Determinants of default in p2p lending: the Mexican case

Detalhes bibliográficos
Autor(a) principal: Canfield, Carlos Eduardo
Data de Publicação: 2018
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Independent Journal of Management & Production
Texto Completo: http://www.ijmp.jor.br/index.php/ijmp/article/view/537
Resumo: P2P lending is a new method of informal finance that uses the internet to directly connect borrowers with on-line communities. With a unique dataset provided by Prestadero, the largest on-line lending platform with national presence in Mexico, this research explores the effect of credit scores and other variables related to loan and borrower´s traits, in determining default behavior in P2P lending. Moreover, using a logistic regression model, it tested whether investors might benefit from screening loan applicants by gender after controlling for loan quality. The results showed that information provided by the platform is relevant for analyzing credit risk, yet not conclusive. In congruence with the literature, on a scale going from the safest to the riskiest, loan quality is positively associated with default behavior. Other determinants for increasing the odds of default are the payment-to-income ratio and refinancing on the same platform. On the contrary loan purpose and being a female applicant reduce such odds. No categorical evidence for differential default behavior was found for gender´s case-discrimination, under equal credit conditions. However it was found that controlling for loan quality, women have longer loan survival times than men. This is one of the first studies about debt crowdfunding in Latin America and Mexico. Implications for lenders, researchers and policy-makers are also discussed.
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spelling Determinants of default in p2p lending: the Mexican casePeer-to-peer lendinggender discriminationPrestaderodefault riskloan survivalP2P lending is a new method of informal finance that uses the internet to directly connect borrowers with on-line communities. With a unique dataset provided by Prestadero, the largest on-line lending platform with national presence in Mexico, this research explores the effect of credit scores and other variables related to loan and borrower´s traits, in determining default behavior in P2P lending. Moreover, using a logistic regression model, it tested whether investors might benefit from screening loan applicants by gender after controlling for loan quality. The results showed that information provided by the platform is relevant for analyzing credit risk, yet not conclusive. In congruence with the literature, on a scale going from the safest to the riskiest, loan quality is positively associated with default behavior. Other determinants for increasing the odds of default are the payment-to-income ratio and refinancing on the same platform. On the contrary loan purpose and being a female applicant reduce such odds. No categorical evidence for differential default behavior was found for gender´s case-discrimination, under equal credit conditions. However it was found that controlling for loan quality, women have longer loan survival times than men. This is one of the first studies about debt crowdfunding in Latin America and Mexico. Implications for lenders, researchers and policy-makers are also discussed.Independent2018-03-02info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdftext/htmltext/xmlhttp://www.ijmp.jor.br/index.php/ijmp/article/view/53710.14807/ijmp.v9i1.537Independent Journal of Management & Production; Vol. 9 No. 1 (2018): Independent Journal of Management & Production; 001-0242236-269X2236-269Xreponame:Independent Journal of Management & Productioninstname:Instituto Federal de Educação, Ciência e Tecnologia de São Paulo (IFSP)instacron:IJM&Penghttp://www.ijmp.jor.br/index.php/ijmp/article/view/537/774http://www.ijmp.jor.br/index.php/ijmp/article/view/537/805http://www.ijmp.jor.br/index.php/ijmp/article/view/537/1563Copyright (c) 2018 Carlos Eduardo Canfieldinfo:eu-repo/semantics/openAccessCanfield, Carlos Eduardo2020-08-24T00:57:16Zoai:www.ijmp.jor.br:article/537Revistahttp://www.ijmp.jor.br/PUBhttp://www.ijmp.jor.br/index.php/ijmp/oaiijmp@ijmp.jor.br||paulo@paulorodrigues.pro.br||2236-269X2236-269Xopendoar:2020-08-24T00:57:16Independent Journal of Management & Production - Instituto Federal de Educação, Ciência e Tecnologia de São Paulo (IFSP)false
dc.title.none.fl_str_mv Determinants of default in p2p lending: the Mexican case
title Determinants of default in p2p lending: the Mexican case
spellingShingle Determinants of default in p2p lending: the Mexican case
Canfield, Carlos Eduardo
Peer-to-peer lending
gender discrimination
Prestadero
default risk
loan survival
title_short Determinants of default in p2p lending: the Mexican case
title_full Determinants of default in p2p lending: the Mexican case
title_fullStr Determinants of default in p2p lending: the Mexican case
title_full_unstemmed Determinants of default in p2p lending: the Mexican case
title_sort Determinants of default in p2p lending: the Mexican case
author Canfield, Carlos Eduardo
author_facet Canfield, Carlos Eduardo
author_role author
dc.contributor.author.fl_str_mv Canfield, Carlos Eduardo
dc.subject.por.fl_str_mv Peer-to-peer lending
gender discrimination
Prestadero
default risk
loan survival
topic Peer-to-peer lending
gender discrimination
Prestadero
default risk
loan survival
description P2P lending is a new method of informal finance that uses the internet to directly connect borrowers with on-line communities. With a unique dataset provided by Prestadero, the largest on-line lending platform with national presence in Mexico, this research explores the effect of credit scores and other variables related to loan and borrower´s traits, in determining default behavior in P2P lending. Moreover, using a logistic regression model, it tested whether investors might benefit from screening loan applicants by gender after controlling for loan quality. The results showed that information provided by the platform is relevant for analyzing credit risk, yet not conclusive. In congruence with the literature, on a scale going from the safest to the riskiest, loan quality is positively associated with default behavior. Other determinants for increasing the odds of default are the payment-to-income ratio and refinancing on the same platform. On the contrary loan purpose and being a female applicant reduce such odds. No categorical evidence for differential default behavior was found for gender´s case-discrimination, under equal credit conditions. However it was found that controlling for loan quality, women have longer loan survival times than men. This is one of the first studies about debt crowdfunding in Latin America and Mexico. Implications for lenders, researchers and policy-makers are also discussed.
publishDate 2018
dc.date.none.fl_str_mv 2018-03-02
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
format article
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dc.identifier.uri.fl_str_mv http://www.ijmp.jor.br/index.php/ijmp/article/view/537
10.14807/ijmp.v9i1.537
url http://www.ijmp.jor.br/index.php/ijmp/article/view/537
identifier_str_mv 10.14807/ijmp.v9i1.537
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv http://www.ijmp.jor.br/index.php/ijmp/article/view/537/774
http://www.ijmp.jor.br/index.php/ijmp/article/view/537/805
http://www.ijmp.jor.br/index.php/ijmp/article/view/537/1563
dc.rights.driver.fl_str_mv Copyright (c) 2018 Carlos Eduardo Canfield
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Copyright (c) 2018 Carlos Eduardo Canfield
eu_rights_str_mv openAccess
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text/html
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dc.publisher.none.fl_str_mv Independent
publisher.none.fl_str_mv Independent
dc.source.none.fl_str_mv Independent Journal of Management & Production; Vol. 9 No. 1 (2018): Independent Journal of Management & Production; 001-024
2236-269X
2236-269X
reponame:Independent Journal of Management & Production
instname:Instituto Federal de Educação, Ciência e Tecnologia de São Paulo (IFSP)
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instname_str Instituto Federal de Educação, Ciência e Tecnologia de São Paulo (IFSP)
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institution IJM&P
reponame_str Independent Journal of Management & Production
collection Independent Journal of Management & Production
repository.name.fl_str_mv Independent Journal of Management & Production - Instituto Federal de Educação, Ciência e Tecnologia de São Paulo (IFSP)
repository.mail.fl_str_mv ijmp@ijmp.jor.br||paulo@paulorodrigues.pro.br||
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