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Making suptech work: evidence on the key drivers of adoption

Author

Listed:
  • Leonardo Gambacorta
  • Nico Lauridsen
  • Samir Kiuhan-Vásquez
  • Jermy Prenio

Abstract

This paper examines the institutional drivers of adopting supervisory technology (suptech) by financial authorities worldwide. Using survey data from 112 financial authorities across 97 countries from the State of SupTech Report, we analyse how organisational characteristics and strategic frameworks shape the adoption of suptech initiatives. The analysis employs a two-stage hurdle model to track adoption from proof of concept to prototype, and finally to full deployment. We find that authorities with institution-wide strategies for digital transformation, data governance, and suptech deployment use, on average, about 20 additional applications and face fewer design and implementation challenges. Furthermore, while an authority's size and institutional mandate are significant factors in initiating advanced projects, the establishment of a dedicated suptech unit is the most critical factor in increasing the number of deployed applications. Finally, we find that public cloud adoption is associated with a higher probability of implementing AI tools, while reliance on in-house development is strongly associated with early-stage AI experimentation.

Suggested Citation

  • Leonardo Gambacorta & Nico Lauridsen & Samir Kiuhan-Vásquez & Jermy Prenio, 2025. "Making suptech work: evidence on the key drivers of adoption," BIS Working Papers 1309, Bank for International Settlements.
    • Handle: RePEc:bis:biswps:1309
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    References listed on IDEAS

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    1. Deli, Yota D. & Delis, Manthos D. & Hasan, Iftekhar & Liu, Liuling, 2019. "Enforcement of banking regulation and the cost of borrowing," Journal of Banking & Finance, Elsevier, vol. 101(C), pages 147-160.
    2. 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.
    3. Thomas M. Eisenbach & David O. Lucca & Robert M. Townsend, 2022. "Resource Allocation in Bank Supervision: Trade‐Offs and Outcomes," Journal of Finance, American Finance Association, vol. 77(3), pages 1685-1736, June.
    4. Aghion, Philippe & Tirole, Jean, 1997. "Formal and Real Authority in Organizations," Journal of Political Economy, University of Chicago Press, vol. 105(1), pages 1-29, February.
    5. Jensen, Michael C. & Meckling, William H., 1976. "Theory of the firm: Managerial behavior, agency costs and ownership structure," Journal of Financial Economics, Elsevier, vol. 3(4), pages 305-360, October.
    6. Cragg, John G, 1971. "Some Statistical Models for Limited Dependent Variables with Application to the Demand for Durable Goods," Econometrica, Econometric Society, vol. 39(5), pages 829-844, September.
    7. Godoy De Araujo, Douglas Kiarelly & Schmidt, Rafael & Sirello, Olivier & Tissot, Bruno & Villarreal, Ricardo, 2025. "Artificial intelligence in central banks: Governance and implementation," Journal of AI, Robotics & Workplace Automation, Henry Stewart Publications, vol. 4(1), pages 8-24, June.
    8. Douglas Araujo & Rafael Schmidt & Olivier Sirello & Bruno Tissot & Ricardo Villarreal, 2025. "Governance and implementation of artificial intelligence in central banks," IFC Reports 18, Bank for International Settlements.
    9. Mullahy, John, 1986. "Specification and testing of some modified count data models," Journal of Econometrics, Elsevier, vol. 33(3), pages 341-365, December.
    10. Masciandaro, Donato & Quintyn, Marc & Taylor, Michael W., 2008. "Inside and outside the central bank: Independence and accountability in financial supervision: Trends and determinants," European Journal of Political Economy, Elsevier, vol. 24(4), pages 833-848, December.
    11. N. Nergiz Dincer & Barry Eichengreen, 2012. "The Architecture and Governance of Financial Supervision: Sources and Implications," International Finance, Wiley Blackwell, vol. 15(3), pages 309-325, December.
    12. Cindy Xin Feng, 2021. "A comparison of zero-inflated and hurdle models for modeling zero-inflated count data," Journal of Statistical Distributions and Applications, Springer, vol. 8(1), pages 1-19, December.
    13. Mr. Tobias Adrian & Ms. Marina Moretti & Ana Carvalho & Hee Kyong Chon & Katharine Seal & Fabiana Melo & Jay Surti, 2023. "Good Supervision: Lessons from the Field," IMF Working Papers 2023/181, International Monetary Fund.
    14. Beverly Hirtle & Jose A. Lopez, 1999. "Supervisory information and the frequency of bank examinations," Economic Policy Review, Federal Reserve Bank of New York, vol. 5(Apr), pages 1-20.
    15. Manthos D. Delis & Panagiotis K. Staikouras, 2011. "Supervisory Effectiveness and Bank Risk," Review of Finance, European Finance Association, vol. 15(3), pages 511-543.
    16. Stiglitz, Joseph E & Weiss, Andrew, 1981. "Credit Rationing in Markets with Imperfect Information," American Economic Review, American Economic Association, vol. 71(3), pages 393-410, June.
    17. George A. Akerlof, 1970. "The Market for "Lemons": Quality Uncertainty and the Market Mechanism," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 84(3), pages 488-500.
    18. Bassett, William F. & Lee, Seung Jung & Spiller, Thomas Popeck, 2015. "Estimating changes in supervisory standards and their economic effects," Journal of Banking & Finance, Elsevier, vol. 60(C), pages 21-43.
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    Keywords

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    JEL classification:

    • G28 - Financial Economics - - Financial Institutions and Services - - - Government Policy and Regulation
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes
    • C25 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Discrete Regression and Qualitative Choice Models; Discrete Regressors; Proportions; Probabilities

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