IDEAS home Printed from https://ideas.repec.org/a/eee/corfin/v95y2025ics0929119925001312.html

Market pressure or regulatory pressure? U.S. small bank pre-emptive IT investment to data privacy regulation

Author

Listed:
  • Huang, Jin
  • Lin, Xiangyu
  • Shi, Xiaomeng
  • Zhang, S. Sarah

Abstract

We assess small banks' responses to announcements of state-level proposals of Privacy Protection Acts (PPAs). Employing a Difference-in-Differences framework, we uncover the proactive actions taken by U.S. small banks in anticipation of these proposals. Our findings reveal that the announcement of PPA proposals leads to a 35.46% increase in IT investment by U.S. small banks, primarily driven by market pressure, with regulatory pressure playing a more limited role. Particularly, evidence suggests that banks with greater competitive threats from their rivals are motivated to enhance their IT investments due to market pressures. However, our research also finds that this surge in IT investment does not immediately translate into benefits for small banks.

Suggested Citation

  • Huang, Jin & Lin, Xiangyu & Shi, Xiaomeng & Zhang, S. Sarah, 2025. "Market pressure or regulatory pressure? U.S. small bank pre-emptive IT investment to data privacy regulation," Journal of Corporate Finance, Elsevier, vol. 95(C).
  • Handle: RePEc:eee:corfin:v:95:y:2025:i:c:s0929119925001312
    DOI: 10.1016/j.jcorpfin.2025.102863
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0929119925001312
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jcorpfin.2025.102863?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

    for a different version of it.

    References listed on IDEAS

    as
    1. Manthos D. Delis & Panagiotis K. Staikouras, 2011. "Supervisory Effectiveness and Bank Risk," Review of Finance, European Finance Association, vol. 15(3), pages 511-543.
    2. Anna Kovner & James Vickery & Lily Zhou, 2015. "Do big banks have lower operating costs?," Journal of Financial Perspectives, EY Global FS Institute, vol. 3(1), pages 157-196.
    3. Beverly Hirtle & Anna Kovner & Matthew Plosser, 2020. "The Impact of Supervision on Bank Performance," Journal of Finance, American Finance Association, vol. 75(5), pages 2765-2808, October.
    4. Beccalli, Elena, 2007. "Does IT investment improve bank performance? Evidence from Europe," Journal of Banking & Finance, Elsevier, vol. 31(7), pages 2205-2230, July.
    5. Uddin, Md Hamid & Mollah, Sabur & Ali, Md Hakim, 2020. "Does cyber tech spending matter for bank stability?," International Review of Financial Analysis, Elsevier, vol. 72(C).
    6. Douglas D. Evanoff & Evren Ors, 2008. "The Competitive Dynamics of Geographic Deregulation in Banking: Implications for Productive Efficiency," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 40(5), pages 897-928, August.
    7. Vuong, Quang H, 1989. "Likelihood Ratio Tests for Model Selection and Non-nested Hypotheses," Econometrica, Econometric Society, vol. 57(2), pages 307-333, March.
    8. Sangita Dutta Gupta & Ajitava Raychaudhuri & Sushil Kumar Haldar, 2018. "Information technology and profitability: evidence from Indian banking sector," International Journal of Emerging Markets, Emerald Group Publishing Limited, vol. 13(5), pages 1070-1087, November.
    9. Berninger, Marc & Kiesel, Florian & Schiereck, Dirk, 2018. "When your regulator becomes your new neighbor: Bank regulation and the relocation of EBA and EMA," Economics Letters, Elsevier, vol. 167(C), pages 108-111.
    10. Chen, S. & Doerr, S. & Frost, J. & Gambacorta, L. & Shin, H.S., 2023. "The fintech gender gap," Journal of Financial Intermediation, Elsevier, vol. 54(C).
    11. Charoenwong, Ben & Kowaleski, Zachary T. & Kwan, Alan & Sutherland, Andrew G., 2024. "RegTech: Technology-driven compliance and its effects on profitability, operations, and market structure," Journal of Financial Economics, Elsevier, vol. 154(C).
    12. Sun, Liyang & Abraham, Sarah, 2021. "Estimating dynamic treatment effects in event studies with heterogeneous treatment effects," Journal of Econometrics, Elsevier, vol. 225(2), pages 175-199.
    13. Nicolas Crouzet & Apoorv Gupta & Filippo Mezzanotti, 2023. "Shocks and Technology Adoption: Evidence from Electronic Payment Systems," Journal of Political Economy, University of Chicago Press, vol. 131(11), pages 3003-3065.
    14. Francesco Trebbi & Kairong Xiao, 2019. "Regulation and Market Liquidity," Management Science, INFORMS, vol. 67(5), pages 1949-1968, May.
    15. Selale Tuzel & Miao Ben Zhang, 2021. "Economic Stimulus at the Expense of Routine‐Task Jobs," Journal of Finance, American Finance Association, vol. 76(6), pages 3347-3399, December.
    16. Yu, Jingjing, 2024. "Stabilizing leverage, financial technology innovation, and commercial bank risks: Evidence from China," Economic Modelling, Elsevier, vol. 131(C).
    17. 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.
    18. Douglas D. Evanoff & Evren Ors, 2008. "The Competitive Dynamics of Geographic Deregulation in Banking: Implications for Productive Efficiency," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 40(5), pages 897-928, August.
    19. Pennacchi, George G. & Santos, João A.C., 2021. "Why do banks target ROE?," Journal of Financial Stability, Elsevier, vol. 54(C).
    20. Yannelis, Constantine & Zhang, Anthony Lee, 2023. "Competition and selection in credit markets," Journal of Financial Economics, Elsevier, vol. 150(2).
    21. Timothy H. Hannan & John M. McDowell, 1984. "The Determinants of Technology Adoption: The Case of the Banking Firm," RAND Journal of Economics, The RAND Corporation, vol. 15(3), pages 328-335, Autumn.
    22. Bord, Vitaly M. & Ivashina, Victoria & Taliaferro, Ryan D., 2021. "Large banks and small firm lending," Journal of Financial Intermediation, Elsevier, vol. 48(C).
    23. Marcello Bofondi & Francesca Lotti, 2006. "Innovation in the Retail Banking Industry: The Diffusion of Credit Scoring," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 28(4), pages 343-358, June.
    24. Gerard Hoberg & Gordon Phillips & Nagpurnanand Prabhala, 2014. "Product Market Threats, Payouts, and Financial Flexibility," Journal of Finance, American Finance Association, vol. 69(1), pages 293-324, February.
    25. Zhao, Jinsong & Li, Xinghao & Yu, Chin-Hsien & Chen, Shi & Lee, Chi-Chuan, 2022. "Riding the FinTech innovation wave: FinTech, patents and bank performance," Journal of International Money and Finance, Elsevier, vol. 122(C).
    26. Chris Forman & Avi Goldfarb & Shane Greenstein, 2012. "The Internet and Local Wages: A Puzzle," American Economic Review, American Economic Association, vol. 102(1), pages 556-575, February.
    27. W. Gregory Voss & Kimberly A. Houser, 2019. "Personal Data and the GDPR: Providing a Competitive Advantage for U.S. Companies," Post-Print hal-02554654, HAL.
    28. Lewellen, Stefan & Williams, Emily, 2021. "Did technology contribute to the housing boom? Evidence from MERS," Journal of Financial Economics, Elsevier, vol. 141(3), pages 1244-1261.
    29. Barbara Casu & Andrew Clare & Anna Sarkisyan & Stephen Thomas, 2013. "Securitization and Bank Performance," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 45(8), pages 1617-1658, December.
    30. Abhishek Srivastav & Francesco Vallascas, 2022. "Small Business Lending and Regulation for Small Banks," Management Science, INFORMS, vol. 68(10), pages 7742-7760, October.
    31. Lin, Xiangyu & Zhang, S. Sarah & Zachariadis, Markos, 2025. "Open data and API adoption of U.S. banks," Journal of Financial Intermediation, Elsevier, vol. 63(C).
    32. Gerard Hoberg & Gordon Phillips, 2016. "Text-Based Network Industries and Endogenous Product Differentiation," Journal of Political Economy, University of Chicago Press, vol. 124(5), pages 1423-1465.
    33. Nicholas Bloom & Luis Garicano & Raffaella Sadun & John Van Reenen, 2014. "The Distinct Effects of Information Technology and Communication Technology on Firm Organization," Management Science, INFORMS, vol. 60(12), pages 2859-2885, December.
    34. Hendrik Bessembinder & Stacey Jacobsen & William Maxwell & Kumar Venkataraman, 2018. "Capital Commitment and Illiquidity in Corporate Bonds," Journal of Finance, American Finance Association, vol. 73(4), pages 1615-1661, August.
    35. Chander,Anupam & Abraham,Meaza & Chandy,Sandeep & Fang,Yuan & Park,Dayoung & Yu,Isabel, 2021. "Achieving Privacy : Costs of Compliance and Enforcement of Data Protection Regulation," Policy Research Working Paper Series 9594, The World Bank.
    36. Martin R. Goetz & Luc Laeven & Ross Levine, 2013. "Identifying the Valuation Effects and Agency Costs of Corporate Diversification: Evidence from the Geographic Diversification of U.S. Banks," The Review of Financial Studies, Society for Financial Studies, vol. 26(7), pages 1787-1823.
    37. Barbara Casu & Andrew Clare & Anna Sarkisyan & Stephen Thomas, 2013. "Securitization and Bank Performance," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 45(8), pages 1617-1658, December.
    38. Callaway, Brantly & Sant’Anna, Pedro H.C., 2021. "Difference-in-Differences with multiple time periods," Journal of Econometrics, Elsevier, vol. 225(2), pages 200-230.
    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. Lin, Xiangyu & Zhang, S. Sarah & Zachariadis, Markos, 2025. "Open data and API adoption of U.S. banks," Journal of Financial Intermediation, Elsevier, vol. 63(C).
    2. Pierri, Nicola & Timmer, Yannick, 2022. "The importance of technology in banking during a crisis," Journal of Monetary Economics, Elsevier, vol. 128(C), pages 88-104.
    3. Chronopoulos, Dimitris K. & Johari, Edie Erman Che & Scholtens, Bert & Sobiech, Anna L. & Wilson, John O.S. & Yilmaz, Muhammed H., 2023. "Competition and bank dividends," Journal of International Money and Finance, Elsevier, vol. 137(C).
    4. Li, Tongxia & Ang, Tze Chuan ‘Chewie’ & Lu, Chun, 2023. "Employment protection and the provision of trade credit," Journal of Banking & Finance, Elsevier, vol. 155(C).
    5. Kilian Huber, 2021. "Are Bigger Banks Better? Firm-Level Evidence from Germany," Journal of Political Economy, University of Chicago Press, vol. 129(7), pages 2023-2066.
    6. Pursiainen, Vesa & Sun, Hanwen & Wang, Qiong & Yang, Guochao, 2025. "The implications of faster lending: Loan processing time and corporate cash holdings," BOFIT Discussion Papers 14/2025, Bank of Finland Institute for Emerging Economies (BOFIT).
    7. Mueller, Clemens, 2023. "Non-Compete Agreements and Labor Allocation Across Product Markets," VfS Annual Conference 2023 (Regensburg): Growth and the "sociale Frage" 277621, Verein für Socialpolitik / German Economic Association.
    8. Huber, Kilian Maria, 2020. "Are bigger banks better? Firm-level evidence from Germany," LSE Research Online Documents on Economics 121861, London School of Economics and Political Science, LSE Library.
    9. Wei-Fong Pan, 2023. "Does a firm’s lobbying activity respond to its peers’ lobbying activity?," Public Choice, Springer, vol. 194(3), pages 297-324, March.
    10. Chronopoulos, Dimitris K. & Wilson, John O.S. & Yilmaz, Muhammed H., 2023. "Regulatory oversight and bank risk," Journal of Financial Stability, Elsevier, vol. 64(C).
    11. Chen, Steven Xianglong & Cao, Zhangfan & Zheng, Xiaolan, 2025. "Does trade secret protection spur human capital investment? Evidence from the Inevitable Disclosure Doctrine," Journal of Banking & Finance, Elsevier, vol. 181(C).
    12. Ee, Mong Shan & Huang, He & Cheng, Mingying, 2023. "Do labor mobility restrictions affect debt maturity?," Journal of Financial Stability, Elsevier, vol. 66(C).
    13. Ertugrul, Mine & Krishnan, Karthik & Yu, Qianqian, 2024. "Knowledge spillover and entrepreneurship: Evidence from BITNET," Research Policy, Elsevier, vol. 53(9).
    14. Huang, Chenchen & Luo, Di & Mukherjee, Soumyatanu & Mishra, Tapas, 2022. "To Acquire or to Ally? Managing Partners’ Environmental Risk in International Expansion," MPRA Paper 121808, University Library of Munich, Germany, revised 07 Jan 2023.
    15. Alex Hollingsworth & Krzysztof Karbownik & Melissa A. Thomasson & Anthony Wray, 2024. "The Gift of a Lifetime: The Hospital, Modern Medicine, and Mortality," American Economic Review, American Economic Association, vol. 114(7), pages 2201-2238, July.
    16. Lin, Ling & Xiao, Min & Yao, Rongrong & Zhang, Xiaoying, 2024. "Product market liberalization and corporate cash holdings: Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 86(C).
    17. Rik Chakraborti & Gavin Roberts, 2023. "How price-gouging regulation undermined COVID-19 mitigation: county-level evidence of unintended consequences," Public Choice, Springer, vol. 196(1), pages 51-83, July.
    18. Wang, Yimin, 2025. "Links between COVID-19 lockdowns and drug overdose deaths, evidence from panel data," Economics & Human Biology, Elsevier, vol. 58(C).
    19. Wu, Libo & Zhou, Yang, 2025. "Social norms and energy conservation in China," Resource and Energy Economics, Elsevier, vol. 82(C).
    20. Hans Degryse & Cédric Huylebroek & Bernardus F Nazar Van Doornik, 2025. "The disciplining effect of bank supervision: evidence from SupTech," BIS Working Papers 1256, Bank for International Settlements.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;

    JEL classification:

    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G28 - Financial Economics - - Financial Institutions and Services - - - Government Policy and Regulation
    • G31 - Financial Economics - - Corporate Finance and Governance - - - Capital Budgeting; Fixed Investment and Inventory Studies

    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:95:y:2025:i:c:s0929119925001312. 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.