IDEAS home Printed from https://ideas.repec.org/a/inm/ormnsc/v70y2024i1p309-331.html

RegTech Adoption and the Cost of Capital

Author

Listed:
  • Sandy Lai

    (College of Management, National Taiwan University, Taipei City 106, Taiwan)

  • Chen Lin

    (Faculty of Business and Economics, University of Hong Kong, Lung Fu Shan, Hong Kong)

  • Xiaorong Ma

    (Faculty of Business Administration, University of Macau, Taipa, Macau, China)

Abstract

This paper studies the cost of capital effect of a major regulatory technology, or RegTech, event: the staggered implementation of the Electronic Data Gathering, Analysis, and Retrieval (EDGAR) system of the Securities and Exchange Commission in the period from 1993 to 1996. This event represents a largely exogenous shock to corporate information dissemination technologies, resulting in a considerable reduction in information acquisition costs for investors. Using a difference-in-differences research design, we show that the cost of equity capital declines substantially after a firm switches from paper filing to mandatory electronic filing in EDGAR. The effect is stronger for small firms and firms with low analyst coverage and low institutional ownership. We identify three channels through which EDGAR affects a firm’s cost of capital: the liquidity, risk-taking, and corporate governance channels. EDGAR implementation also improves a firm’s investment efficiency significantly. We find evidence that the marginal value of a firm’s capital investment and cash is higher during the post-EDGAR period.

Suggested Citation

  • Sandy Lai & Chen Lin & Xiaorong Ma, 2024. "RegTech Adoption and the Cost of Capital," Management Science, INFORMS, vol. 70(1), pages 309-331, January.
    • Handle: RePEc:inm:ormnsc:v:70:y:2024:i:1:p:309-331
    DOI: 10.1287/mnsc.2022.4660
    as

    Download full text from publisher

    File URL: http://dx.doi.org/10.1287/mnsc.2022.4660
    Download Restriction: no
    File URL: https://libkey.io/10.1287/mnsc.2022.4660?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
    ---><---

    References listed on IDEAS

    as
    1. Basak, Suleyman & Cuoco, Domenico, 1998. "An Equilibrium Model with Restricted Stock Market Participation," The Review of Financial Studies, Society for Financial Studies, vol. 11(2), pages 309-341.
    2. Shivakumar, Lakshmanan, 2000. "Do firms mislead investors by overstating earnings before seasoned equity offerings?," Journal of Accounting and Economics, Elsevier, vol. 29(3), pages 339-371, June.
    3. Ľuboš Pástor & Meenakshi Sinha & Bhaskaran Swaminathan, 2008. "Estimating the Intertemporal Risk–Return Tradeoff Using the Implied Cost of Capital," Journal of Finance, American Finance Association, vol. 63(6), pages 2859-2897, December.
    4. 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.
    5. 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.
    6. Shleifer, Andrei & Vishny, Robert W, 1997. "A Survey of Corporate Governance," Journal of Finance, American Finance Association, vol. 52(2), pages 737-783, June.
    7. Asthana, Sharad & Balsam, Steven, 2001. "The effect of EDGAR on the market reaction to 10-K filings," Journal of Accounting and Public Policy, Elsevier, vol. 20(4-5), pages 349-372.
    8. James A. Ohlson & Beate E. Juettner-Nauroth, 2005. "Expected EPS and EPS Growth as Determinantsof Value," Review of Accounting Studies, Springer, vol. 10(2), pages 349-365, September.
    9. Richardson, Scott A. & Sloan, Richard G. & Soliman, Mark T. & Tuna, Irem, 2005. "Accrual reliability, earnings persistence and stock prices," Journal of Accounting and Economics, Elsevier, vol. 39(3), pages 437-485, September.
    10. Blankespoor, Elizabeth & deHaan, Ed & Marinovic, Iván, 2020. "Disclosure processing costs, investors’ information choice, and equity market outcomes: A review," Journal of Accounting and Economics, Elsevier, vol. 70(2).
    11. French, Kenneth R. & Schwert, G. William & Stambaugh, Robert F., 1987. "Expected stock returns and volatility," Journal of Financial Economics, Elsevier, vol. 19(1), pages 3-29, September.
    12. Doruk Cengiz & Arindrajit Dube & Attila Lindner & Ben Zipperer, 2019. "The Effect of Minimum Wages on Low-Wage Jobs," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 134(3), pages 1405-1454.
    13. Glosten, Lawrence R. & Milgrom, Paul R., 1985. "Bid, ask and transaction prices in a specialist market with heterogeneously informed traders," Journal of Financial Economics, Elsevier, vol. 14(1), pages 71-100, March.
    14. Hou, Kewei & van Dijk, Mathijs A. & Zhang, Yinglei, 2012. "The implied cost of capital: A new approach," Journal of Accounting and Economics, Elsevier, vol. 53(3), pages 504-526.
    15. Grossman, Sanford J & Stiglitz, Joseph E, 1980. "On the Impossibility of Informationally Efficient Markets," American Economic Review, American Economic Association, vol. 70(3), pages 393-408, June.
    16. Amihud, Yakov & Mendelson, Haim, 1986. "Asset pricing and the bid-ask spread," Journal of Financial Economics, Elsevier, vol. 17(2), pages 223-249, December.
    17. Chen, Huaizhi & Cohen, Lauren & Gurun, Umit & Lou, Dong & Malloy, Christopher, 2020. "IQ from IP: Simplifying search in portfolio choice," Journal of Financial Economics, Elsevier, vol. 138(1), pages 118-137.
    18. Jones, Jj, 1991. "Earnings Management During Import Relief Investigations," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 29(2), pages 193-228.
    19. Ronald W. Masulis & Cong Wang & Fei Xie, 2009. "Agency Problems at Dual‐Class Companies," Journal of Finance, American Finance Association, vol. 64(4), pages 1697-1727, August.
    20. James Claus & Jacob Thomas, 2001. "Equity Premia as Low as Three Percent? Evidence from Analysts' Earnings Forecasts for Domestic and International Stock Markets," Journal of Finance, American Finance Association, vol. 56(5), pages 1629-1666, October.
    21. Alexander Shapiro, 2002. "The Investor Recognition Hypothesis in a Dynamic General Equilibrium: Theory and Evidence," The Review of Financial Studies, Society for Financial Studies, vol. 15(1), pages 97-141, March.
    22. Huang, Roger D & Stoll, Hans R, 1997. "The Components of the Bid-Ask Spread: A General Approach," The Review of Financial Studies, Society for Financial Studies, vol. 10(4), pages 995-1034.
    23. Lesmond, David A & Ogden, Joseph P & Trzcinka, Charles A, 1999. "A New Estimate of Transaction Costs," The Review of Financial Studies, Society for Financial Studies, vol. 12(5), pages 1113-1141.
    24. William R. Gebhardt & Charles M. C. Lee & Bhaskaran Swaminathan, 2001. "Toward an Implied Cost of Capital," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 39(1), pages 135-176, June.
    25. Merton, Robert C, 1987. "A Simple Model of Capital Market Equilibrium with Incomplete Information," Journal of Finance, American Finance Association, vol. 42(3), pages 483-510, July.
    26. Verrecchia, Robert E, 1982. "Information Acquisition in a Noisy Rational Expectations Economy," Econometrica, Econometric Society, vol. 50(6), pages 1415-1430, November.
    27. Amihud, Yakov, 2002. "Illiquidity and stock returns: cross-section and time-series effects," Journal of Financial Markets, Elsevier, vol. 5(1), pages 31-56, January.
    28. Carola Frydman & Raven E. Saks, 2010. "Executive Compensation: A New View from a Long-Term Perspective, 1936--2005," The Review of Financial Studies, Society for Financial Studies, vol. 23(5), pages 2099-2138.
    29. Barry, Christopher B. & Brown, Stephen J., 1985. "Differential Information and Security Market Equilibrium," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 20(4), pages 407-422, December.
    30. Armstrong, Christopher S. & Balakrishnan, Karthik & Cohen, Daniel, 2012. "Corporate governance and the information environment: Evidence from state antitakeover laws," Journal of Accounting and Economics, Elsevier, vol. 53(1), pages 185-204.
    31. Richard Lambert & Christian Leuz & Robert E. Verrecchia, 2007. "Accounting Information, Disclosure, and the Cost of Capital," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 45(2), pages 385-420, May.
    32. 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.
    33. Patricia M. Dechow & Weili Ge & Chad R. Larson & Richard G. Sloan, 2011. "Predicting Material Accounting Misstatements," Contemporary Accounting Research, John Wiley & Sons, vol. 28(1), pages 17-82, March.
    34. Michaely, Roni & Womack, Kent L, 1999. "Conflict of Interest and the Credibility of Underwriter Analyst Recommendations," The Review of Financial Studies, Society for Financial Studies, vol. 12(4), pages 653-686.
    35. Chen, Huaizhi & Cohen, Lauren & Gurun, Umit & Lou, Dong & Malloy, Christopher, 2020. "IQ from IP: simplifying search in portfolio choice," LSE Research Online Documents on Economics 101133, London School of Economics and Political Science, LSE Library.
    36. Armstrong, Christopher S. & Larcker, David F. & Ormazabal, Gaizka & Taylor, Daniel J., 2013. "The relation between equity incentives and misreporting: The role of risk-taking incentives," Journal of Financial Economics, Elsevier, vol. 109(2), pages 327-350.
    37. Hail, Luzi & Leuz, Christian, 2009. "Cost of capital effects and changes in growth expectations around U.S. cross-listings," Journal of Financial Economics, Elsevier, vol. 93(3), pages 428-454, September.
    38. Joel F. Houston & Chen Lin & Wensi Xie, 2018. "Shareholder Protection and the Cost of Capital," Journal of Law and Economics, University of Chicago Press, vol. 61(4), pages 677-710.
    39. Dong, Yi & Li, Oliver Zhen & Lin, Yupeng & Ni, Chenkai, 2016. "Does Information-Processing Cost Affect Firm-Specific Information Acquisition? Evidence from XBRL Adoption," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 51(2), pages 435-462, April.
    40. Sreedhar T. Bharath & Tyler Shumway, 2008. "Forecasting Default with the Merton Distance to Default Model," The Review of Financial Studies, Society for Financial Studies, vol. 21(3), pages 1339-1369, May.
    41. Dan Gode & Partha Mohanram, 2003. "Inferring the Cost of Capital Using the Ohlson–Juettner Model," Review of Accounting Studies, Springer, vol. 8(4), pages 399-431, December.
    42. Rajan, Raghuram & Servaes, Henri, 1997. "Analyst Following of Initial Public Offerings," Journal of Finance, American Finance Association, vol. 52(2), pages 507-529, June.
    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. Ying Cao & James N. Myers & Linda A. Myers & Thomas C. Omer, 2015. "Company reputation and the cost of equity capital," Review of Accounting Studies, Springer, vol. 20(1), pages 42-81, March.
    2. 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).
    3. Joachim Gassen & Hollis A. Skaife & David Veenman, 2020. "Illiquidity and the Measurement of Stock Price Synchronicity," Contemporary Accounting Research, John Wiley & Sons, vol. 37(1), pages 419-456, March.
    4. Sadok El Ghoul & Omrane Guedhami & Yang Ni & Jeffrey Pittman & Samir Saadi, 2012. "Does Religion Matter to Equity Pricing?," Journal of Business Ethics, Springer, vol. 111(4), pages 491-518, December.
    5. Hwang, Lee-Seok & Lee, Woo-Jong & Lim, Seung-Yeon & Park, Kyung-Ho, 2013. "Does information risk affect the implied cost of equity capital? An analysis of PIN and adjusted PIN," Journal of Accounting and Economics, Elsevier, vol. 55(2), pages 148-167.
    6. Stephanie A. Sikes & Robert E. Verrecchia, 2015. "Dividend tax capitalization and liquidity," Review of Accounting Studies, Springer, vol. 20(4), pages 1334-1372, December.
    7. Blankespoor, Elizabeth & deHaan, Ed & Marinovic, Iván, 2020. "Disclosure processing costs, investors’ information choice, and equity market outcomes: A review," Journal of Accounting and Economics, Elsevier, vol. 70(2).
    8. Hoang Vu, Ngan & Dang, Ha V. & Nguyen, Hung T. & Pham, Mia Hang, 2025. "Upholding integrity: The influence of executives’ backgrounds on corporate information environment," Journal of Behavioral and Experimental Finance, Elsevier, vol. 46(C).
    9. Yu Hou, 2015. "The role of diversification in the pricing of accruals quality," Review of Accounting Studies, Springer, vol. 20(3), pages 1059-1092, September.
    10. Christian Leuz & Peter D. Wysocki, 2016. "The Economics of Disclosure and Financial Reporting Regulation: Evidence and Suggestions for Future Research," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 54(2), pages 525-622, May.
    11. Vayanos, Dimitri & Wang, Jiang, 2013. "Market Liquidity—Theory and Empirical Evidence ," Handbook of the Economics of Finance, in: G.M. Constantinides & M. Harris & R. M. Stulz (ed.), Handbook of the Economics of Finance, volume 2, chapter 0, pages 1289-1361, Elsevier.
    12. Belkhir, Mohamed & Saad, Mohsen & Samet, Anis, 2020. "Stock extreme illiquidity and the cost of capital," Journal of Banking & Finance, Elsevier, vol. 112(C).
    13. Luong, Thanh Son & Qiu, Buhui & Wu, Yi (Ava), 2021. "Does it pay to be socially connected with wall street brokerages? Evidence from cost of equity," Journal of Corporate Finance, Elsevier, vol. 68(C).
    14. Holger Daske & Luzi Hail & Christian Leuz & Rodrigo Verdi, 2008. "Mandatory IFRS Reporting around the World: Early Evidence on the Economic Consequences," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 46(5), pages 1085-1142, December.
    15. Schreder, Max, 2018. "Idiosyncratic information and the cost of equity capital: A meta-analytic review of the literature," Journal of Accounting Literature, Elsevier, vol. 41(C), pages 142-172.
    16. 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.
    17. Zhang, Chenrui & Wang, Yatong, 2024. "Is enterprise digital transformation beneficial to shareholders? Insights from the cost of equity capital," International Review of Financial Analysis, Elsevier, vol. 92(C).
    18. David Schröder, 2020. "The role of market efficiency on implied cost of capital estimates: an international perspective," Annals of Finance, Springer, vol. 16(4), pages 463-499, December.
    19. Green, T. Clifton & Jame, Russell & Markov, Stanimir & Subasi, Musa, 2014. "Broker-hosted investor conferences," Journal of Accounting and Economics, Elsevier, vol. 58(1), pages 142-166.
    20. Charles G. McClure & Shawn X. Shi & Edward M. Watts, 2025. "Information acquisition costs and price informativeness: global evidence," Review of Accounting Studies, Springer, vol. 30(3), pages 2468-2507, September.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;
    ;

    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:inm:ormnsc:v:70:y:2024:i:1:p:309-331. 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: Chris Asher (email available below). General contact details of provider: https://edirc.repec.org/data/inforea.html .

    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.