Determinants of Credit Risk in Multiple Banking Institutions in Bolivia: A Systematic Review Using Prisma
DOI:
https://doi.org/10.25097/rep.n43.2026.02Keywords:
credit risk, risk management, financial system, profitabilityAbstract
Risk management, with a particular focus on credit risk, is a fundamental element within the core activities of the financial system. Conducting an in-depth analysis of this aspect is essential for proper administration and informed decision-making. The present study aims to analyze the determinants factors of credit risk in Bolivia’s multiple banking institutions through a documentary research approach based on the PRISMA methodology. The eligibility criteria included scientific articles published between 2014 and 2024 in the Scopus and Web of Science databases. A total of 4,231 studies were analyzed, resulting in 83 articles selected for review. This research serves as a foundation for future studies on the subject and contributes to improving risk management practices and guiding decisions regarding the expansion of credit portfolios, with the ultimate goal of enhancing the stability of the financial system.
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References
Acheampong, A., & Elshandidy, T. (2021). Does soft information determine credit risk? Text-based evidence from European banks. Journal of International Financial Markets, Institutions and Money, 75, 101303. https://doi.org/10.1016/j.intfin.2021.101303
Akram, H., & Rahman, K. U. (2018). Credit risk management: A comparative study of Islamic banks and conventional banks in Pakistan. ISRA International Journal of Islamic Finance, 10(2), 185–205. https://doi.org/10.1108/IJIF-09-2017-0030
ALrfai, M. M., Salleh, D. B., & Waemustafa, W. (2022). Empirical examination of credit risk determinant of commercial banks in Jordan. Risks, 10(4), 85. https://doi.org/10.3390/risks10040085
Balina, R., & Idasz-Balina, M. (2021). Drivers of individual credit risk of retail customers—a case study on the example of the polish cooperative banking sector. Risks, 9(12), 219. https://doi.org/10.3390/risks9120219
Barra, C., & Ruggiero, N. (2023). Bank-specific factors and credit risk: Evidence from Italian banks in different local markets. Journal of Financial Regulation and Compliance, 31(3), 316–350. https://doi.org/10.1108/JFRC-04-2022-0051
Bawa, J. K., & Basu, S. (2020). Restructuring assets reform, 2013: Impact of operational ability, liquidity, bank capital, profitability and capital on bank credit risk. IIMB Management Review, 32(3), 267–279. https://doi.org/10.1016/j.iimb.2019.10.009
Bekhet, H. A., & Eletter, S. F. K. (2014). Credit risk assessment model for Jordanian commercial banks: Neural scoring approach. Review of Development Finance, 4(1), 20–28. https://doi.org/10.1016/j.rdf.2014.03.002
Bidzhoyan, D. S., Bogdanova, T. K., & Neklyudov, D. Yu (2019). Credit risk stress testing in a cluster of Russian commercial banks. Business Informatics, 13(3), 35–51. https://doi.org/10.17323/1998-0663.2019.3.35.51
Boateng, A., Liu, Y., & Brahma, S. (2019). Politically connected boards, ownership structure and credit risk: Evidence from Chinese commercial banks. Research in International Business and Finance, 47, 162–173. https://doi.org/10.1016/j.ribaf.2018.07.008
Böhnke, V., Ongena, S., Paraschiv, F., & Reite, E. J. (2023). Back to the roots of internal credit risk models: Does risk explain why banks’ risk-weighted asset levels converge over time? Journal of Banking & Finance, 156, 106992. https://doi.org/10.1016/j.jbankfin.2023.106992
Brei, M., Jacolin, L., & Noah, A. (2020). Credit risk and bank competition in Sub-Saharan Africa. Emerging Markets Review, 44, 100716. https://doi.org/10.1016/j.ememar.2020.100716
Bsoul, R., Milhem, M., & Odat, M. (2022). Determinants of banks’ credit risk: Evidence from Jordanian banks listed on Amman Stock Exchange. Academic journal of interdisciplinary studies, 11(5), 197. https://doi.org/10.36941/ajis-2022-0135
Butola, P., Dube, P., & Jain, V. K. (2022). A study on impact of credit risk management on the profitability of Indian banks. International Journal of Management and Sustainability, 11(3), 103–114. https://doi.org/10.18488/11.v11i3.3068
Calderon-Contreras, V. J., Ostos, J., Florez-Garcia, W. & Angulo-Bustinza, H. D. (2022). Determinants of credit risk: A multiple linear regression analysis of Peruvian municipal savings banks. Decision Science Letters, 11(3), 203-210. https://doi.org/10.5267/j.dsl.2022.4.003
Chowdhury, M. A. I., Uddin, M. S., Ahmmed, M., Hassan, M. R., & Kabir, M. J. (2023). Potential risks of liquidity and credit affecting the efficiency of Islamic banks in Bangladesh. Cogent Economics & Finance, 11(1), 2209950. https://doi.org/10.1080/23322039.2023.2209950
Cucinelli, D., Battista, M. L. D., Marchese, M., & Nieri, L. (2018). Credit risk in European banks: The bright side of the internal ratings based approach. Journal of Banking & Finance, 93, 213–229. https://doi.org/10.1016/j.jbankfin.2018.06.014
Dang, V. D., & Nguyen, H. C. (2022). Credit risk amid banking uncertainty in Vietnam. Bulletin of Monetary Economics and Banking, 25(1), 73–96. https://doi.org/10.21098/bemp.v25i1.1798
Dibra, R., & Bezo, Y. (2021). Corporate governance and credit risk in the banking sector. Review of Economics and Finance, 19, 347–350. https://doi.org/10.55365/1923.x2021.19.35
Doko, F., Kalajdziski, S., & Mishkovski, I. (2021). Credit risk model based on central bank credit registry data. Journal of Risk and Financial Management, 14(3), 138. https://doi.org/10.3390/jrfm14030138
Duarte, F. D., Gama, A. P. M., & Gulamhussen, M. A. (2020). Credit risk, owner liability, and bank loan maturities during the global financial crisis. European Financial Management, 26(3), 628–683. https://doi.org/10.1111/eufm.12239
Eyalsalman, S., Alzubi, K., & Marashdeh, Z. (2024). The impact of IFRS 9, liquidity risk, credit risk, and capital on banks’ performance. Journal of Governance and Regulation, 13(1), 396–404. https://doi.org/10.22495/jgrv13i1siart13
Gadzo, S. G., Kportorgbi, H. K., & Gatsi, J. G. (2019). Credit risk and operational risk on financial performance of universal banks in Ghana: A partial least squared structural equation model (PLS-SEM) approach. Cogent economics & finance, 7(1), 1589406. https://doi.org/10.1080/23322039.2019.1589406
Gassouma, M. S., & Ghroubi, M. (2021). Discriminating between Islamic and conventional banks in terms of cost efficiency with combination of credit risk and interest rate margin in the GCC countries: Does Arab Spring revolution matter? ACRN Journal of Finance and Risk Perspectives, 10(1), 280–295. https://doi.org/10.35944/jofrp.2021.10.1.013
Ghenimi, A., Chaibi, H., & Omri, M. A. B. (2017). The effects of liquidity risk and credit risk on bank stability: Evidence from the MENA region. Borsa Istanbul Review, 17(4), 238–248. https://doi.org/10.1016/j.bir.2017.05.002
González-Fernández, M., & González-Velasco, C. (2020). An alternative approach to predicting bank credit risk in Europe with Google data. Finance Research Letters, 35, 101281. https://doi.org/10.1016/j.frl.2019.08.029
Gu, Z., Lv, J., Wu, B., Hu, Z., Yu, X. (2024). Credit risk assessment of small and micro enterprises based on machine learning. Heliyon, 10(5), e27096. https://doi.org/10.1016/j.heliyon.2024.e27096
Halim, M. A., Moudud-Ul-Huq, S., Sobhani, F. A., Karim, Z., & Nesa, Z. (2023). The nexus of banks’ competition, ownership structure, and economic growth on credit risk and financial stability. Economies, 11(8), 203. https://doi.org/10.3390/economies11080203
Hoque, H., Andriosopoulos, D., Andriosopoulos, K., & Douady, R. (2015). Bank regulation, risk and return: Evidence from the credit and sovereign debt crises. Journal of Banking & Finance, 50, 455–474. https://doi.org/10.1016/j.jbankfin.2014.06.003
Hosszú, Z., & Dancsik, B. (2018). Measuring bank efficiency and market power in the household and corporate credit markets considering credit risks. Acta Oeconomica, 68(2), 175–207. https://doi.org/10.1556/032.2018.68.2.1
Jansson, M., Roos, M., & Gärling, T. (2023). Banks’ risk taking in credit decisions: Influences of loan officers’ personality traits and financial risk preference versus bank-contextual factors. Managerial Finance, 49(8), 1297–1313. https://doi.org/10.1108/MF-10-2021-0487
Karadima, M., & Louri, H. (2020). Bank competition and credit risk in Euro Area banking: Fragmentation and convergence dynamics. Journal of Risk and Financial Management, 13(3), 57. https://doi.org/10.3390/jrfm13030057
Kil, K., Ciukaj, R., & Chrzanowska, J. (2021). Scoring models and credit risk: The case of cooperative banks in Poland. Risks, 9(7), 132. https://doi.org/10.3390/risks9070132
Koh, E. H., Banna, H., & Youmkyung, L. (2022). Credit risk differential between Islamic and conventional banks in Malaysia. Journal of Southeast Asian Economies, 39(1), 21-41. https://doi.org/10.1355/ae39-1b
Kola, F., Gjipali, A., & Sula, E. (2019). Commercial bank performance and credit risk in Albania. Journal of Central Banking Theory and Practice, 8(3), 161–177. https://doi.org/10.2478/jcbtp-2019-0029
Krasniqi, B. A., Kotorri, M., & Aliu, F. (2023). Relationship banking, collateral, and the economic crisis as determinants of credit risk: An empirical investigation of SMEs. South East European Journal of Economics and Business, 18(2), 49–62. https://doi.org/10.2478/jeb-2023-0018
Kwashie, A. A., Baidoo, S. T., & Ayesu, E. K. (2022). Investigating the impact of credit risk on financial performance of commercial banks in Ghana. Cogent Economics & Finance, 10(1), 2109281. https://doi.org/10.1080/23322039.2022.2109281
Lajili, K., Mohsni, S., Polizzi, S., & Scannella, E. (2022). A qualitative analysis of bank credit risk disclosure: Evidence from the Canadian and Italian banking sectors. Journal of Corporate Accounting & Finance, 33(4), 207–230. https://doi.org/10.1002/jcaf.22577
Le, T. T. D., & Diep, T. T. (2020). The effect of lending structure concentration on credit risk: The evidence of Vietnamese commercial banks. The Journal of Asian Finance, Economics and Business, 7(7), 59–72. https://doi.org/10.13106/JAFEB.2020.VOL7.NO7.059
Liu, Y., Brahma, S., & Boateng, A. (2020). Impact of ownership structure and ownership concentration on credit risk of Chinese commercial banks. International Journal of Managerial Finance, 16(2), 253–272. https://doi.org/10.1108/IJMF-03-2019-0094
Ma, C., Cheng, D., Ge, M., Cao, J., Kou, J., & Chen, Z. (2024). The impact of geographic factors on credit risk: A study of Chinese commercial banks. Economics, 18(1), 20220086. https://doi.org/10.1515/econ-2022-0086
Madugu, A. H., Ibrahim, M., & Amoah, J. O. (2020). Differential effects of credit risk and capital adequacy ratio on profitability of the domestic banking sector in Ghana. Transnational Corporations Review, 12(1), 37–52. https://doi.org/10.1080/19186444.2019.1704582
Martín-Oliver, A., Ruano, S., & Salas-Fumás, V. (2020). How does bank competition affect credit risk? Evidence from loan-level data. Economics Letters, 196, 109524. https://doi.org/10.1016/j.econlet.2020.109524
Mendoza, R. R., & Rivera, J. P. R. (2017). The effect of credit risk and capital adequacy on the profitability of rural banks in the Philippines. Scientific Annals of Economics and Business, 64(1), 83–96. https://doi.org/10.1515/saeb-2017-0006
Metawa, N., Itani, R., Metawa, S., & Elgayar, A. (2023). The impact of digitalization on credit risk: The mediating role of financial inclusion (National Bank of Egypt (NBE) case study). Economic Research-Ekonomska istraživanja, 36(2), 2178018. https://doi.org/10.1080/1331677X.2023.2178018
Misman, F. N., Ahmad, W., Khairani, N. S., & Amran, N. H. (2020). Credit risk, Islamic contracts and ownership status: Evidence from Malaysian Islamic banks. International Journal of Financial Research, 11(3), 106. https://doi.org/10.5430/ijfr.v11n3p106
Misman, F. N., & Bhatti, M. I. (2020). The determinants of credit risk: An evidence from ASEAN and GCC Islamic banks. Journal of Risk and Financial Management, 13(5), 89. https://doi.org/10.3390/jrfm13050089
Moloi, T. (2014). Leading internal and external sources of credit risk in the top South African banks. Risk Governance and Control: Financial Markets and Institutions, 4(3), 51–65. https://doi.org/10.22495/rgcv4i3art6
Morina, D. (2020). Determinants of credit risk in commercial banks of Kosovo. International Journal of Economics and Business Administration, 8(2), 179–190. https://doi.org/10.35808/ijeba/450
Muhammed, S., Desalegn, G., Fekete-Farkas, M., & Bruder, E. (2023). Credit risk determinants in selected Ethiopian commercial banks: A panel data analysis. Journal of Risk and Financial Management, 16(9), 406. https://doi.org/10.3390/jrfm16090406
Mukhtarov, S., Yüksel, S., & Mammadov, E. (2018). Factors that increase credit risk of Azerbaijani banks. Journal of International Studies, 11(2), 63–75. https://doi.org/10.14254/2071-8330.2018/11-2/5
Musau, S., Muathe, S., & Mwangi, L. (2018). Financial inclusion, bank competitiveness and credit risk of commercial banks in Kenya. International Journal of Financial Research, 9(1), 203. https://doi.org/10.5430/ijfr.v9n1p203
Natsir, M., Soedarmono, W., April Yudhi, W. S., Trinugroho, I., & Warokka, A. (2019). Foreign penetration, competition, and credit risk in banking. Borsa Istanbul Review, 19(3), 249–257. https://doi.org/10.1016/j.bir.2019.05.003
Natufe, O. K., & Evbayiro-Osagie, E. I. (2023). Credit risk management and the financial performance of deposit money banks: Some new evidence. Journal of Risk and Financial Management, 16(7), 302. https://doi.org/10.3390/jrfm16070302
Ngo, T., Le, V., & Le, H. (2021). Factors affecting credit risk in lending activities of joint-stock commercial banks in Vietnam. Journal of Eastern European and Central Asian Research (JEECAR), 8(2), 228–239. https://doi.org/10.15549/jeecar.v8i2.666
Nguyen, N. B., & Nguyen, H. D. (2024). Impacts of digital transformation and Basel III implementation on the credit risk level of Vietnamese commercial banks. International Journal of Financial Studies, 12(3), 91. https://doi.org/10.3390/ijfs12030091
Niepmann, F., & Schmidt-Eisenlohr, T. (2022). Foreign currency loans and credit risk: Evidence from U.S. banks. Journal of International Economics, 135, 103558. https://doi.org/10.1016/j.jinteco.2021.103558
Nourrein Ahmed Mennawi, A. (2020). The impact of liquidity, credit, financial leverage risks on financial performance of Islamic banks: The case of Sudanese banking sector. International Journal of Applied Economics, Finance and Accounting, 8(2), 73–83. https://doi.org/10.33094/8.2017.2020.82.73.83
Nyebar, A., Obalade, A. A., & Muzindutsi, P. F. (2024). The effectiveness of credit risk mitigation strategies adopted by Ghanaian commercial banks in agricultural finance. Journal of Risk and Financial Management, 17(9), 385. https://doi.org/10.3390/jrfm17090385
Page, M. J., McKenzie, J. E., Bossuyt, P. M., Boutron, I., Hoffmann, T. C., Mulrow, C. D., ... & Moher, D. (2021). Updating guidance for reporting systematic reviews: development of the PRISMA 2020 statement. Journal of Clinical Epidemiology, 134, 103-112. https://doi.10.1016/j.jclinepi.2021.02.003
Papanikolaou, N. I. (2019). How changes in market conditions affect screening activity, credit risk, and the lending behaviour of banks. The European Journal of Finance, 25(9), 856–875. https://doi.org/10.1080/1351847X.2018.1548367
Pelizzon, L., Subrahmanyam, M. G., Tomio, D., & Uno, J. (2016). Sovereign credit risk, liquidity, and European Central Bank intervention: Deus ex machina? Journal of Financial Economics, 122(1), 86–115. https://doi.org/10.1016/j.jfineco.2016.06.001
Pérez-Martín, A., Pérez-Torregrosa, A., Rabasa, A., & Vaca, M. (2020). Feature selection to optimize credit banking risk evaluation decisions for the example of home equity loans. Mathematics, 8(11), 1971. https://doi.org/10.3390/math8111971
Priyadi, U., Utami, K. D. S., Muhammad, R., & Nugraheni, P. (2021). Determinants of credit risk of Indonesian Sharīʿah rural banks. ISRA International Journal of Islamic Finance, 13(3), 284–301. https://doi.org/10.1108/IJIF-09-2019-0134
Rakotonirainy, M., Razafindravonona, J., & Rasolomanana, C. (2020). Macro stress testing credit risk: Case of Madagascar banking sector. Journal of Central Banking Theory and Practice, 9(2), 199–218. https://doi.org/10.2478/jcbtp-2020-0020
Rehman, Z. U., Muhammad, N., Sarwar, B., & Raz, M. A. (2019). Impact of risk management strategies on the credit risk faced by commercial banks of Balochistan. Financial Innovation, 5(1), 44. https://doi.org/10.1186/s40854-019-0159-8
Rodríguez Guevara, D. E., Rendón García, J. F., Trespalacios Carrasquilla, A., & Jiménez Echeverri, E. A. (2022). Modelación de riesgo de crédito de personas naturales: Un caso aplicado a una caja de compensación familiar colombiana. Revista de Métodos Cuantitativos para la Economía y la Empresa, 33, 29–48. https://doi.org/10.46661/revmetodoscuanteconempresa.5146
Sadaa, A. M., Ganesan, Y., Yet, C. E., Alkhazaleh, Q., Alnoor, A., & Aldegis, A. M. (2023). Corporate governance as antecedents and financial distress as a consequence of credit risk: Evidence from Iraqi banks. Journal of Open Innovation: Technology, Market, and Complexity, 9(2), 100051. https://doi.org/10.1016/j.joitmc.2023.100051
Sahiti Ramushi, A., & Sahiti, A. (2021). The commercial banks’ credit risk efficiency: Empirical evidence from Kosovo. Journal of Eastern European and Central Asian Research (JEECAR), 8(2), 240–254. https://doi.org/10.15549/jeecar.v8i2.635
Sahiti, A., Alshiqi, S., Neskorodieva, I., Sahiti, A., & Bekteshi, X. (2022). Managing credit risk strategies for commercial banks: The case of Kosovo. Journal of Eastern European and Central Asian Research (JEECAR), 9(2), 309–318. https://doi.org/10.15549/jeecar.v9i2.847
Salas-Tenesaca, E. E. (2025). Concentración y rentabilidad: Un análisis del sistema financiero privado en Ecuador durante el periodo 2015–2023. European Public & Social Innovation Review, 10, 1–20. https://doi.org/10.31637/epsir-2025-1230
Saleh, I., & Abu Afifa, M. (2020). The effect of credit risk, liquidity risk and bank capital on bank profitability: Evidence from an emerging market. Cogent Economics & Finance, 8(1), 1814509. https://doi.org/10.1080/23322039.2020.1814509
Salim, R., Arjomandi, A., & Dakpo, K. H. (2017). Banks’ efficiency and credit risk analysis using by-production approach: The case of Iranian banks. Applied Economics, 49(30), 2974–2988. https://doi.org/10.1080/00036846.2016.1251567
Scannella, E., & Polizzi, S. (2021). How to measure bank credit risk disclosure? Testing a new methodological approach based on the content analysis framework. Journal of Banking Regulation, 22(1), 73–95. https://doi.org/10.1057/s41261-020-00129-x
Serrano, S. S., Navarro, I. P., & González, M. D. (2022). ¿Cómo hacer una revisión sistemática siguiendo el protocolo PRISMA? Usos y estrategias fundamentales para su aplicación en el ámbito educativo a través de un caso práctico. Bordón. Revista de Pedagogía, 74(3), 51–66. https://doi.org/10.13042/Bordon.2022.95090
Smales, L. A. (2016). News sentiment and bank credit risk. Journal of Empirical Finance, 38, 37–61. https://doi.org/10.1016/j.jempfin.2016.05.002
Soedarmono, W., Sitorus, D., & Tarazi, A. (2017). Abnormal loan growth, credit information sharing and systemic risk in Asian banks. Research in International Business and Finance, 42, 1208–1218. https://doi.org/10.1016/j.ribaf.2017.07.058
Sondakh, J. J., Tulung, J. E., & Karamoy, H. (2021). The effect of third-party funds, credit risk, market risk, and operational risk on profitability in banking. Journal of Governance and Regulation, 10(2), 179–185. https://doi.org/10.22495/jgrv10i2art15
Tabra Ochoa, E., & Aguilar Quiñónez, Y. (2022). El fortalecimiento del gobierno corporativo en las empresas de créditos. Ius et Veritas, 64, 28–47. https://doi.org/10.18800/iusetveritas.202201.002
Thi Thanh Tran, D., & Phan, H. T. T. (2020). Bank size, credit risk and bank profitability in Vietnam. Malaysian Journal of Economic Studies, 57(2), 233–251. https://doi.org/10.22452/MJES.vol57no2.4
Valarezo, M. A., Ramos, A., y Pantoja-Díaz, O. (2024). Riesgo de crédito en instituciones financieras en Ecuador. Revista Venezolana de Gerencia, 29 (Especial 12), 1461-1476. https://doi.org/10.52080/rvgluz.29.e12.35
Vinueza, M. C. R., Guerra, G. C., & Bajaña, M. G. C (2021). El impacto del riesgo crediticio en la rentabilidad de cooperativas de ahorro y crédito ecuatorianas. Universidad y Sociedad, 13(S3), 459–466. Recuperado de https://www.uteg.edu.ec/wp-content/uploads/2022/10/29_art.2021.pdf
Win, S. (2018). What are the possible future research directions for bank’s credit risk assessment research? A systematic review of literature. International Economics and Economic Policy, 15(4), 743–759. https://doi.org/10.1007/s10368-018-0412-z
Yağli, İ., & Topcu, M. (2023). Determinants of credit risk in the Turkish banking sector: Does ownership matter? Sosyoekonomi, 31(55), 49–67. https://doi.org/10.17233/sosyoekonomi.2023.01.03
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