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Impact Of COVID-19 Pandemic on Mortgage Modification and the Probability of Redefault

datacite.subject.fosCiências Naturais::Ciências da Computação e da Informaçãopt_PT
dc.contributor.advisorBravo, Jorge Miguel Ventura
dc.contributor.authorSequeira, Ricardo Macias Marques
dc.date.accessioned2024-12-04T12:51:34Z
dc.date.available2024-12-04T12:51:34Z
dc.date.issued2024-10-21
dc.descriptionDissertation presented as the partial requirement for obtaining a Master's degree in Data Science and Advanced Analytics, specialization in Business Analyticspt_PT
dc.description.abstractThis study investigates the impact of the COVID-19 pandemic on mortgage modifications and the probability of redefault. Research aims to understand how pandemic-induced economic disruptions influenced mortgage holders' ability to maintain modified loan terms. Using logistic regression models, we analyzed data from a sample of Fannie Mae mortgage loans, comparing pre-pandemic and pandemic modifications. The results indicated a significant decrease of 27% in the probability of redefault when the loan is modified after the onset of the pandemic, highlighting the crucial role the government played in this crisis. The key variables included original loan terms, credit scores, and debt-to-income ratios. Furthermore, COVID-19 was found to have a significant effect on variables such as debt-to-income ratio and the modification of the loan term, when comparing pre and post covid modifications. This study contributes to the field by providing information on the financial strengths exposed by the pandemic and offers policy implications for the management of future economic crises. The findings underscore the robust financial support systems created to mitigate the adverse effects of such unprecedented events on mortgage stability and the direction that governments should take to expand such measures.pt_PT
dc.identifier.tid203776488pt_PT
dc.identifier.urihttp://hdl.handle.net/10362/176199
dc.language.isoengpt_PT
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/pt_PT
dc.subjectCOVID-19pt_PT
dc.subjectmortgage modificationpt_PT
dc.subjectredefault probabilitypt_PT
dc.subjectlogistic regressionpt_PT
dc.subjecteconomic impactpt_PT
dc.subjectSDG 10 - Reduced inequalitiespt_PT
dc.titleImpact Of COVID-19 Pandemic on Mortgage Modification and the Probability of Redefaultpt_PT
dc.typemaster thesis
dspace.entity.typePublication
rcaap.rightsopenAccesspt_PT
rcaap.typemasterThesispt_PT
thesis.degree.nameMestrado em Ciência de Dados e Métodos Analíticos Avançados, especialização em Métodos Analíticos para a Gestãopt_PT

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