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Agent-Based Mapping of Credit Risk for Sustainable Microfinance
By drawing analogies with independent research areas, we propose an unorthodox framework for mapping microfinance credit risk---a major obstacle to the sustainability of lenders outreaching to the poor. Specifically, using the elements of network theory, we constructed an agent-based model that obey...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4422753/ https://www.ncbi.nlm.nih.gov/pubmed/25945790 http://dx.doi.org/10.1371/journal.pone.0126447 |
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author | Lee, Joung-Hun Jusup, Marko Podobnik, Boris Iwasa, Yoh |
author_facet | Lee, Joung-Hun Jusup, Marko Podobnik, Boris Iwasa, Yoh |
author_sort | Lee, Joung-Hun |
collection | PubMed |
description | By drawing analogies with independent research areas, we propose an unorthodox framework for mapping microfinance credit risk---a major obstacle to the sustainability of lenders outreaching to the poor. Specifically, using the elements of network theory, we constructed an agent-based model that obeys the stylized rules of microfinance industry. We found that in a deteriorating economic environment confounded with adverse selection, a form of latent moral hazard may cause a regime shift from a high to a low loan payment probability. An after-the-fact recovery, when possible, required the economic environment to improve beyond that which led to the shift in the first place. These findings suggest a small set of measurable quantities for mapping microfinance credit risk and, consequently, for balancing the requirements to reasonably price loans and to operate on a fully self-financed basis. We illustrate how the proposed mapping works using a 10-year monthly data set from one of the best-known microfinance representatives, Grameen Bank in Bangladesh. Finally, we discuss an entirely new perspective for managing microfinance credit risk based on enticing spontaneous cooperation by building social capital. |
format | Online Article Text |
id | pubmed-4422753 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-44227532015-05-12 Agent-Based Mapping of Credit Risk for Sustainable Microfinance Lee, Joung-Hun Jusup, Marko Podobnik, Boris Iwasa, Yoh PLoS One Research Article By drawing analogies with independent research areas, we propose an unorthodox framework for mapping microfinance credit risk---a major obstacle to the sustainability of lenders outreaching to the poor. Specifically, using the elements of network theory, we constructed an agent-based model that obeys the stylized rules of microfinance industry. We found that in a deteriorating economic environment confounded with adverse selection, a form of latent moral hazard may cause a regime shift from a high to a low loan payment probability. An after-the-fact recovery, when possible, required the economic environment to improve beyond that which led to the shift in the first place. These findings suggest a small set of measurable quantities for mapping microfinance credit risk and, consequently, for balancing the requirements to reasonably price loans and to operate on a fully self-financed basis. We illustrate how the proposed mapping works using a 10-year monthly data set from one of the best-known microfinance representatives, Grameen Bank in Bangladesh. Finally, we discuss an entirely new perspective for managing microfinance credit risk based on enticing spontaneous cooperation by building social capital. Public Library of Science 2015-05-06 /pmc/articles/PMC4422753/ /pubmed/25945790 http://dx.doi.org/10.1371/journal.pone.0126447 Text en © 2015 Lee et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Lee, Joung-Hun Jusup, Marko Podobnik, Boris Iwasa, Yoh Agent-Based Mapping of Credit Risk for Sustainable Microfinance |
title | Agent-Based Mapping of Credit Risk for Sustainable Microfinance |
title_full | Agent-Based Mapping of Credit Risk for Sustainable Microfinance |
title_fullStr | Agent-Based Mapping of Credit Risk for Sustainable Microfinance |
title_full_unstemmed | Agent-Based Mapping of Credit Risk for Sustainable Microfinance |
title_short | Agent-Based Mapping of Credit Risk for Sustainable Microfinance |
title_sort | agent-based mapping of credit risk for sustainable microfinance |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4422753/ https://www.ncbi.nlm.nih.gov/pubmed/25945790 http://dx.doi.org/10.1371/journal.pone.0126447 |
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