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Modelling credit risk : evidence for EMV methodology on portuguese mortgage data

dc.contributor.authorBorges, Maria Rosa
dc.contributor.authorMachado, Raquel
dc.date.accessioned2021-01-25T14:08:31Z
dc.date.available2021-01-25T14:08:31Z
dc.date.issued2020
dc.description.abstractTraditional credit risk models failed during the recent financial crisis and revealed weaknesses in forecasting and stress testing procedures. One of the main reasons for this failure was the fact that they did not include lifecycle and macroeconomic adverse selection effects. The Exogenous-Maturity-Vintage (EMV) models emerged in this context, in the credit risk literature. In this article, we assess the applicability of the EMV models to a dataset consisting of Portuguese mortgage data between 2007 and 2017, to study the determinants of default rates. We obtain and examine the exogenous, maturity and vintage curves from the dataset under analysis, plotting defaults rates through time, under each of the three component’s logic (default rates by calendar period, by age and by vintage). We show that these curves follow the expected behavior. Finally, we identify a set of explanatory variables suitable to be incorporated in an EMV model specification, for forecasting purposes, and discuss the rationality for their inclusion in the model.pt_PT
dc.description.versioninfo:eu-repo/semantics/publishedVersionpt_PT
dc.identifier.citationBorges, Maria Rosa and Raquel Machado .(2020). "Modelling credit risk : evidence for EMV methodology on portuguese mortgage data". Instituto Superior de Economia e Gestão. DE Working papers nº 3/2020/DE/UECEpt_PT
dc.identifier.issn2183-1815
dc.identifier.urihttp://hdl.handle.net/10400.5/20884
dc.language.isoengpt_PT
dc.publisherISEG – Departamento de Economiapt_PT
dc.relationResearch in Economics and Mathematics
dc.relation.ispartofseriesDE/ Working papers nº 3-2020/DE/UECE
dc.subjectCredit Riskpt_PT
dc.subjectEMV Modelspt_PT
dc.subjectMortgage Loanspt_PT
dc.subjectDefault Ratespt_PT
dc.subjectVintagespt_PT
dc.titleModelling credit risk : evidence for EMV methodology on portuguese mortgage datapt_PT
dc.typeworking paper
dspace.entity.typePublication
oaire.awardTitleResearch in Economics and Mathematics
oaire.awardURIinfo:eu-repo/grantAgreement/FCT/6817 - DCRRNI ID/UIDB%2F05069%2F2020/PT
oaire.fundingStream6817 - DCRRNI ID
project.funder.identifierhttp://doi.org/10.13039/501100001871
project.funder.nameFundação para a Ciência e a Tecnologia
rcaap.rightsopenAccesspt_PT
rcaap.typeworkingPaperpt_PT
relation.isProjectOfPublication776d1ee1-e5e8-4d3e-9ec5-a8e9decada99
relation.isProjectOfPublication.latestForDiscovery776d1ee1-e5e8-4d3e-9ec5-a8e9decada99

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