Survival Analysis Employed in Predicting Corporate Failure: A Forecasting Model Proposal

Detalhes bibliográficos
Autor(a) principal: Pereira, José
Data de Publicação: 2016
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/11110/918
Resumo: In face of the current economic and financial environment, predicting corporate bankruptcy is arguably a phenomenon of increasing interest to investors, creditors, borrowing firms, and governments alike. Within the strand of literature focused on bankruptcy forecasting we can find diverse types of research employing a wide variety of techniques, but only a few researchers have used survival analysis for the examination of this issue. We propose a model for the prediction of corporate bankruptcy based on survival analysis, a technique which stands on its own merits. In this research, the hazard rate is the probability of ‘‘bankruptcy’’ as of time t, conditional upon having survived until time t. Many hazard models are applied in a context where the running of time naturally affects the hazard rate. The model employed in this paper uses the time of survival or the hazard risk as dependent variable, considering the unsuccessful companies as censured observations.
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spelling Survival Analysis Employed in Predicting Corporate Failure: A Forecasting Model Proposalbankruptcy predictionfinancial distresssurvival analysisfinancial ratiosIn face of the current economic and financial environment, predicting corporate bankruptcy is arguably a phenomenon of increasing interest to investors, creditors, borrowing firms, and governments alike. Within the strand of literature focused on bankruptcy forecasting we can find diverse types of research employing a wide variety of techniques, but only a few researchers have used survival analysis for the examination of this issue. We propose a model for the prediction of corporate bankruptcy based on survival analysis, a technique which stands on its own merits. In this research, the hazard rate is the probability of ‘‘bankruptcy’’ as of time t, conditional upon having survived until time t. Many hazard models are applied in a context where the running of time naturally affects the hazard rate. The model employed in this paper uses the time of survival or the hazard risk as dependent variable, considering the unsuccessful companies as censured observations.2016-01-20T16:10:20Z2016-01-20T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://hdl.handle.net/11110/918oai:ciencipca.ipca.pt:11110/918eng1913-9004http://hdl.handle.net/11110/918metadata only accessinfo:eu-repo/semantics/openAccessPereira, Joséreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2022-09-05T12:52:22Zoai:ciencipca.ipca.pt:11110/918Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T15:01:16.156774Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Survival Analysis Employed in Predicting Corporate Failure: A Forecasting Model Proposal
title Survival Analysis Employed in Predicting Corporate Failure: A Forecasting Model Proposal
spellingShingle Survival Analysis Employed in Predicting Corporate Failure: A Forecasting Model Proposal
Pereira, José
bankruptcy prediction
financial distress
survival analysis
financial ratios
title_short Survival Analysis Employed in Predicting Corporate Failure: A Forecasting Model Proposal
title_full Survival Analysis Employed in Predicting Corporate Failure: A Forecasting Model Proposal
title_fullStr Survival Analysis Employed in Predicting Corporate Failure: A Forecasting Model Proposal
title_full_unstemmed Survival Analysis Employed in Predicting Corporate Failure: A Forecasting Model Proposal
title_sort Survival Analysis Employed in Predicting Corporate Failure: A Forecasting Model Proposal
author Pereira, José
author_facet Pereira, José
author_role author
dc.contributor.author.fl_str_mv Pereira, José
dc.subject.por.fl_str_mv bankruptcy prediction
financial distress
survival analysis
financial ratios
topic bankruptcy prediction
financial distress
survival analysis
financial ratios
description In face of the current economic and financial environment, predicting corporate bankruptcy is arguably a phenomenon of increasing interest to investors, creditors, borrowing firms, and governments alike. Within the strand of literature focused on bankruptcy forecasting we can find diverse types of research employing a wide variety of techniques, but only a few researchers have used survival analysis for the examination of this issue. We propose a model for the prediction of corporate bankruptcy based on survival analysis, a technique which stands on its own merits. In this research, the hazard rate is the probability of ‘‘bankruptcy’’ as of time t, conditional upon having survived until time t. Many hazard models are applied in a context where the running of time naturally affects the hazard rate. The model employed in this paper uses the time of survival or the hazard risk as dependent variable, considering the unsuccessful companies as censured observations.
publishDate 2016
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