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Default risk in agricultural lending, the effects of commodity price volatility and climate

dc.creatorCastro, Carlos
dc.creatorGarcia, Karenspa
dc.date.accessioned2020-05-26T00:06:33Z
dc.date.available2020-05-26T00:06:33Z
dc.date.created2014spa
dc.description.abstractPurpose – Commodity price volatility and small variations in climate conditions may have an important impact on the creditworthiness of any agricultural project. The evolution of such risk factors is vital for the credit risk analysis of a rural bank. The purpose of this paper is to determine the importance of price volatility and climate factors within a default risk model. Design/methodology/approach – The authors estimate a generalized linear model (GLM) based on a structural default risk model. With the estimated factor loadings, the authors simulate the loss distribution of the portfolio and perform stress test to determine the impact of the relevant risk factors on economic capital. Findings – The results indicate that both the price volatility and climate factors are statistically significant; however, their economic significance is smaller compare to other factors that the authors control for: macroeconomic conditions for the agricultural sector and intermediate input prices. Research limitations/implications – The analysis of non-systemic risk factors such as price volatility and climate conditions requires statistical methods focussed on measuring causal effects at higher quantiles, not just at the conditional mean, this is, however, a current limitation of GLMs. Practical implications – The authors provide a design of a portfolio credit risk model, that is more suited to the special characteristics of a rural bank, than commercial credit risk models. Originality/value – The paper incorporates agricultural-specific risk factors in a default risk model and a portfolio credit risk model. © Emerald Group Publishing Limited.eng
dc.format.mimetypeapplication/pdf
dc.identifier.doihttps://doi.org/10.1108/AFR-10-2013-0036
dc.identifier.issn00021466
dc.identifier.issn20416326
dc.identifier.urihttps://repository.urosario.edu.co/handle/10336/23907
dc.language.isoengspa
dc.publisherEmerald Group Publishing Ltd.spa
dc.relation.citationEndPage521
dc.relation.citationIssueNo. 4
dc.relation.citationStartPage501
dc.relation.citationTitleAgricultural Finance Review
dc.relation.citationVolumeVol. 74
dc.relation.ispartofAgricultural Finance Review, ISSN:00021466, 20416326, Vol.74, No.4 (2014); pp. 501-521spa
dc.relation.urihttps://www.scopus.com/inward/record.uri?eid=2-s2.0-84946561623&doi=10.1108%2fAFR-10-2013-0036&partnerID=40&md5=1d1764b207980782652d0551673619bbspa
dc.rights.accesRightsinfo:eu-repo/semantics/openAccess
dc.rights.accesoAbierto (Texto Completo)spa
dc.source.instnameinstname:Universidad del Rosariospa
dc.source.reponamereponame:Repositorio Institucional EdocURspa
dc.subject.keywordClimate riskspa
dc.subject.keywordCredit riskspa
dc.subject.keywordRural banksspa
dc.titleDefault risk in agricultural lending, the effects of commodity price volatility and climatespa
dc.typearticleeng
dc.type.hasVersioninfo:eu-repo/semantics/publishedVersion
dc.type.spaArtículospa
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