Portfolio heterogeneity and systemic risk: micro-foundations for the design of the conter-cyclical capital buffer and macro-prudential policy in the bolivian banking system
DOI:
https://doi.org/10.23881/idupbo.025.2-2eKeywords:
Economic cycle, Financial cycle, Pro-cyclic, Anti-cyclic cushion, Marco-prudential, Systemic RiskAbstract
This paper examines how loan portfolio heterogeneity shapes the build-up of systemic risk and the design of the countercyclical capital buffer (CCyB) in an emerging, bank-based economy. Using Bolivia as a case study, we show that a uniform CCyB calibrated on the credit-to-GDP gap fails to reflect banks’ differentiated sensitivity to the cycle and may induce moral hazard, competitive distortions and weaker macroprudential effectiveness. We propose a micro-foundation for macroprudential policy by modelling each bank’s loan book as a risky asset in a CAPM-type framework without a risk-free asset. In this setting, the “loan beta” with respect to real GDP growth summarizes the systematic risk taken by each institution and its propensity to amplify or dampen the business cycle. Using quarterly data for 16 banks, we estimate contemporaneous and lagged betas and relate them to business models, portfolio composition and asset quality. The financial cycle lags the real cycle by around four quarters and pro-cyclicality is heterogeneous: universal banks cluster around a beta of one, the SME-oriented banks display betas above two, and microfinance institutions show much lower or even cyclical sensitivities. These results support a proportional, segmented CCyB design, where activation and calibration are anchored in portfolio betas and business models rather than applied uniformly across institutions, thereby strengthening the link between micro-level risk-taking and macroprudential objectives. The framework is tractable and can be generalized to other concentrated banking systems.Downloads
References
C. Lown y D. Morgan, «The Credit Cycle and the Business Cycle: New Findings Usign the Loan Officer Opinion Survey,» Journal of Money, Credit and Banking, vol. 35, nº 6, pp. 1575-1597, 2006.
D. A. Amezquita Guzman, «Ciclos Económicos y Crecimiento del Crédito en Colombia,» Universidad de los Andes - Facultad de Economia, 2015.
H. P. Minsky, Estabilizando una Economía Inestable, España: PROFIT, 2020.
C. Borio, «Macropudential policy and the financial cycle: Some stylised facts and policy suggestions,» de Rethinking Macro Policy II: First Steps and Early Lessons, Washington, DC, April, 2013.
A. G. Castellano Montiel y Y. M. Gómez Alemán, «Ciclo Económico y calidad del crédito de la banca colombiana,» Revista Venezolana de Gerencia, vol. 27, nº 99, pp. 974-990, 2022.
J. C. Estepa y VV.AA., La gestión de riesgos en el siglo XXI: retos, transformaciones y perspectivas, Madrid - España, 2022.
C. Borio, «El ciclo financiero y la macroeconomia: ¿Qué hemos aprendido?,» Banca y Finanzas, vol. 45, pp. 182-198, Agosto, 2014.
C. M. Santader Q., «Ciclos Económicos y Financieros: Una Aproximación Empírica para Bolivia,» IISEC - UCB, nº 202201.
W. Tayler y R. Zilberman, «Macropruedential Regulation and the Role of Monetary Policy,» ZBW - Deutsche Zentralbibliothek für Wirtschaftswissenschaften, LeibnizInformationszentrum Wirtschaft, Kiel und Hamburg, March, 2014.
S. A. Ardiles Morales, «Calidad de Cartera: Provisiones y Ciclos Económicos en América Latina,» 2020.
Banco Central de Bolivia, Soberanía Monetaria, Estabilidad Macroeconómica y Desarrollo Económico y Social. Volumen II. El aporte de las políticas Monetaria y Cambiaria en el período 2006 - 2017, La Paz - Bolivia.
Banco Central de Bolivia, Historia Monetaria de Bolivia. Tomo II. Del período liberal 1875, al nuevo modelo económico 2013, La Paz - Bolivia, 2015.
S. A. Mostajo Castelú y W. Morales Carrasco, «Resiliencia y Estabilidad Financiera en el Sistema Bancario Boliviano,» Investigación & Desarrollo, vol. 24, nº 3, pp. 5-23, 2024.
J. R. Cáceres Santos y S. A. Mostajo Castelú, «¿Diversificar o no diversificar? Un análisis de la cartera de creditos de los bancos múltiples a través de modelos dinámicos de Markowitz,» Innovar - Facultad de Ciencias Empresariales, nº 15, pp. 47-66, 2024.
M. Gertler y P. Karadi, «A Model of Unconventional Monetary Policy,» NYU, April, 2009.
B. S. Bernanke, M. Gertler y S. Gilchrist, «The Financial Accelerator in a Quantitative Business Cycle Framework,» de Handbook of Macroeconomics, USA, Elsevier Science B.V., 1999, pp. 1341-1393.
R. G. Rajan, «Por qué fluctúan las políticas crediticias bancarias: Una teoría y algunas evidencias,» The Quartely Journal of Economics, vol. 109, nº 2, pp. 399-441, Mayo, 1994.
S. Pool, L. d. Haan y J. P. Jacobs, «Loan loss provisioning, bank credit and the real economy,» Journal of Macroeconomics, vol. 45, pp. 124-136, 2015.
C. Borio, M. Drehmann y D. Xia, «El Ciclo Financiero y el Riesgo de Recesión,» BIS Quartely Review, pp. 59-71, December, 2018.
G. Jiménez y J. Saurina, «Ciclo crediticio, Riesgo de crédito y Regulación prudencial,» Estabilidad Financiera. Banco de España, nº 10, pp. 11-24.
K. Brunner y A. H. Meltzer, « Oferta monetaria,» de Manual de economía monetaria, 1990, pp. 357-398.
F. Ramirez, «La Relación entre los Ciclos Económicos y del Crédito en América Central y la República Dominicana,» Banco Central de República Dominicana - CEMLA.
C. J. García y A. Sagner, «Crédito, exceso de toma de riesgo, costo de crédito y ciclo económico en Chile,» Banco Central de Chile, nº 645, pp. 2-35, 2011.
C. Borio, «Rediscovering the macroeconomic roots of financial stability policy: journey, challenges and a way forward,» BIS working papers - Monetary and Economic Department, September, 2011.
C. M. Reinhart y K. S. Rogoff, Esta vez es distinto: Ocho siglos de necedad financiera, México D.F., México: Fondo de Cultura Económica, 2011.
C. Borio y M. Drehmann, «Assessing the risk of banking crises - revisted,» BIS Quartely Review, pp. 29-46, March, 2009.
M. Drehmann, C. Borio y K. Tsatsanoris, «Characterising the financial cycle: Don´t lose sight of the medium term!,» BIS Working Papers - Monetary and Economic Department, nº 380, June, 2012.
X. Freixas y J.-C. Rochet, Economía Bancaria, Madrid, España: Antoni Bosch, 1997.
J. Bessis, Risk Management in Banking - Second Edition, England: John Wiley & Sons, Ltd, 2002.
T. E. Copeland, J. F. Weston y K. Shastri, Financial Theory and Corporate Policy. 14th Edition, United States of America: Pearson - Addison Wesley, 2005.
J. M. Marín y G. Rubio, Economía Financiera, España: Antoni Bosch editor, 2001.
J. D. Valdivia C., «Determinación del ciclo crediticio en Bolivia,» Banco Central de Bolivia, nº 4, 2019.
J. D. Valdivia C., «Apalancamiento, ciclo financiero y económico en Bolivia,» Revista de Análisis Económico, vol. 39, pp. 115 - 157, 2024.
J. D. Valdivia C., «Colocación de cartera y crecimiento sectorial,» Banco Central de Bolivia, nº 3, 2019.
C. González Vega y M. Villafani Ibarngaray, «Las Microfinanzas en el Desarrollo del Sistema Financiero de Bolivia,» Proyecto PREMIER - The Ohio State University, pp. 38 - 52, 2004.
Autoridad de Supervisión del Sistema Financiero - ASFI, «Evaluación del Sistema Financiero,» La Paz - Bolivia, 2024.
F. S. Mishkin, Moneda, banca y mercados financieros, 10ma Edición, México: Pearson, 2014.
L. Allen y A. Saunders, «A survey of cyclical effects in credit risk measurement models,» Bank for International Settlements - BIS working papers, nº 126, 2003.
Basel Committe on Banking Supervision, «Studies on credit risk concentration - An overview of the issues and a synopsis of the results from the Research Task Force project,» nº 15, 2006.
Autoridad de Supervisión del Sistema Financiero, Recopilación de Normas para Servicios Financieros, La Paz, 2013.
H. Van Greuning y S. Brajovic Bratanovic, Analyzing and Managing Banking Risk - A framework for Assessing Corporate Governance and Financial Risk, Washington D.C. - United State of America: The International Bank form Reconstruction and Development / The World Bank, 2003.
Ong Li, Lilian; Jobst, Andreas A., Stress Testing - Principles, Concepts and Frameworks, Washington: International Monetary Found, 2020.
I. Sainz Fernández y M. B. Torre Olmo, «El comportamiento financiero de las entidades de microfinanzas: Análisis empírico del crecimiento y de las crisis de morosidad,» Universidad de Cantabria, pp. 79-97, 2017.
J. A. H. P. Hanson y G. Majnoni, Globalization and National Financial Systems, Washington, DC: The World Bank and Oxford University Press, 2003.
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