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Financial Inclusion in Emerging Economies: The Application of Machine Learning and Artificial Intelligence in Credit Risk Assessment

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  • David Mhlanga

    (Department of Accountancy, The University of Johannesburg, Johannesburg 2006, South Africa)

Abstract

In banking and finance, credit risk is among the important topics because the process of issuing a loan requires a lot of attention to assessing the possibilities of getting the loaned money back. At the same time in emerging markets, the underbanked individuals cannot access traditional forms of collateral or identification that is required by financial institutions for them to be granted loans. Using the literature review approach through documentary and conceptual analysis to investigate the impact of machine learning and artificial intelligence in credit risk assessment, this study discovered that artificial intelligence and machine learning have a strong impact on credit risk assessments using alternative data sources such as public data to deal with the problems of information asymmetry, adverse selection, and moral hazard. This allows lenders to do serious credit risk analysis, to assess the behaviour of the customer, and subsequently to verify the ability of the clients to repay the loans, permitting less privileged people to access credit. Therefore, this study recommends that financial institutions such as banks and credit lending institutions invest more in artificial intelligence and machine learning to ensure that financially excluded households can obtain credit.

Suggested Citation

  • David Mhlanga, 2021. "Financial Inclusion in Emerging Economies: The Application of Machine Learning and Artificial Intelligence in Credit Risk Assessment," IJFS, MDPI, vol. 9(3), pages 1-16, July.
  • Handle: RePEc:gam:jijfss:v:9:y:2021:i:3:p:39-:d:602632
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    References listed on IDEAS

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    3. Chih-Hsiung Chang & Wu-Hua Chang & Yi-Yu Shih, 2022. "Is Financial Institution Management Effective to Reduce Problems Related to Information Asymmetry in Taiwan?," Bulletin of Applied Economics, Risk Market Journals, vol. 9(2), pages 37-58.
    4. Xueer Chen & Chao Wang, 2021. "Information Disclosure in China’s Rising Securitization Market," IJFS, MDPI, vol. 9(4), pages 1-29, December.
    5. Yiru Wang & Honggang Lu & Yuge Chen & Peiwen Yang & Xiangbo Cheng & Fangting Xie, 2023. "The Impact of Farmland Management Rights Mortgage Loan on the Agri-Food Industrial Agglomeration: Case of Hubei Province," Land, MDPI, vol. 12(7), pages 1-17, July.
    6. Shahid Manzoor Shah & Amjad Ali, 2022. "A Survey on Financial Inclusion: Theoretical and Empirical Literature Review," Journal of Policy Research (JPR), Research Foundation for Humanity (RFH), vol. 8(4), pages 310-330, December.
    7. Favourate Y. Mpofu & David Mhlanga, 2022. "Digital Financial Inclusion, Digital Financial Services Tax and Financial Inclusion in the Fourth Industrial Revolution Era in Africa," Economies, MDPI, vol. 10(8), pages 1-22, July.
    8. Marcelin, I. & Sun, W. & Teclezion, M. & Junarsin, E., 2022. "Financial inclusion and bank risk-taking: the effect of information sharing," Finance Research Letters, Elsevier, vol. 50(C).
    9. David Mhlanga, 2022. "Human-Centered Artificial Intelligence: The Superlative Approach to Achieve Sustainable Development Goals in the Fourth Industrial Revolution," Sustainability, MDPI, vol. 14(13), pages 1-22, June.
    10. David Mhlanga, 2023. "Artificial Intelligence and Machine Learning for Energy Consumption and Production in Emerging Markets: A Review," Energies, MDPI, vol. 16(2), pages 1-17, January.

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