Probability of Corporate Bankruptcy: Application to Portuguese Manufacturing Industry SMEs

Detalhes bibliográficos
Autor(a) principal: Pacheco, Luís Miguel
Data de Publicação: 2022
Outros Autores: Madaleno, Mara, Correia, Pedro, Maldonado, Isabel
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/11328/4411
https://doi.org/10.33736/ijbs.4863.2022
Resumo: This paper aims to develop a model for predicting corporate bankruptcy for SMEs in the Portuguese manufacturing industry where this question remains rather unaddressed. Using profitability, activity, liquidity, leverage, and solvency ratios, it was added the size and age variables, for a group of 208 firms, including 49 bankrupt firms and 159 active firms, during the years 2011 to 2015. The logit model allowed us to estimate a model with 82.3% of predictive capacity. The most important variables identified were profitability, solvency, and size. Estimations only with the data closest to the bankruptcy date improved predictive capacity. It is evidenced that financial and non-financial variables can predict bankruptcy probability. A possible future approach would be to analyze a larger sample. Also, a larger period could be considered, allowing to test either the effects of the 2007/8 crisis or the effects of the recent economic turmoil related to Covid-19. Important for both corporate managers and investors. Conclusions may be disclosed regarding the influence that economic turmoil certainly has on corporate defaults and bankruptcies allowing its extension to other countries. The contribution of this paper is to find the best specification for a bankruptcy prediction model applied to the Portuguese manufacturing industry SMEs. This paper also contributes to the existing literature by using non-financial variables and analyzing a sector still unexplored in Portugal, albeit its conclusions can be extended to other countries.
id RCAP_49c920fe637d1a8d8b0b63564c40d464
oai_identifier_str oai:repositorio.upt.pt:11328/4411
network_acronym_str RCAP
network_name_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository_id_str 7160
spelling Probability of Corporate Bankruptcy: Application to Portuguese Manufacturing Industry SMEsBankruptcyManufacturing industrySMEsLogitFinancial ratiosThis paper aims to develop a model for predicting corporate bankruptcy for SMEs in the Portuguese manufacturing industry where this question remains rather unaddressed. Using profitability, activity, liquidity, leverage, and solvency ratios, it was added the size and age variables, for a group of 208 firms, including 49 bankrupt firms and 159 active firms, during the years 2011 to 2015. The logit model allowed us to estimate a model with 82.3% of predictive capacity. The most important variables identified were profitability, solvency, and size. Estimations only with the data closest to the bankruptcy date improved predictive capacity. It is evidenced that financial and non-financial variables can predict bankruptcy probability. A possible future approach would be to analyze a larger sample. Also, a larger period could be considered, allowing to test either the effects of the 2007/8 crisis or the effects of the recent economic turmoil related to Covid-19. Important for both corporate managers and investors. Conclusions may be disclosed regarding the influence that economic turmoil certainly has on corporate defaults and bankruptcies allowing its extension to other countries. The contribution of this paper is to find the best specification for a bankruptcy prediction model applied to the Portuguese manufacturing industry SMEs. This paper also contributes to the existing literature by using non-financial variables and analyzing a sector still unexplored in Portugal, albeit its conclusions can be extended to other countries.2022-08-12T15:12:20Z2022-08-122022-08-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfPacheco, L., Madaleno, M., Correia, P. & Maldonado, I. (2022), Probability of corporate bankruptcy: an application to Portuguese manufacturing industry SMEs. International Journal of Business and Society, 23(2), 1169-1189. https://doi.org/10.33736/ijbs.4863.2022. Repositório Institucional UPT. http://hdl.handle.net/11328/4411http://hdl.handle.net/11328/4411Pacheco, L., Madaleno, M., Correia, P. & Maldonado, I. (2022), Probability of corporate bankruptcy: an application to Portuguese manufacturing industry SMEs. International Journal of Business and Society, 23(2), 1169-1189. https://doi.org/10.33736/ijbs.4863.2022. Repositório Institucional UPT. http://hdl.handle.net/11328/4411http://hdl.handle.net/11328/4411https://doi.org/10.33736/ijbs.4863.2022eng1511-6670https://publisher.unimas.my/ojs/index.php/IJBS/article/view/4863http://creativecommons.org/licenses/by-sa/4.0/info:eu-repo/semantics/openAccessPacheco, Luís MiguelMadaleno, MaraCorreia, PedroMaldonado, Isabelreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-11-16T02:14:49Zoai:repositorio.upt.pt:11328/4411Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T22:42:00.115295Repositório 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 Probability of Corporate Bankruptcy: Application to Portuguese Manufacturing Industry SMEs
title Probability of Corporate Bankruptcy: Application to Portuguese Manufacturing Industry SMEs
spellingShingle Probability of Corporate Bankruptcy: Application to Portuguese Manufacturing Industry SMEs
Pacheco, Luís Miguel
Bankruptcy
Manufacturing industry
SMEs
Logit
Financial ratios
title_short Probability of Corporate Bankruptcy: Application to Portuguese Manufacturing Industry SMEs
title_full Probability of Corporate Bankruptcy: Application to Portuguese Manufacturing Industry SMEs
title_fullStr Probability of Corporate Bankruptcy: Application to Portuguese Manufacturing Industry SMEs
title_full_unstemmed Probability of Corporate Bankruptcy: Application to Portuguese Manufacturing Industry SMEs
title_sort Probability of Corporate Bankruptcy: Application to Portuguese Manufacturing Industry SMEs
author Pacheco, Luís Miguel
author_facet Pacheco, Luís Miguel
Madaleno, Mara
Correia, Pedro
Maldonado, Isabel
author_role author
author2 Madaleno, Mara
Correia, Pedro
Maldonado, Isabel
author2_role author
author
author
dc.contributor.author.fl_str_mv Pacheco, Luís Miguel
Madaleno, Mara
Correia, Pedro
Maldonado, Isabel
dc.subject.por.fl_str_mv Bankruptcy
Manufacturing industry
SMEs
Logit
Financial ratios
topic Bankruptcy
Manufacturing industry
SMEs
Logit
Financial ratios
description This paper aims to develop a model for predicting corporate bankruptcy for SMEs in the Portuguese manufacturing industry where this question remains rather unaddressed. Using profitability, activity, liquidity, leverage, and solvency ratios, it was added the size and age variables, for a group of 208 firms, including 49 bankrupt firms and 159 active firms, during the years 2011 to 2015. The logit model allowed us to estimate a model with 82.3% of predictive capacity. The most important variables identified were profitability, solvency, and size. Estimations only with the data closest to the bankruptcy date improved predictive capacity. It is evidenced that financial and non-financial variables can predict bankruptcy probability. A possible future approach would be to analyze a larger sample. Also, a larger period could be considered, allowing to test either the effects of the 2007/8 crisis or the effects of the recent economic turmoil related to Covid-19. Important for both corporate managers and investors. Conclusions may be disclosed regarding the influence that economic turmoil certainly has on corporate defaults and bankruptcies allowing its extension to other countries. The contribution of this paper is to find the best specification for a bankruptcy prediction model applied to the Portuguese manufacturing industry SMEs. This paper also contributes to the existing literature by using non-financial variables and analyzing a sector still unexplored in Portugal, albeit its conclusions can be extended to other countries.
publishDate 2022
dc.date.none.fl_str_mv 2022-08-12T15:12:20Z
2022-08-12
2022-08-01T00:00:00Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv Pacheco, L., Madaleno, M., Correia, P. & Maldonado, I. (2022), Probability of corporate bankruptcy: an application to Portuguese manufacturing industry SMEs. International Journal of Business and Society, 23(2), 1169-1189. https://doi.org/10.33736/ijbs.4863.2022. Repositório Institucional UPT. http://hdl.handle.net/11328/4411
http://hdl.handle.net/11328/4411
Pacheco, L., Madaleno, M., Correia, P. & Maldonado, I. (2022), Probability of corporate bankruptcy: an application to Portuguese manufacturing industry SMEs. International Journal of Business and Society, 23(2), 1169-1189. https://doi.org/10.33736/ijbs.4863.2022. Repositório Institucional UPT. http://hdl.handle.net/11328/4411
http://hdl.handle.net/11328/4411
https://doi.org/10.33736/ijbs.4863.2022
identifier_str_mv Pacheco, L., Madaleno, M., Correia, P. & Maldonado, I. (2022), Probability of corporate bankruptcy: an application to Portuguese manufacturing industry SMEs. International Journal of Business and Society, 23(2), 1169-1189. https://doi.org/10.33736/ijbs.4863.2022. Repositório Institucional UPT. http://hdl.handle.net/11328/4411
url http://hdl.handle.net/11328/4411
https://doi.org/10.33736/ijbs.4863.2022
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 1511-6670
https://publisher.unimas.my/ojs/index.php/IJBS/article/view/4863
dc.rights.driver.fl_str_mv http://creativecommons.org/licenses/by-sa/4.0/
info:eu-repo/semantics/openAccess
rights_invalid_str_mv http://creativecommons.org/licenses/by-sa/4.0/
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
instname_str 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)
repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
repository.mail.fl_str_mv
_version_ 1799134985050914816