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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Main Authors: Mohamed Habachi, Salim El Haddad
Format: Article
Language:English
Published: LLC "CPC "Business Perspectives" 2021-09-01
Series:Investment Management & Financial Innovations
Subjects:
Online Access:https://www.businessperspectives.org/images/pdf/applications/publishing/templates/article/assets/15499/IMFI_2020_03_Habachi.pdf
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spelling 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.
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
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