IDEAS home Printed from https://ideas.repec.org/a/eee/corfin/v76y2022ics0929119922001195.html
   My bibliography  Save this article

Too much to learn? The (un)intended consequences of RegTech development on mergers and acquisitions

Author

Listed:
  • Gu, Ming
  • Li, Dongxu
  • Ni, Xiaoran

Abstract

Regulatory and technological (RegTech) developments have been changing the nature of financial markets in recent decades. This paper documents the real effects of RegTech in the market of corporate control. Exploiting the staggered implementation of the EDGAR system from 1993 to 1996 as quasi-exogenous RegTech shocks, we find that RegTech developments reduce firm acquisitiveness, especially for growth firms, solo-bidder deals, and stock-based acquisitions. Our main findings still hold when employing the stack-cohort approach to address concerns regarding biased staggered DiD estimators. In addition, EDGAR implementation discourages informed trading and lowers the acquirers' announcement returns. Overall, our deal-level analyses show how RegTech development matters for firm investment decisions with more granularities. Our paper differs from but complements recent empirical evidence that EDGAR implementation increases the level of overall investment, suggesting that dampened managerial learning induces firms to switch from highly risky and uncertain projects (M&As) to routine projects with less uncertainty (capital expenditures).

Suggested Citation

  • Gu, Ming & Li, Dongxu & Ni, Xiaoran, 2022. "Too much to learn? The (un)intended consequences of RegTech development on mergers and acquisitions," Journal of Corporate Finance, Elsevier, vol. 76(C).
    • Handle: RePEc:eee:corfin:v:76:y:2022:i:c:s0929119922001195
    DOI: 10.1016/j.jcorpfin.2022.102276
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0929119922001195
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.jcorpfin.2022.102276?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. 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.
    2. Christina Zhu, 2019. "Big Data as a Governance Mechanism," The Review of Financial Studies, Society for Financial Studies, vol. 32(5), pages 2021-2061.
    3. Edmans, Alex & Jayaraman, Sudarshan & Schneemeier, Jan, 2017. "The source of information in prices and investment-price sensitivity," Journal of Financial Economics, Elsevier, vol. 126(1), pages 74-96.
    4. Dirk Jenter & Katharina Lewellen, 2015. "CEO Preferences and Acquisitions," Journal of Finance, American Finance Association, vol. 70(6), pages 2813-2852, December.
    5. Anand M. Goel & Anjan V. Thakor, 2010. "Do Envious CEOs Cause Merger Waves?," The Review of Financial Studies, Society for Financial Studies, vol. 23(2), pages 487-517, February.
    6. Dow, James & Gorton, Gary, 1997. "Stock Market Efficiency and Economic Efficiency: Is There a Connection?," Journal of Finance, American Finance Association, vol. 52(3), pages 1087-1129, July.
    7. Michael S. Drake & Darren T. Roulstone & Jacob R. Thornock, 2015. "The Determinants and Consequences of Information Acquisition via EDGAR," Contemporary Accounting Research, John Wiley & Sons, vol. 32(3), pages 1128-1161, September.
    8. 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.
    9. Marianne Bertrand & Sendhil Mullainathan, 2003. "Enjoying the Quiet Life? Corporate Governance and Managerial Preferences," Journal of Political Economy, University of Chicago Press, vol. 111(5), pages 1043-1075, October.
    10. Bennett, Benjamin & Stulz, René & Wang, Zexi, 2020. "Does the stock market make firms more productive?," Journal of Financial Economics, Elsevier, vol. 136(2), pages 281-306.
    11. John, Kose & Knyazeva, Anzhela & Knyazeva, Diana, 2015. "Employee rights and acquisitions," Journal of Financial Economics, Elsevier, vol. 118(1), pages 49-69.
    12. Gormley, Todd A. & Matsa, David A., 2016. "Playing it safe? Managerial preferences, risk, and agency conflicts," Journal of Financial Economics, Elsevier, vol. 122(3), pages 431-455.
    13. Huang, Qianqian & Jiang, Feng & Lie, Erik & Yang, Ke, 2014. "The role of investment banker directors in M&A," Journal of Financial Economics, Elsevier, vol. 112(2), pages 269-286.
    14. Peter Roosenboom & Frederik P. Schlingemann & Manuel Vasconcelos, 2014. "Does Stock Liquidity Affect Incentives to Monitor? Evidence from Corporate Takeovers," The Review of Financial Studies, Society for Financial Studies, vol. 27(8), pages 2392-2433.
    15. Ferris, Stephen P. & Jayaraman, Narayanan & Sabherwal, Sanjiv, 2013. "CEO Overconfidence and International Merger and Acquisition Activity," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 48(1), pages 137-164, February.
    16. Meng Gao & Jiekun Huang & Itay Goldstein, 2020. "Informing the Market: The Effect of Modern Information Technologies on Information Production," The Review of Financial Studies, Society for Financial Studies, vol. 33(4), pages 1367-1411.
    17. Meng Gao & Jiekun Huang & Itay GoldsteinEditor, 2020. "Informing the Market: The Effect of Modern Information Technologies on Information Production," Review of Finance, European Finance Association, vol. 33(4), pages 1367-1411.
    18. Verrecchia, Re, 1982. "The Use Of Mathematical-Models In Financial Accounting," Journal of Accounting Research, Wiley Blackwell, vol. 20, pages 1-42.
    19. Chen, Tao & Harford, Jarrad & Lin, Chen, 2015. "Do analysts matter for governance? Evidence from natural experiments," Journal of Financial Economics, Elsevier, vol. 115(2), pages 383-410.
    20. Duarte, Jefferson & Hu, Edwin & Young, Lance, 2020. "A comparison of some structural models of private information arrival," Journal of Financial Economics, Elsevier, vol. 135(3), pages 795-815.
    21. Yim, Soojin, 2013. "The acquisitiveness of youth: CEO age and acquisition behavior," Journal of Financial Economics, Elsevier, vol. 108(1), pages 250-273.
    22. Nguyen, Nam H. & Phan, Hieu V., 2017. "Policy Uncertainty and Mergers and Acquisitions," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 52(2), pages 613-644, April.
    23. Lee, Charles M. C., 2001. "Market efficiency and accounting research: a discussion of 'capital market research in accounting' by S.P. Kothari," Journal of Accounting and Economics, Elsevier, vol. 31(1-3), pages 233-253, September.
    24. Gerard Hoberg & Gordon Phillips, 2010. "Product Market Synergies and Competition in Mergers and Acquisitions: A Text-Based Analysis," The Review of Financial Studies, Society for Financial Studies, vol. 23(10), pages 3773-3811, October.
    25. Itay Goldstein & Wei Jiang & G Andrew Karolyi, 2019. "To FinTech and Beyond," The Review of Financial Studies, Society for Financial Studies, vol. 32(5), pages 1647-1661.
    26. Diamond, Douglas W & Verrecchia, Robert E, 1991. "Disclosure, Liquidity, and the Cost of Capital," Journal of Finance, American Finance Association, vol. 46(4), pages 1325-1359, September.
    27. Shleifer, Andrei & Vishny, Robert W., 2003. "Stock market driven acquisitions," Journal of Financial Economics, Elsevier, vol. 70(3), pages 295-311, December.
    28. Duchin, Ran & Schmidt, Breno, 2013. "Riding the merger wave: Uncertainty, reduced monitoring, and bad acquisitions," Journal of Financial Economics, Elsevier, vol. 107(1), pages 69-88.
    29. Harford, Jarrad, 2005. "What drives merger waves?," Journal of Financial Economics, Elsevier, vol. 77(3), pages 529-560, September.
    30. Jarrad Harford, 1999. "Corporate Cash Reserves and Acquisitions," Journal of Finance, American Finance Association, vol. 54(6), pages 1969-1997, December.
    31. Sudarshan Jayaraman & Joanna Shuang Wu, 2019. "Is Silence Golden? Real Effects of Mandatory Disclosure," The Review of Financial Studies, Society for Financial Studies, vol. 32(6), pages 2225-2259.
    32. 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.
    33. Benveniste, Lawrence M. & Spindt, Paul A., 1989. "How investment bankers determine the offer price and allocation of new issues," Journal of Financial Economics, Elsevier, vol. 24(2), pages 343-361.
    34. Baker, Andrew C. & Larcker, David F. & Wang, Charles C.Y., 2022. "How much should we trust staggered difference-in-differences estimates?," Journal of Financial Economics, Elsevier, vol. 144(2), pages 370-395.
    35. 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.
    36. Goodman-Bacon, Andrew, 2021. "Difference-in-differences with variation in treatment timing," Journal of Econometrics, Elsevier, vol. 225(2), pages 254-277.
    37. Garfinkel, Jon A. & Hankins, Kristine Watson, 2011. "The role of risk management in mergers and merger waves," Journal of Financial Economics, Elsevier, vol. 101(3), pages 515-532, September.
    38. Vasia Panousi & Dimitris Papanikolaou, 2012. "Investment, Idiosyncratic Risk, and Ownership," Journal of Finance, American Finance Association, vol. 67(3), pages 1113-1148, June.
    39. Joshua D. Angrist & Jörn-Steffen Pischke, 2009. "Mostly Harmless Econometrics: An Empiricist's Companion," Economics Books, Princeton University Press, edition 1, number 8769.
    40. Diamond, Douglas W, 1985. "Optimal Release of Information by Firms," Journal of Finance, American Finance Association, vol. 40(4), pages 1071-1094, September.
    41. Yuanzhi Luo, 2005. "Do Insiders Learn from Outsiders? Evidence from Mergers and Acquisitions," Journal of Finance, American Finance Association, vol. 60(4), pages 1951-1982, August.
    42. Qi Chen & Itay Goldstein & Wei Jiang, 2007. "Price Informativeness and Investment Sensitivity to Stock Price," The Review of Financial Studies, Society for Financial Studies, vol. 20(3), pages 619-650.
    43. Philip Bond & Alex Edmans & Itay Goldstein, 2012. "The Real Effects of Financial Markets," Annual Review of Financial Economics, Annual Reviews, vol. 4(1), pages 339-360, October.
    44. Jan Bena & Kai Li, 2014. "Corporate Innovations and Mergers and Acquisitions," Journal of Finance, American Finance Association, vol. 69(5), pages 1923-1960, October.
    45. Jiang, Feng & Qian, Yiming & Yonker, Scott E., 2019. "Hometown Biased Acquisitions," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 54(5), pages 2017-2051, October.
    46. Alex Edmans & Itay Goldstein & Wei Jiang, 2012. "The Real Effects of Financial Markets: The Impact of Prices on Takeovers," Journal of Finance, American Finance Association, vol. 67(3), pages 933-971, June.
    47. Samuels, Delphine & Taylor, Daniel J. & Verrecchia, Robert E., 2021. "The economics of misreporting and the role of public scrutiny," Journal of Accounting and Economics, Elsevier, vol. 71(1).
    48. Bonaime, Alice & Gulen, Huseyin & Ion, Mihai, 2018. "Does policy uncertainty affect mergers and acquisitions?," Journal of Financial Economics, Elsevier, vol. 129(3), pages 531-558.
    49. repec:bla:jfinan:v:59:y:2004:i:6:p:2685-2718 is not listed on IDEAS
    50. Ben-David, Itzhak & Drake, Michael S. & Roulstone, Darren T., 2015. "Acquirer Valuation and Acquisition Decisions: Identifying Mispricing Using Short Interest," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 50(1-2), pages 1-32, April.
    51. 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.
    52. 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.
    53. Erel, Isil & Jang, Yeejin & Minton, Bernadette A. & Weisbach, Michael S., 2021. "Corporate Liquidity, Acquisitions, and Macroeconomic Conditions," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 56(2), pages 443-474, March.
    54. Li, Frank Weikai & Sun, Chengzhu, 2022. "Information acquisition and expected returns: Evidence from EDGAR search traffic," Journal of Economic Dynamics and Control, Elsevier, vol. 141(C).
    55. 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.
    56. Rock, Kevin, 1986. "Why new issues are underpriced," Journal of Financial Economics, Elsevier, vol. 15(1-2), pages 187-212.
    57. Tor-Erik Bakke & Toni M. Whited, 2010. "Which Firms Follow the Market? An Analysis of Corporate Investment Decisions," The Review of Financial Studies, Society for Financial Studies, vol. 23(5), pages 1941-1980.
    58. Andrew Bird & Stephen A Karolyi & Thomas G Ruchti & Phong Truong, 2021. "More is Less: Publicizing Information and Market Feedback [Illiquidity and stock returns: cross-section and time-series effects]," Review of Finance, European Finance Association, vol. 25(3), pages 745-775.
    59. Todd A. Gormley & David A. Matsa, 2011. "Growing Out of Trouble? Corporate Responses to Liability Risk," The Review of Financial Studies, Society for Financial Studies, vol. 24(8), pages 2781-2821.
    60. 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.
    61. repec:bla:jfinan:v:59:y:2004:i:1:p:31-63 is not listed on IDEAS
    62. Ni, Xiaoran & Wang, Ye & Yin, David, 2021. "Does Modern Information Technology Attenuate Managerial Information Hoarding? Evidence from the EDGAR Implementation," Journal of Corporate Finance, Elsevier, vol. 71(C).
    63. B. Espen Eckbo, 2014. "Corporate Takeovers and Economic Efficiency," Annual Review of Financial Economics, Annual Reviews, vol. 6(1), pages 51-74, December.
    64. Itay Goldstein & Liyan Yang, 2015. "Information Diversity and Complementarities in Trading and Information Acquisition," Journal of Finance, American Finance Association, vol. 70(4), pages 1723-1765, August.
    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. Feng, Yun & Liu, Chelsea & Yawson, Alfred, 2023. "Economic shocks, M&A advisors, and industry takeover activity," Pacific-Basin Finance Journal, Elsevier, vol. 82(C).
    2. Itay Goldstein & Shijie Yang & Luo Zuo, 2020. "The Real Effects of Modern Information Technologies: Evidence from the EDGAR Implementation," NBER Working Papers 27529, National Bureau of Economic Research, Inc.
    3. Itay Goldstein, 2023. "Information in Financial Markets and Its Real Effects," Review of Finance, European Finance Association, vol. 27(1), pages 1-32.
    4. Bonaime, Alice & Gulen, Huseyin & Ion, Mihai, 2018. "Does policy uncertainty affect mergers and acquisitions?," Journal of Financial Economics, Elsevier, vol. 129(3), pages 531-558.
    5. 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.
    6. Liu, Tingting & Lu, Zhongjin (Gene) & Shu, Tao & Wei, Fengrong, 2022. "Unique bidder-target relatedness and synergies creation in mergers and acquisitions," Journal of Corporate Finance, Elsevier, vol. 73(C).
    7. Renneboog, Luc & Vansteenkiste, Cara, 2019. "Failure and success in mergers and acquisitions," Journal of Corporate Finance, Elsevier, vol. 58(C), pages 650-699.
    8. Chang, Eric C. & Lin, Tse-Chun & Ma, Xiaorong, 2020. "Governance through trading on acquisitions of public firms," Journal of Corporate Finance, Elsevier, vol. 65(C).
    9. Mamun, Abdullah & Mishra, Dev & Zhan, Lei, 2021. "The value of intangible capital transfer in mergers," Journal of Economics and Business, Elsevier, vol. 117(C).
    10. Aktas, Nihat & Cousin, Jean-Gabriel & Ozdakak, Ali & Zhang, Junyao, 2016. "Industry IPOs, growth opportunities, and private target acquisitions," Journal of Corporate Finance, Elsevier, vol. 37(C), pages 193-209.
    11. Bai, Ye & Girma, Sourafel & Riaño, Alejandro, 2024. "Corporate acquisitions and firm-level uncertainty: Domestic versus cross-border deals," Journal of International Money and Finance, Elsevier, vol. 140(C).
    12. 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.
    13. 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.
    14. Debarati Bhattacharya & Wei-Hsien Li, 2020. "Wealth effects of relative firm value in M&A deals: reallocation of physical versus intangible assets," Review of Quantitative Finance and Accounting, Springer, vol. 55(4), pages 1513-1548, November.
    15. 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.
    16. Huang, Qianqian & Jiang, Feng & Wu, Szu-Yin (Jennifer), 2018. "Does short-maturity debt discipline managers? Evidence from cash-rich firms' acquisition decisions," Journal of Corporate Finance, Elsevier, vol. 53(C), pages 133-154.
    17. Eckbo, B. Espen & Makaew, Tanakorn & Thorburn, Karin S., 2018. "Are stock-financed takeovers opportunistic?," Journal of Financial Economics, Elsevier, vol. 128(3), pages 443-465.
    18. 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.
    19. Goldstein, Itay & Yang, Liyan, 2019. "Good disclosure, bad disclosure," Journal of Financial Economics, Elsevier, vol. 131(1), pages 118-138.
    20. Sean Cleary & Ashrafee Hossain, 2020. "POSTCRISIS M&As AND THE IMPACT OF FINANCIAL CONSTRAINTS," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 43(2), pages 407-454, May.

    More about this item

    Keywords

    Regulation technology (RegTech); EDGAR; Mergers and acquisitions (M&As); Firm acquisitiveness; Price efficiency;
    All these keywords.

    JEL classification:

    • G34 - Financial Economics - - Corporate Finance and Governance - - - Mergers; Acquisitions; Restructuring; Corporate Governance
    • G31 - Financial Economics - - Corporate Finance and Governance - - - Capital Budgeting; Fixed Investment and Inventory Studies
    • G18 - Financial Economics - - General Financial Markets - - - Government Policy and Regulation

    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:corfin:v:76:y:2022:i:c:s0929119922001195. 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/jcorpfin .

    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.