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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...

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Autores principales: Lee, Joung-Hun, Jusup, Marko, Podobnik, Boris, Iwasa, Yoh
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
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.
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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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