Impact of Covid-19 on SME portfolios in Morocco: Evaluation of banking risk costs and the effectiveness of state support measures
This study proposed a method for constructing rating tools using logistic regression and linear discriminant analysis to determine the risk profile of SME portfolios. The objective, firstly, is to evaluate the impact of the crisis due to the Covid-19 by readjusting the profile of each company by usi...
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2021-09-01
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doaj-6da8ad5c3aef423b897f452a45ce3e002021-09-09T08:44:10ZengLLC "CPC "Business Perspectives"Investment Management & Financial Innovations 1810-49671812-93582021-09-0118326027610.21511/imfi.18(3).2021.2315499Impact of Covid-19 on SME portfolios in Morocco: Evaluation of banking risk costs and the effectiveness of state support measuresMohamed Habachi0https://orcid.org/0000-0003-2502-2356Salim El Haddad1Ph.D., Professor, Department of management sciences, Faculty of Legal, Economic and Social Sciences, Agdal, University MED 5Ph.D. Student, Department of management sciences, Faculty of Legal, Economic and Social Sciences, Agdal, University MED 5This study proposed a method for constructing rating tools using logistic regression and linear discriminant analysis to determine the risk profile of SME portfolios. The objective, firstly, is to evaluate the impact of the crisis due to the Covid-19 by readjusting the profile of each company by using the expert opinion and, secondly, to evaluate the efficiency of the measures taken by the Moroccan state to support the companies during the period of the pandemic. The analysis in this paper showed that the performance of the logistic regression and linear discriminant analysis models is almost equivalent based on the ROC curve. However, it was revealed that the logistic regression model minimizes the risk cost represented in this study by the expected loss. For the support measures adopted by the Moroccan government, the study showed that the failure rate (critical situation) of the firms benefiting from the support is largely lower than that of the non-beneficiaries. https://www.businessperspectives.org/images/pdf/applications/publishing/templates/article/assets/15499/IMFI_2020_03_Habachi.pdfexpected lossexpert opinioninternal ratingprobability of default |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Mohamed Habachi Salim El Haddad |
spellingShingle |
Mohamed Habachi Salim El Haddad Impact of Covid-19 on SME portfolios in Morocco: Evaluation of banking risk costs and the effectiveness of state support measures Investment Management & Financial Innovations expected loss expert opinion internal rating probability of default |
author_facet |
Mohamed Habachi Salim El Haddad |
author_sort |
Mohamed Habachi |
title |
Impact of Covid-19 on SME portfolios in Morocco: Evaluation of banking risk costs and the effectiveness of state support measures |
title_short |
Impact of Covid-19 on SME portfolios in Morocco: Evaluation of banking risk costs and the effectiveness of state support measures |
title_full |
Impact of Covid-19 on SME portfolios in Morocco: Evaluation of banking risk costs and the effectiveness of state support measures |
title_fullStr |
Impact of Covid-19 on SME portfolios in Morocco: Evaluation of banking risk costs and the effectiveness of state support measures |
title_full_unstemmed |
Impact of Covid-19 on SME portfolios in Morocco: Evaluation of banking risk costs and the effectiveness of state support measures |
title_sort |
impact of covid-19 on sme portfolios in morocco: evaluation of banking risk costs and the effectiveness of state support measures |
publisher |
LLC "CPC "Business Perspectives" |
series |
Investment Management & Financial Innovations |
issn |
1810-4967 1812-9358 |
publishDate |
2021-09-01 |
description |
This study proposed a method for constructing rating tools using logistic regression and linear discriminant analysis to determine the risk profile of SME portfolios. The objective, firstly, is to evaluate the impact of the crisis due to the Covid-19 by readjusting the profile of each company by using the expert opinion and, secondly, to evaluate the efficiency of the measures taken by the Moroccan state to support the companies during the period of the pandemic.
The analysis in this paper showed that the performance of the logistic regression and linear discriminant analysis models is almost equivalent based on the ROC curve. However, it was revealed that the logistic regression model minimizes the risk cost represented in this study by the expected loss. For the support measures adopted by the Moroccan government, the study showed that the failure rate (critical situation) of the firms benefiting from the support is largely lower than that of the non-beneficiaries.
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topic |
expected loss expert opinion internal rating probability of default |
url |
https://www.businessperspectives.org/images/pdf/applications/publishing/templates/article/assets/15499/IMFI_2020_03_Habachi.pdf |
work_keys_str_mv |
AT mohamedhabachi impactofcovid19onsmeportfoliosinmoroccoevaluationofbankingriskcostsandtheeffectivenessofstatesupportmeasures AT salimelhaddad impactofcovid19onsmeportfoliosinmoroccoevaluationofbankingriskcostsandtheeffectivenessofstatesupportmeasures |
_version_ |
1717761287942832128 |