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A quantitative analysis on the effect of COVID-19 in a private health insurance plan expenditure
This paper explores the effect of COVID-19 on health care expenditure using data from a private Health Insurance Plan (HIP). As well known, at the beginning of the COVID-19 pandemic, governments had to rely on Non-Pharmaceutical Interventions against the spread of the virus. However, the stringency...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Netherlands
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9801141/ https://www.ncbi.nlm.nih.gov/pubmed/36597555 http://dx.doi.org/10.1007/s11135-022-01603-6 |
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author | Biancalana, Davide Baione, Fabio |
author_facet | Biancalana, Davide Baione, Fabio |
author_sort | Biancalana, Davide |
collection | PubMed |
description | This paper explores the effect of COVID-19 on health care expenditure using data from a private Health Insurance Plan (HIP). As well known, at the beginning of the COVID-19 pandemic, governments had to rely on Non-Pharmaceutical Interventions against the spread of the virus. However, the stringency of lockdowns differed across space and time as governments had to adjust their strategy dynamically to the country-specific development of the crisis. These strategies have strongly changed the policyholders’ behavior; however, after this period, a fundamental question is whether the policyholder behavior will return to a status quo (i.e. in traditional care delivery). We analyze these effects using a “pre-post” quantitative study using longitudinal data collected from 2017 to 2021. We consider as a consumption measure the health care expenditure amount within several types of health services, coming from a group of insured persons, followed overtime every quarter, and separating the effect per gender and age. Moving in this direction, the purpose of our contribution is to investigate if the traditional actuarial approach for assessing the loss cost, based on the Generalized Linear Models, could predict the effect on the health care expenditure due to COVID-19 and the capacity to which a HIP can anticipate these uncertainties. Our results provide a comprehensive picture of the different effects of COVID-19 on the health services offered by the HIP, as well as on the behavior ofpolicyholders during and after the pandemic period. |
format | Online Article Text |
id | pubmed-9801141 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer Netherlands |
record_format | MEDLINE/PubMed |
spelling | pubmed-98011412022-12-30 A quantitative analysis on the effect of COVID-19 in a private health insurance plan expenditure Biancalana, Davide Baione, Fabio Qual Quant Article This paper explores the effect of COVID-19 on health care expenditure using data from a private Health Insurance Plan (HIP). As well known, at the beginning of the COVID-19 pandemic, governments had to rely on Non-Pharmaceutical Interventions against the spread of the virus. However, the stringency of lockdowns differed across space and time as governments had to adjust their strategy dynamically to the country-specific development of the crisis. These strategies have strongly changed the policyholders’ behavior; however, after this period, a fundamental question is whether the policyholder behavior will return to a status quo (i.e. in traditional care delivery). We analyze these effects using a “pre-post” quantitative study using longitudinal data collected from 2017 to 2021. We consider as a consumption measure the health care expenditure amount within several types of health services, coming from a group of insured persons, followed overtime every quarter, and separating the effect per gender and age. Moving in this direction, the purpose of our contribution is to investigate if the traditional actuarial approach for assessing the loss cost, based on the Generalized Linear Models, could predict the effect on the health care expenditure due to COVID-19 and the capacity to which a HIP can anticipate these uncertainties. Our results provide a comprehensive picture of the different effects of COVID-19 on the health services offered by the HIP, as well as on the behavior ofpolicyholders during and after the pandemic period. Springer Netherlands 2022-12-30 /pmc/articles/PMC9801141/ /pubmed/36597555 http://dx.doi.org/10.1007/s11135-022-01603-6 Text en © The Author(s), under exclusive licence to Springer Nature B.V. 2022, Springer Nature or its licensor (e.g. a society or other partner) 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 | Article Biancalana, Davide Baione, Fabio A quantitative analysis on the effect of COVID-19 in a private health insurance plan expenditure |
title | A quantitative analysis on the effect of COVID-19 in a private health insurance plan expenditure |
title_full | A quantitative analysis on the effect of COVID-19 in a private health insurance plan expenditure |
title_fullStr | A quantitative analysis on the effect of COVID-19 in a private health insurance plan expenditure |
title_full_unstemmed | A quantitative analysis on the effect of COVID-19 in a private health insurance plan expenditure |
title_short | A quantitative analysis on the effect of COVID-19 in a private health insurance plan expenditure |
title_sort | quantitative analysis on the effect of covid-19 in a private health insurance plan expenditure |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9801141/ https://www.ncbi.nlm.nih.gov/pubmed/36597555 http://dx.doi.org/10.1007/s11135-022-01603-6 |
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