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Modeling unemployment duration, determinants and insurance premium pricing of Malaysia: insights from an upper middle-income developing country
This paper investigates the behavior and determinants of unemployment in Malaysia, an upper middle-income country with relatively low unemployment but rising labor market mismatches, and derives a model-based insurance premium pricing schedule that broadens the country's unemployment insurance...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer International Publishing
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9343568/ https://www.ncbi.nlm.nih.gov/pubmed/35935268 http://dx.doi.org/10.1007/s43546-022-00287-2 |
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author | Khoo, Wooi Chen Yeah, Kim Leng Hong, Shun Yi |
author_facet | Khoo, Wooi Chen Yeah, Kim Leng Hong, Shun Yi |
author_sort | Khoo, Wooi Chen |
collection | PubMed |
description | This paper investigates the behavior and determinants of unemployment in Malaysia, an upper middle-income country with relatively low unemployment but rising labor market mismatches, and derives a model-based insurance premium pricing schedule that broadens the country's unemployment insurance coverage. The unemployment profile is best fitted with Burr distribution, and using survival analysis, the average unemployment duration is found to be the highest for the youths and it decreases gradually after age 20. The results of the Cox proportional hazards model show that age, gender, and education are significant explanatory variables of unemployment. While all age groups are statistically significant in explaining unemployment, the youngest cohort has the least likelihood of being hired, while the older groups are found to have a lower hazard ratio that could be attributed to work experience. The significant gender effect is also characterized by the female workforce taking a longer time to exit unemployment as shown by its lower hazard rate than male workers. Similar to findings for other countries, those with higher education have the highest chance of gaining employment. Fitting the estimated parameters to a standard unemployment insurance premium pricing framework based on the Capital Asset Pricing Model (CAPM), the analysis shows that the coverage of the existing national unemployment insurance scheme can be expanded to all income categories at lower premium prices. The widening of the coverage will contribute to the strengthening of the country’s social safety net in addition to reducing inequalities in the post-COVID-19 period. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s43546-022-00287-2. |
format | Online Article Text |
id | pubmed-9343568 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer International Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-93435682022-08-02 Modeling unemployment duration, determinants and insurance premium pricing of Malaysia: insights from an upper middle-income developing country Khoo, Wooi Chen Yeah, Kim Leng Hong, Shun Yi SN Bus Econ Original Article This paper investigates the behavior and determinants of unemployment in Malaysia, an upper middle-income country with relatively low unemployment but rising labor market mismatches, and derives a model-based insurance premium pricing schedule that broadens the country's unemployment insurance coverage. The unemployment profile is best fitted with Burr distribution, and using survival analysis, the average unemployment duration is found to be the highest for the youths and it decreases gradually after age 20. The results of the Cox proportional hazards model show that age, gender, and education are significant explanatory variables of unemployment. While all age groups are statistically significant in explaining unemployment, the youngest cohort has the least likelihood of being hired, while the older groups are found to have a lower hazard ratio that could be attributed to work experience. The significant gender effect is also characterized by the female workforce taking a longer time to exit unemployment as shown by its lower hazard rate than male workers. Similar to findings for other countries, those with higher education have the highest chance of gaining employment. Fitting the estimated parameters to a standard unemployment insurance premium pricing framework based on the Capital Asset Pricing Model (CAPM), the analysis shows that the coverage of the existing national unemployment insurance scheme can be expanded to all income categories at lower premium prices. The widening of the coverage will contribute to the strengthening of the country’s social safety net in addition to reducing inequalities in the post-COVID-19 period. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s43546-022-00287-2. Springer International Publishing 2022-08-02 2022 /pmc/articles/PMC9343568/ /pubmed/35935268 http://dx.doi.org/10.1007/s43546-022-00287-2 Text en © The Author(s), under exclusive licence to Springer Nature Switzerland AG 2022, Springer Nature or its licensor holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law. This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Original Article Khoo, Wooi Chen Yeah, Kim Leng Hong, Shun Yi Modeling unemployment duration, determinants and insurance premium pricing of Malaysia: insights from an upper middle-income developing country |
title | Modeling unemployment duration, determinants and insurance premium pricing of Malaysia: insights from an upper middle-income developing country |
title_full | Modeling unemployment duration, determinants and insurance premium pricing of Malaysia: insights from an upper middle-income developing country |
title_fullStr | Modeling unemployment duration, determinants and insurance premium pricing of Malaysia: insights from an upper middle-income developing country |
title_full_unstemmed | Modeling unemployment duration, determinants and insurance premium pricing of Malaysia: insights from an upper middle-income developing country |
title_short | Modeling unemployment duration, determinants and insurance premium pricing of Malaysia: insights from an upper middle-income developing country |
title_sort | modeling unemployment duration, determinants and insurance premium pricing of malaysia: insights from an upper middle-income developing country |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9343568/ https://www.ncbi.nlm.nih.gov/pubmed/35935268 http://dx.doi.org/10.1007/s43546-022-00287-2 |
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