IDEAS home Printed from https://ideas.repec.org/a/eee/empfin/v50y2019icp20-42.html
   My bibliography  Save this article

Improved method for detecting acquirer fixed effects

Author

Listed:
  • de Bodt, Eric
  • Cousin, Jean-Gabriel
  • Roll, Richard

Abstract

Large merger and acquisition (M&A) samples feature the pervasive presence of repetitive acquirers. They offer an attractive empirical context for revealing the presence of acquirer fixed effects (permanent abnormal performance). But panel data M&A are quite heterogeneous; just a few acquirers undertake many M&As. Does this feature affect statistical inference? To investigate the issue, our study relies on simulations based on real data sets. The results suggest the existence of a bias, confirming suspicions reported in the extant literature about the validity of fixed-effect regression based statistics (R- square, adjusted R- square and fixed effects Fisher tests) used to detect the presence and significance of acquirer fixed effects. We introduce a new resampling method to detect acquirer fixed effects with attractive statistical properties (size and power) for samples of acquirers that complete at least five acquisitions. The proposed method confirms the presence of acquirer fixed effects but only for a marginal fraction of the acquirer population. This result is robust to endogenous attrition and varying time periods between successive transactions.

Suggested Citation

  • de Bodt, Eric & Cousin, Jean-Gabriel & Roll, Richard, 2019. "Improved method for detecting acquirer fixed effects," Journal of Empirical Finance, Elsevier, vol. 50(C), pages 20-42.
    • Handle: RePEc:eee:empfin:v:50:y:2019:i:c:p:20-42
    DOI: 10.1016/j.jempfin.2018.12.003
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0927539818300872
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.jempfin.2018.12.003?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. Schipper, Katherine & Thompson, Rex, 1983. "Evidence on the capitalized value of merger activity for acquiring firms," Journal of Financial Economics, Elsevier, vol. 11(1-4), pages 85-119, April.
    2. Morck, Randall & Shleifer, Andrei & Vishny, Robert W, 1990. "Do Managerial Objectives Drive Bad Acquisitions?," Journal of Finance, American Finance Association, vol. 45(1), pages 31-48, March.
    3. Gordon M. Phillips & Alexei Zhdanov, 2013. "R&D and the Incentives from Merger and Acquisition Activity," The Review of Financial Studies, Society for Financial Studies, vol. 26(1), pages 34-78.
    4. repec:oup:rfinst:v:26:y::i:1:p:34-78 is not listed on IDEAS
    5. Malatesta, Paul H. & Thompson, Rex, 1985. "Partially anticipated events: A model of stock price reactions with an application to corporate acquisitions," Journal of Financial Economics, Elsevier, vol. 14(2), pages 237-250, June.
    6. Aktas, Nihat & de Bodt, Eric & Roll, Richard, 2009. "Learning, hubris and corporate serial acquisitions," Journal of Corporate Finance, Elsevier, vol. 15(5), pages 543-561, December.
    7. Jensen, Michael C, 1986. "Agency Costs of Free Cash Flow, Corporate Finance, and Takeovers," American Economic Review, American Economic Association, vol. 76(2), pages 323-329, May.
    8. Mitchell, Mark L & Lehn, Kenneth, 1990. "Do Bad Bidders Become Good Targets?," Journal of Political Economy, University of Chicago Press, vol. 98(2), pages 372-398, April.
    9. Shleifer, Andrei & Vishny, Robert W., 2003. "Stock market driven acquisitions," Journal of Financial Economics, Elsevier, vol. 70(3), pages 295-311, December.
    10. Ohtani, Kazuhiro, 2000. "Bootstrapping R2 and adjusted R2 in regression analysis," Economic Modelling, Elsevier, vol. 17(4), pages 473-483, December.
    11. Jensen, Michael C. & Ruback, Richard S., 1983. "The market for corporate control : The scientific evidence," Journal of Financial Economics, Elsevier, vol. 11(1-4), pages 5-50, April.
    12. Micah S. Officer & Annette B. Poulsen & Mike Stegemoller, 2009. "Target-firm information asymmetry and acquirer returns," Review of Finance, European Finance Association, vol. 13(3), pages 467-493.
    13. Michael L. Lemmon & Michael R. Roberts & Jaime F. Zender, 2008. "Back to the Beginning: Persistence and the Cross‐Section of Corporate Capital Structure," Journal of Finance, American Finance Association, vol. 63(4), pages 1575-1608, August.
    14. Hansen, Robert G, 1987. "A Theory for the Choice of Exchange Medium in Mergers and Acquisitions," The Journal of Business, University of Chicago Press, vol. 60(1), pages 75-95, January.
    15. Sara B. Moeller & Frederik P. Schlingemann & René M. Stulz, 2007. "How Do Diversity of Opinion and Information Asymmetry Affect Acquirer Returns?," The Review of Financial Studies, Society for Financial Studies, vol. 20(6), pages 2047-2078, November.
    16. Marianne Bertrand & Antoinette Schoar, 2003. "Managing with Style: The Effect of Managers on Firm Policies," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(4), pages 1169-1208.
    17. C. Edward Fee & Charles J. Hadlock & Joshua R. Pierce, 2013. "Managers with and without Style: Evidence Using Exogenous Variation," The Review of Financial Studies, Society for Financial Studies, vol. 26(3), pages 567-601.
    18. Jan Bena & Kai Li, 2014. "Corporate Innovations and Mergers and Acquisitions," Journal of Finance, American Finance Association, vol. 69(5), pages 1923-1960, October.
    19. 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.
    20. Ronald W. Masulis & Cong Wang & Fei Xie, 2007. "Corporate Governance and Acquirer Returns," Journal of Finance, American Finance Association, vol. 62(4), pages 1851-1889, August.
    21. Brown, Stephen J. & Warner, Jerold B., 1985. "Using daily stock returns : The case of event studies," Journal of Financial Economics, Elsevier, vol. 14(1), pages 3-31, March.
    22. Roll, Richard, 1986. "The Hubris Hypothesis of Corporate Takeovers," The Journal of Business, University of Chicago Press, vol. 59(2), pages 197-216, April.
    23. Matthew Rhodes-Kropf & S. Viswanathan, 2004. "Market Valuation and Merger Waves," Journal of Finance, American Finance Association, vol. 59(6), pages 2685-2718, December.
    24. Kathleen Fuller & Jeffry Netter & Mike Stegemoller, 2002. "What Do Returns to Acquiring Firms Tell Us? Evidence from Firms That Make Many Acquisitions," Journal of Finance, American Finance Association, vol. 57(4), pages 1763-1793, August.
    25. Golubov, Andrey & Yawson, Alfred & Zhang, Huizhong, 2015. "Extraordinary acquirers," Journal of Financial Economics, Elsevier, vol. 116(2), pages 314-330.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Wen, Jun & Zhang, Sen & Chang, Chun-Ping, 2022. "Legal origins and innovation: Global evidence," Technological Forecasting and Social Change, Elsevier, vol. 174(C).
    2. Doan, Minh Phuong & Sercu, Piet, 2021. "Modelling multiperiod patterns in stock-market reactions to events, with an application to serial acquisitions," International Review of Financial Analysis, Elsevier, vol. 77(C).

    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. Andrey Golubov & Dimitris Petmezas & Nickolaos G. Travlos, 2013. "Empirical mergers and acquisitions research: a review of methods, evidence and managerial implications," Chapters, in: Adrian R. Bell & Chris Brooks & Marcel Prokopczuk (ed.), Handbook of Research Methods and Applications in Empirical Finance, chapter 12, pages 287-313, Edward Elgar Publishing.
    2. Aktas, Nihat & de Bodt, Eric & Roll, Richard, 2009. "Learning, hubris and corporate serial acquisitions," Journal of Corporate Finance, Elsevier, vol. 15(5), pages 543-561, December.
    3. Ma, Qingzhong & Whidbee, David A. & Zhang, Wei, 2019. "Acquirer reference prices and acquisition performance," Journal of Financial Economics, Elsevier, vol. 132(1), pages 175-199.
    4. An, Suwei, 2023. "Essays on incentive contracts, M&As, and firm risk," Other publications TiSEM dd97d2f5-1c9d-47c5-ba62-f, Tilburg University, School of Economics and Management.
    5. Eckbo, B. Espen, 2009. "Bidding strategies and takeover premiums: A review," Journal of Corporate Finance, Elsevier, vol. 15(1), pages 149-178, February.
    6. Aktas, Nihat & de Bodt, Eric & Roll, Richard, 2011. "Serial acquirer bidding: An empirical test of the learning hypothesis," Journal of Corporate Finance, Elsevier, vol. 17(1), pages 18-32, February.
    7. Shaomeng Li & Guy S. Liu & Andros Gregoriou, 2021. "Do more mergers and acquisitions create value for shareholders?," Review of Quantitative Finance and Accounting, Springer, vol. 56(2), pages 755-787, February.
    8. Leledakis, George & Mamatzakis, Emmanuel & Pirgiotakis, Manos & Travlos, Nikolaos, 2017. "What twenty years of regulations have to say about M&As of U.S. banks?," MPRA Paper 82977, University Library of Munich, Germany.
    9. Renneboog, Luc & Vansteenkiste, Cara, 2019. "Failure and success in mergers and acquisitions," Journal of Corporate Finance, Elsevier, vol. 58(C), pages 650-699.
    10. Martynova, M. & Renneboog, L.D.R., 2005. "Takeover Waves : Triggers, Performance and Motives," Discussion Paper 2005-029, Tilburg University, Tilburg Law and Economic Center.
    11. Bhagat, Sanjai & Dong, Ming & Hirshleifer, David & Noah, Robert, 2005. "Do tender offers create value? New methods and evidence," Journal of Financial Economics, Elsevier, vol. 76(1), pages 3-60, April.
    12. Neelam Rani & Surendra S Yadav & P.K. Jain, 2015. "Impact of Mergers and Acquisitions on Shareholders’ Wealth in the Short Run: An Event Study Approach," Vikalpa: The Journal for Decision Makers, , vol. 40(3), pages 293-312, September.
    13. Robert W. Faff & Abeyratna Gunasekarage & Syed M. M. Shams, 2020. "Does takeover competition affect acquisition choices and bidding firm performance? Australian evidence," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 60(4), pages 3581-3619, December.
    14. Renneboog, Luc & Vansteenkiste, Cara, 2019. "Failure and success in mergers and acquisitions," Other publications TiSEM 9baa3ffc-67cb-4647-9da5-a, Tilburg University, School of Economics and Management.
    15. 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.
    16. 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.
    17. Chung, Chune Young & Hur, Seok-Kyun & Wang, Kainan, 2017. "Strategic merger decisions across business cycles: Evidence from bidders' time-varying appetite for operating leverage," International Review of Economics & Finance, Elsevier, vol. 47(C), pages 143-158.
    18. Jaffe, Jeffrey & Pedersen, David & Voetmann, Torben, 2013. "Skill differences in corporate acquisitions," Journal of Corporate Finance, Elsevier, vol. 23(C), pages 166-181.
    19. Golubov, Andrey & Yawson, Alfred & Zhang, Huizhong, 2015. "Extraordinary acquirers," Journal of Financial Economics, Elsevier, vol. 116(2), pages 314-330.
    20. Shams, Syed, 2021. "Competition in the acquisition market and returns to bidders in Australia," Research in International Business and Finance, Elsevier, vol. 55(C).

    More about this item

    Keywords

    Mergers and acquisitions; Fixed effects; Attrition; Panel data;
    All these keywords.

    JEL classification:

    • G34 - Financial Economics - - Corporate Finance and Governance - - - Mergers; Acquisitions; Restructuring; Corporate Governance

    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:eee:empfin:v:50:y:2019:i:c:p:20-42. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/jempfin .

    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.