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Obesity and labour market outcomes in Italy: a dynamic panel data evidence with correlated random effects
This paper investigates the effects of obesity, socio-economic variables, and individual-specific factors on work productivity across Italian regions. A dynamic panel data with correlated random effects is used to jointly deal with incidental parameters, endogeneity issues, and functional forms of m...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Springer Berlin Heidelberg
2022
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9304812/ https://www.ncbi.nlm.nih.gov/pubmed/35867310 http://dx.doi.org/10.1007/s10198-022-01493-3 |
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author | Pacifico, Antonio |
author_facet | Pacifico, Antonio |
author_sort | Pacifico, Antonio |
collection | PubMed |
description | This paper investigates the effects of obesity, socio-economic variables, and individual-specific factors on work productivity across Italian regions. A dynamic panel data with correlated random effects is used to jointly deal with incidental parameters, endogeneity issues, and functional forms of misspecification. Methodologically, a hierarchical semiparametric Bayesian approach is involved in shrinking high dimensional model classes, and then obtaining a subset of potential predictors affecting outcomes. Monte Carlo designs are addressed to construct exact posterior distributions and then perform accurate forecasts. Cross-sectional Heterogeneity is modelled nonparametrically allowing for correlation between heterogeneous parameters and initial conditions as well as individual-specific regressors. Prevention policies and strategies to handle health and labour market prospects are also discussed. |
format | Online Article Text |
id | pubmed-9304812 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-93048122022-07-22 Obesity and labour market outcomes in Italy: a dynamic panel data evidence with correlated random effects Pacifico, Antonio Eur J Health Econ Original Paper This paper investigates the effects of obesity, socio-economic variables, and individual-specific factors on work productivity across Italian regions. A dynamic panel data with correlated random effects is used to jointly deal with incidental parameters, endogeneity issues, and functional forms of misspecification. Methodologically, a hierarchical semiparametric Bayesian approach is involved in shrinking high dimensional model classes, and then obtaining a subset of potential predictors affecting outcomes. Monte Carlo designs are addressed to construct exact posterior distributions and then perform accurate forecasts. Cross-sectional Heterogeneity is modelled nonparametrically allowing for correlation between heterogeneous parameters and initial conditions as well as individual-specific regressors. Prevention policies and strategies to handle health and labour market prospects are also discussed. Springer Berlin Heidelberg 2022-07-22 2023 /pmc/articles/PMC9304812/ /pubmed/35867310 http://dx.doi.org/10.1007/s10198-022-01493-3 Text en © The Author(s), under exclusive licence to Springer-Verlag GmbH Germany, part of Springer Nature 2022 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 Paper Pacifico, Antonio Obesity and labour market outcomes in Italy: a dynamic panel data evidence with correlated random effects |
title | Obesity and labour market outcomes in Italy: a dynamic panel data evidence with correlated random effects |
title_full | Obesity and labour market outcomes in Italy: a dynamic panel data evidence with correlated random effects |
title_fullStr | Obesity and labour market outcomes in Italy: a dynamic panel data evidence with correlated random effects |
title_full_unstemmed | Obesity and labour market outcomes in Italy: a dynamic panel data evidence with correlated random effects |
title_short | Obesity and labour market outcomes in Italy: a dynamic panel data evidence with correlated random effects |
title_sort | obesity and labour market outcomes in italy: a dynamic panel data evidence with correlated random effects |
topic | Original Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9304812/ https://www.ncbi.nlm.nih.gov/pubmed/35867310 http://dx.doi.org/10.1007/s10198-022-01493-3 |
work_keys_str_mv | AT pacificoantonio obesityandlabourmarketoutcomesinitalyadynamicpaneldataevidencewithcorrelatedrandomeffects |