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Risk-based credit pricing in Kenya: The role of banks' internal factors

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  • Tiriongo, Samuel
  • Josea, Kiplangat
  • Mulindi, Hillary

Abstract

Globally, credit scoring adoption has been on the rise on account of increased access to data, computing power, and the need for efficient credit allocation that is supportive of entrenching financial inclusion and economic growth. Relatedly, the adoption of risk-based pricing has gained traction, and, in this paper, we use annual bank level and macroeconomic data spanning the period 2003-2021, to estimate a panel model assessing the drivers of price of credit. Credit pricing in Kenya is affected by the bank size, credit risk, and efficiency among others. In particular, the larger the size of the bank, the lower the price of credit. Overall, the results reveals that the implementation of riskbased pricing will be heterogenous and dependent on bank-specific characteristics and internal policies, while the macroeconomic environment will have a negligible role on the credit prices determined by the banks.

Suggested Citation

  • Tiriongo, Samuel & Josea, Kiplangat & Mulindi, Hillary, 2023. "Risk-based credit pricing in Kenya: The role of banks' internal factors," KBA Centre for Research on Financial Markets and Policy Working Paper Series 64, Kenya Bankers Association (KBA).
    • Handle: RePEc:zbw:kbawps:64
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    References listed on IDEAS

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    1. Jacob A. Bikker & Haixia Hu, 2002. "Cyclical patterns in profits, provisioning and lending of banks and procyclicality of the new Basel capital requirements," Banca Nazionale del Lavoro Quarterly Review, Banca Nazionale del Lavoro, vol. 55(221), pages 143-175.
    2. Mr. Calixte Ahokpossi, 2013. "Determinants of Bank Interest Margins in Sub-Saharan Africa," IMF Working Papers 2013/034, International Monetary Fund.
    3. Michael Brei & Claudio Borio & Leonardo Gambacorta, 2020. "Bank intermediation activity in a low‐interest‐rate environment," Economic Notes, Banca Monte dei Paschi di Siena SpA, vol. 49(2), July.
    4. Charnes, A. & Cooper, W. W. & Rhodes, E., 1978. "Measuring the efficiency of decision making units," European Journal of Operational Research, Elsevier, vol. 2(6), pages 429-444, November.
    5. Francesco Aiello & Graziella Bonanno, 2016. "Looking at the determinants of efficiency in banking: evidence from Italian mutual-cooperatives," International Review of Applied Economics, Taylor & Francis Journals, vol. 30(4), pages 507-526, July.
    6. Cerqueiro, Geraldo & Degryse, Hans & Ongena, Steven, 2011. "Rules versus discretion in loan rate setting," Journal of Financial Intermediation, Elsevier, vol. 20(4), pages 503-529, October.
    7. Berger, Allen N. & Mester, Loretta J., 1997. "Inside the black box: What explains differences in the efficiencies of financial institutions?," Journal of Banking & Finance, Elsevier, vol. 21(7), pages 895-947, July.
    8. Allen, Linda & Rai, Anoop, 1996. "Operational efficiency in banking: An international comparison," Journal of Banking & Finance, Elsevier, vol. 20(4), pages 655-672, May.
    9. Francesco Aiello & Graziella Bonanno, 2016. "Efficiency in banking: a meta-regression analysis," International Review of Applied Economics, Taylor & Francis Journals, vol. 30(1), pages 112-149, January.
    10. Allen N. Berger & Robert DeYoung & Hesna Genay & Gregory F. Udell, 1999. "Globalization of financial institutions: evidence from cross-border banking performance," Working Paper Series WP-99-25, Federal Reserve Bank of Chicago.
    11. Berger, Allen N & Frame, W Scott & Miller, Nathan H, 2005. "Credit Scoring and the Availability, Price, and Risk of Small Business Credit," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 37(2), pages 191-222, April.
    12. Boame, Attah K., 2004. "The technical efficiency of Canadian urban transit systems," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 40(5), pages 401-416, September.
    13. Anna, Petrenko, 2016. "Мaркування готової продукції як складова частина інформаційного забезпечення маркетингової діяльності підприємств овочепродуктового підкомплексу," Agricultural and Resource Economics: International Scientific E-Journal, Agricultural and Resource Economics: International Scientific E-Journal, vol. 2(1), March.
    14. Satyajit Chatterjee & Dean Corbae & Makoto Nakajima & José-Víctor Ríos-Rull, 2007. "A Quantitative Theory of Unsecured Consumer Credit with Risk of Default," Econometrica, Econometric Society, vol. 75(6), pages 1525-1589, November.
    15. Agapova, Anna & McNulty, James E., 2016. "Interest rate spreads and banking system efficiency: General considerations with an application to the transition economies of Central and Eastern Europe," International Review of Financial Analysis, Elsevier, vol. 47(C), pages 154-165.
    16. Berg, Sigbjorn Atle & Forsund, Finn R. & Hjalmarsson, Lennart & Suominen, Matti, 1993. "Banking efficiency in the Nordic countries," Journal of Banking & Finance, Elsevier, vol. 17(2-3), pages 371-388, April.
    17. Aigner, Dennis & Lovell, C. A. Knox & Schmidt, Peter, 1977. "Formulation and estimation of stochastic frontier production function models," Journal of Econometrics, Elsevier, vol. 6(1), pages 21-37, July.
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