Probabilities of default : what is the impact of Covid-19 in portuguese micro-enterprises?
Autor(a) principal: | |
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Data de Publicação: | 2021 |
Tipo de documento: | Dissertação |
Idioma: | eng |
Título da fonte: | Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
Texto Completo: | http://hdl.handle.net/10400.14/35553 |
Resumo: | This dissertation aims to quantify the impact of the current pandemic on Portuguese micro-enterprises credit risk. To this end, the probability of bankruptcy before and after the pandemic shock is calculated using a modified version of the structural model proposed by Eisdorfer, Goyal, & Zhdanov (2019). For this exercise, representative firms were created for each of the 14 sectors under analysis. These firms were created using a database of over 200 000 firms with observations ranging between 2006 and 2018. Sector specific shocks are calibrated using data from the quick survey on the impact of the pandemic shock on firms’ business, by Statistics Portugal and by the Banco de Portugal. The results of this exercise suggest that the Accommodation and Food Services sector is the most affected sector with its probability of default within two-years increasing from 1.49% to 14.20%. On average the two-year cumulative probability of default increases by 6.46 percentage points with the current pandemic. Understanding the determinants of the shock impact, the initial liquidity level reveals to be an important factor. This dissertation demonstrates that a higher level of cash allows firms to minimize the impact of the current pandemic on the distance to default. |
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Probabilities of default : what is the impact of Covid-19 in portuguese micro-enterprises?Probabilities of defaultDistance to defaultCredit riskMicro-enterprisesCovid-19Probabilidades de falênciaDistância para a falênciaRisco de créditoMicro-empresasDomínio/Área Científica::Ciências Sociais::Economia e GestãoThis dissertation aims to quantify the impact of the current pandemic on Portuguese micro-enterprises credit risk. To this end, the probability of bankruptcy before and after the pandemic shock is calculated using a modified version of the structural model proposed by Eisdorfer, Goyal, & Zhdanov (2019). For this exercise, representative firms were created for each of the 14 sectors under analysis. These firms were created using a database of over 200 000 firms with observations ranging between 2006 and 2018. Sector specific shocks are calibrated using data from the quick survey on the impact of the pandemic shock on firms’ business, by Statistics Portugal and by the Banco de Portugal. The results of this exercise suggest that the Accommodation and Food Services sector is the most affected sector with its probability of default within two-years increasing from 1.49% to 14.20%. On average the two-year cumulative probability of default increases by 6.46 percentage points with the current pandemic. Understanding the determinants of the shock impact, the initial liquidity level reveals to be an important factor. This dissertation demonstrates that a higher level of cash allows firms to minimize the impact of the current pandemic on the distance to default.Esta dissertação tem como objetivo quantificar o impacto da atual pandemia no risco de crédito das Micro-empresas portuguesas. Para tal, foi calculada a probabilidade de falência antes e depois do choque pandémico usando uma versão modificada do modelo estrutural proposto por Eisdorfer, Goyal, & Zhdanov (2019). Para este exercício, foram criadas empresas representativas de cada um dos 14 sectores em análise. Estas empresas foram criadas utilizando uma base de dados de mais de 200 000 empresas com observações entre 2006 e 2018. Os choques sectoriais são calibrados utilizando o inquérito rápido sobre o impacto pandémico nos negócios das empresas, publicado pelo Instituto Nacional de Estatística e pelo Banco de Portugal. Os resultados deste exercício sugerem que o sector de Alojamento e Serviços Alimentares é o sector mais afetado com a sua probabilidade de falência dentro de dois anos a aumentar de 1.49% para 14.20%. Em média, a probabilidade acumulada de falência de dois anos aumenta em 6.46 pontos percentuais com a atual pandemia. Compreendendo os determinantes do impacto do choque, o nível de liquidez inicial revela ser um fator importante. Esta dissertação demonstra que um nível mais elevado de liquidez permite às empresas minimizar o impacto da atual pandemia na distância até a falência.Bonfim, Diana Carina Ribeiro GuimarãesVeritati - Repositório Institucional da Universidade Católica PortuguesaCruz, José Pedro Nolasco Amaral Gomes2021-10-14T13:40:21Z2021-04-272021-042021-04-27T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisapplication/pdfhttp://hdl.handle.net/10400.14/35553TID:202728684enginfo:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-07-12T17:41:04Zoai:repositorio.ucp.pt:10400.14/35553Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T18:28:52.313893Repositório 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 |
Probabilities of default : what is the impact of Covid-19 in portuguese micro-enterprises? |
title |
Probabilities of default : what is the impact of Covid-19 in portuguese micro-enterprises? |
spellingShingle |
Probabilities of default : what is the impact of Covid-19 in portuguese micro-enterprises? Cruz, José Pedro Nolasco Amaral Gomes Probabilities of default Distance to default Credit risk Micro-enterprises Covid-19 Probabilidades de falência Distância para a falência Risco de crédito Micro-empresas Domínio/Área Científica::Ciências Sociais::Economia e Gestão |
title_short |
Probabilities of default : what is the impact of Covid-19 in portuguese micro-enterprises? |
title_full |
Probabilities of default : what is the impact of Covid-19 in portuguese micro-enterprises? |
title_fullStr |
Probabilities of default : what is the impact of Covid-19 in portuguese micro-enterprises? |
title_full_unstemmed |
Probabilities of default : what is the impact of Covid-19 in portuguese micro-enterprises? |
title_sort |
Probabilities of default : what is the impact of Covid-19 in portuguese micro-enterprises? |
author |
Cruz, José Pedro Nolasco Amaral Gomes |
author_facet |
Cruz, José Pedro Nolasco Amaral Gomes |
author_role |
author |
dc.contributor.none.fl_str_mv |
Bonfim, Diana Carina Ribeiro Guimarães Veritati - Repositório Institucional da Universidade Católica Portuguesa |
dc.contributor.author.fl_str_mv |
Cruz, José Pedro Nolasco Amaral Gomes |
dc.subject.por.fl_str_mv |
Probabilities of default Distance to default Credit risk Micro-enterprises Covid-19 Probabilidades de falência Distância para a falência Risco de crédito Micro-empresas Domínio/Área Científica::Ciências Sociais::Economia e Gestão |
topic |
Probabilities of default Distance to default Credit risk Micro-enterprises Covid-19 Probabilidades de falência Distância para a falência Risco de crédito Micro-empresas Domínio/Área Científica::Ciências Sociais::Economia e Gestão |
description |
This dissertation aims to quantify the impact of the current pandemic on Portuguese micro-enterprises credit risk. To this end, the probability of bankruptcy before and after the pandemic shock is calculated using a modified version of the structural model proposed by Eisdorfer, Goyal, & Zhdanov (2019). For this exercise, representative firms were created for each of the 14 sectors under analysis. These firms were created using a database of over 200 000 firms with observations ranging between 2006 and 2018. Sector specific shocks are calibrated using data from the quick survey on the impact of the pandemic shock on firms’ business, by Statistics Portugal and by the Banco de Portugal. The results of this exercise suggest that the Accommodation and Food Services sector is the most affected sector with its probability of default within two-years increasing from 1.49% to 14.20%. On average the two-year cumulative probability of default increases by 6.46 percentage points with the current pandemic. Understanding the determinants of the shock impact, the initial liquidity level reveals to be an important factor. This dissertation demonstrates that a higher level of cash allows firms to minimize the impact of the current pandemic on the distance to default. |
publishDate |
2021 |
dc.date.none.fl_str_mv |
2021-10-14T13:40:21Z 2021-04-27 2021-04 2021-04-27T00:00:00Z |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/masterThesis |
format |
masterThesis |
status_str |
publishedVersion |
dc.identifier.uri.fl_str_mv |
http://hdl.handle.net/10400.14/35553 TID:202728684 |
url |
http://hdl.handle.net/10400.14/35553 |
identifier_str_mv |
TID:202728684 |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.rights.driver.fl_str_mv |
info:eu-repo/semantics/openAccess |
eu_rights_str_mv |
openAccess |
dc.format.none.fl_str_mv |
application/pdf |
dc.source.none.fl_str_mv |
reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação instacron:RCAAP |
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Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
instacron_str |
RCAAP |
institution |
RCAAP |
reponame_str |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
collection |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
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Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
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1799132007751483392 |