, Tim & Vijh, Anand M, 1997. "Do Long-Term Shareholders Benefit from Corporate Acquisitions?," Journal of Finance, American Finance Association, vol. 52(5), pages 1765-1790, December.
    62. Moeller, Sara B. & Schlingemann, Frederik P. & Stulz, Rene M., 2004. "Firm size and the gains from acquisitions," Journal of Financial Economics, Elsevier, vol. 73(2), pages 201-228, August.
    63. Richard Blundell & Rachel Griffith & John van Reenen, 1999. "Market Share, Market Value and Innovation in a Panel of British Manufacturing Firms," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 66(3), pages 529-554.
    64. Nigel Driffield, 2001. "The Impact on Domestic Productivity of Inward Investment in the UK," Manchester School, University of Manchester, vol. 69(1), pages 103-119, January.
    65. Klaus Gugler & Ralph Siebert, 2007. "Market Power versus Efficiency Effects of Mergers and Research Joint Ventures: Evidence from the Semiconductor Industry," The Review of Economics and Statistics, MIT Press, vol. 89(4), pages 645-659, November.
    66. Andrade, Gregor & Stafford, Erik, 2004. "Investigating the economic role of mergers," Journal of Corporate Finance, Elsevier, vol. 10(1), pages 1-36, January.
    67. Juan Alcácer & Minyuan Zhao, 2012. "Local R&D Strategies and Multilocation Firms: The Role of Internal Linkages," Management Science, INFORMS, vol. 58(4), pages 734-753, April.
    68. Gilbert, Richard J & Newbery, David M G, 1982. "Preemptive Patenting and the Persistence of Monopoly," American Economic Review, American Economic Association, vol. 72(3), pages 514-526, June.
    69. McQueen, Grant & Roley, V Vance, 1993. "Stock Prices, News, and Business Conditions," The Review of Financial Studies, Society for Financial Studies, vol. 6(3), pages 683-707.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Mahdiyeh Entezarkheir & Saeed Moshiri, 2019. "Is innovation a factor in merger decisions? Evidence from a panel of US firms," Empirical Economics, Springer, vol. 57(5), pages 1783-1809, November.
    2. Martynova, Marina & Renneboog, Luc, 2008. "A century of corporate takeovers: What have we learned and where do we stand?," Journal of Banking & Finance, Elsevier, vol. 32(10), pages 2148-2177, October.
    3. Srdan Komlenovic & Abdullah Mamun & Dev Mishra, 2011. "Business cycle and aggregate industry mergers," Journal of Economics and Finance, Springer;Academy of Economics and Finance, vol. 35(3), pages 239-259, July.
    4. Ovtchinnikov, Alexei V., 2013. "Merger waves following industry deregulation," Journal of Corporate Finance, Elsevier, vol. 21(C), pages 51-76.
    5. Mahdiyeh Entezarkheir, 2017. "Patent thickets, defensive patenting, and induced R&D: an empirical analysis of the costs and potential benefits of fragmentation in patent ownership," Empirical Economics, Springer, vol. 52(2), pages 599-634, March.
    6. Martynova, M. & Renneboog, L.D.R., 2005. "Takeover Waves : Triggers, Performance and Motives," Discussion Paper 2005-029, Tilburg University, Tilburg Law and Economic Center.
    7. Simonyan, Karen, 2014. "What determines takeover premia: An empirical analysis," Journal of Economics and Business, Elsevier, vol. 75(C), pages 93-125.
    8. Tianxu Jiang & Min Zhu, 2021. "The impact of innovation on companies’ cross-border mergers and acquisitions: evidence from China," Quality & Quantity: International Journal of Methodology, Springer, vol. 55(3), pages 969-991, June.
    9. Martynova, M., 2006. "The market for corporate control and corporate governance regulation in Europe," Other publications TiSEM 8651e281-4914-41f2-ac14-1, Tilburg University, School of Economics and Management.
    10. Eckbo, B. Espen, 2009. "Bidding strategies and takeover premiums: A review," Journal of Corporate Finance, Elsevier, vol. 15(1), pages 149-178, February.
    11. Rhodes-Kropf, Matthew & Robinson, David T. & Viswanathan, S., 2005. "Valuation waves and merger activity: The empirical evidence," Journal of Financial Economics, Elsevier, vol. 77(3), pages 561-603, September.
    12. Mamun, Abdullah & Mishra, Dev & Zhan, Lei, 2021. "The value of intangible capital transfer in mergers," Journal of Economics and Business, Elsevier, vol. 117(C).
    13. Liu Yang, 2008. "The Real Determinants of Asset Sales," Journal of Finance, American Finance Association, vol. 63(5), pages 2231-2262, October.
    14. Abdullah Mamun & Dev Mishra, 2012. "Industry Merger Intensity and Cost of Capital," International Review of Finance, International Review of Finance Ltd., vol. 12(4), pages 469-490, December.
    15. Farida Akhtar, 2016. "The probability of a firm making a takeover bid: An empirical analysis of Australian firms," Australian Journal of Management, Australian School of Business, vol. 41(1), pages 27-54, February.
    16. repec:wsi:acsxxx:v:21:y:2019:i:08:n:s1363919619500129 is not listed on IDEAS
    17. Harford, Jarrad, 2005. "What drives merger waves?," Journal of Financial Economics, Elsevier, vol. 77(3), pages 529-560, September.
    18. Chondrakis, George, 2016. "Unique synergies in technology acquisitions," Research Policy, Elsevier, vol. 45(9), pages 1873-1889.
    19. Benjamin Auer & Frank Schuhmacher, 2013. "RETRACTED ARTICLE: Investor sentiment, stock market valuation and merger activity," International Review of Economics, Springer;Happiness Economics and Interpersonal Relations (HEIRS), vol. 60(2), pages 245-245, June.
    20. Meng, Bo & Vijh, Anand M., 2021. "Stock merger activity and industry performance," Journal of Banking & Finance, Elsevier, vol. 129(C).
    21. (Jennifer) Wu, Szu-Yin & Chung, Kee H., 2019. "Corporate innovation, likelihood to be acquired, and takeover premiums," Journal of Banking & Finance, Elsevier, vol. 108(C).

    More about this item

    Keywords

    Merger; Innovation; R&D; Spillovers; Competition; Patent;
    All these keywords.

    JEL classification:

    • L12 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Monopoly; Monopolization Strategies
    • L13 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Oligopoly and Other Imperfect Markets
    • L22 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Firm Organization and Market Structure
    • L40 - Industrial Organization - - Antitrust Issues and Policies - - - General
    • L44 - Industrial Organization - - Antitrust Issues and Policies - - - Antitrust Policy and Public Enterprise, Nonprofit Institutions, and Professional Organizations
    • L60 - Industrial Organization - - Industry Studies: Manufacturing - - - General
    • 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
    • O34 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Intellectual Property and Intellectual Capital

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:empeco:v:61:y:2021:i:5:d:10.1007_s00181-020-01973-6. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.