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Testing the binomial fixed effects logit model, with an application to female labour supply
Regression models for proportions are frequently encountered in applied work. The conditional expectation function is bounded between 0 and 1 and therefore must be nonlinear, requiring nonstandard panel data extensions. One possible approach is the binomial panel logit model with fixed effects (Mach...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8818013/ https://www.ncbi.nlm.nih.gov/pubmed/35210694 http://dx.doi.org/10.1007/s00181-021-02034-2 |
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author | Winkelmann, Rainer Xu, Lin |
author_facet | Winkelmann, Rainer Xu, Lin |
author_sort | Winkelmann, Rainer |
collection | PubMed |
description | Regression models for proportions are frequently encountered in applied work. The conditional expectation function is bounded between 0 and 1 and therefore must be nonlinear, requiring nonstandard panel data extensions. One possible approach is the binomial panel logit model with fixed effects (Machado in J Econom 119:73–98, 2004). We propose a new and simple implementation of this conditional maximum likelihood estimator for standard software. We investigate the properties of the estimator under misspecification and derive a new test for overdispersion. Estimator and test are applied in a study of contracted working volumes, measured as proportion of full-time work, for women in Switzerland. |
format | Online Article Text |
id | pubmed-8818013 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-88180132022-02-22 Testing the binomial fixed effects logit model, with an application to female labour supply Winkelmann, Rainer Xu, Lin Empir Econ Article Regression models for proportions are frequently encountered in applied work. The conditional expectation function is bounded between 0 and 1 and therefore must be nonlinear, requiring nonstandard panel data extensions. One possible approach is the binomial panel logit model with fixed effects (Machado in J Econom 119:73–98, 2004). We propose a new and simple implementation of this conditional maximum likelihood estimator for standard software. We investigate the properties of the estimator under misspecification and derive a new test for overdispersion. Estimator and test are applied in a study of contracted working volumes, measured as proportion of full-time work, for women in Switzerland. Springer Berlin Heidelberg 2021-03-06 2022 /pmc/articles/PMC8818013/ /pubmed/35210694 http://dx.doi.org/10.1007/s00181-021-02034-2 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Winkelmann, Rainer Xu, Lin Testing the binomial fixed effects logit model, with an application to female labour supply |
title | Testing the binomial fixed effects logit model, with an application to female labour supply |
title_full | Testing the binomial fixed effects logit model, with an application to female labour supply |
title_fullStr | Testing the binomial fixed effects logit model, with an application to female labour supply |
title_full_unstemmed | Testing the binomial fixed effects logit model, with an application to female labour supply |
title_short | Testing the binomial fixed effects logit model, with an application to female labour supply |
title_sort | testing the binomial fixed effects logit model, with an application to female labour supply |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8818013/ https://www.ncbi.nlm.nih.gov/pubmed/35210694 http://dx.doi.org/10.1007/s00181-021-02034-2 |
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