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When less conditioning provides better estimates: overcontrol and endogenous selection biases in research on intergenerational mobility
The counterfactual approach to causality has become the dominant approach to understand causality in contemporary social science research. Whilst most sociologists are aware that unobserved, confounding variables may bias the estimates of causal effects (omitted variable bias), the threats of overco...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Springer Netherlands
2022
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9470603/ https://www.ncbi.nlm.nih.gov/pubmed/36117611 http://dx.doi.org/10.1007/s11135-021-01310-8 |
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author | Grätz, Michael |
author_facet | Grätz, Michael |
author_sort | Grätz, Michael |
collection | PubMed |
description | The counterfactual approach to causality has become the dominant approach to understand causality in contemporary social science research. Whilst most sociologists are aware that unobserved, confounding variables may bias the estimates of causal effects (omitted variable bias), the threats of overcontrol and endogenous selection biases are less well known. In particular, widely used practices in research on intergenerational mobility are affected by these biases. I review four of these practices from the viewpoint of the counterfactual approach to causality and show why overcontrol and endogenous selection biases arise when these practices are implemented. I use data from the German Socio-Economic Panel Study (SOEP) to demonstrate the practical consequences of these biases for conclusions about intergenerational mobility. I conclude that future research on intergenerational mobility should reflect more upon the possibilities of bias introduced by conditioning on variables. |
format | Online Article Text |
id | pubmed-9470603 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer Netherlands |
record_format | MEDLINE/PubMed |
spelling | pubmed-94706032022-09-15 When less conditioning provides better estimates: overcontrol and endogenous selection biases in research on intergenerational mobility Grätz, Michael Qual Quant Article The counterfactual approach to causality has become the dominant approach to understand causality in contemporary social science research. Whilst most sociologists are aware that unobserved, confounding variables may bias the estimates of causal effects (omitted variable bias), the threats of overcontrol and endogenous selection biases are less well known. In particular, widely used practices in research on intergenerational mobility are affected by these biases. I review four of these practices from the viewpoint of the counterfactual approach to causality and show why overcontrol and endogenous selection biases arise when these practices are implemented. I use data from the German Socio-Economic Panel Study (SOEP) to demonstrate the practical consequences of these biases for conclusions about intergenerational mobility. I conclude that future research on intergenerational mobility should reflect more upon the possibilities of bias introduced by conditioning on variables. Springer Netherlands 2022-01-04 2022 /pmc/articles/PMC9470603/ /pubmed/36117611 http://dx.doi.org/10.1007/s11135-021-01310-8 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 Grätz, Michael When less conditioning provides better estimates: overcontrol and endogenous selection biases in research on intergenerational mobility |
title | When less conditioning provides better estimates: overcontrol and endogenous selection biases in research on intergenerational mobility |
title_full | When less conditioning provides better estimates: overcontrol and endogenous selection biases in research on intergenerational mobility |
title_fullStr | When less conditioning provides better estimates: overcontrol and endogenous selection biases in research on intergenerational mobility |
title_full_unstemmed | When less conditioning provides better estimates: overcontrol and endogenous selection biases in research on intergenerational mobility |
title_short | When less conditioning provides better estimates: overcontrol and endogenous selection biases in research on intergenerational mobility |
title_sort | when less conditioning provides better estimates: overcontrol and endogenous selection biases in research on intergenerational mobility |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9470603/ https://www.ncbi.nlm.nih.gov/pubmed/36117611 http://dx.doi.org/10.1007/s11135-021-01310-8 |
work_keys_str_mv | AT gratzmichael whenlessconditioningprovidesbetterestimatesovercontrolandendogenousselectionbiasesinresearchonintergenerationalmobility |