Tag Archives | Fixed-Effects

Do Organizational Policies Narrow Gender Inequality? Novel Evidence from Longitudinal Employer–Employee Data

Florian Zimmermann, Matthias Collischon

Sociological Science February 28, 2023
10.15195/v10.a2


Scholars have long proposed that gender inequalities in wages are narrowed by organizational policies to advance gender equality. Using cross-sectional data, scarce previous research has found an association between gender wage inequalities and these organizational policies, but it remains unclear whether this correlation represents a causal effect. We provide first evidence on this topic by using longitudinal linked employer–employee data covering almost 1,500 firms and nearly one million employee observations in Germany. We investigate whether and how organizational policies affect gender gaps using firm fixed-effects regressions. Our results show that organizational policies reduce the gender wage gap by around nine percent overall. Investigating channels, we show that this effect is entirely driven by advancing women already employed at a given firm, whereas we find no effect on firms’ composition and wages of new hires. Furthermore, we show that our findings are not driven by potential sources of bias, such as reverse causality.
Creative Commons LicenseThis work is licensed under a Creative Commons Attribution 4.0 International License.

Florian Zimmermann: Corresponding author. Institut für Arbeitsmarkt-und Berufsforschung (IAB), Research Department PASS; FAU Erlangen-Nuremberg
E-mail: florian.zimmermann@iab.de

Matthias Collischon: Institut für Arbeitsmarkt-und Berufsforschung (IAB), Research Department PASS
E-mail: matthias.collischon2@iab.de

Acknowledgments: We thank Ann-Christin Bächmann, Dana Müller, and Michael Oberfichtner for their helpful comments.

  • Citation: Zimmermann, Florian, and Matthias Collischon. 2023. “Do Organizational Policies Narrow Gender Inequality? Novel Evidence from Longitudinal Employer–Employee Data.” Sociological Science 10: 47-81.
  • Received: September 1, 2022
  • Accepted: October 29, 2022
  • Editors: Arnout van de Rijt, Vida Maralani
  • DOI: 10.15195/v10.a2


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Can Incarceration Really Strip People of Racial Privilege?

Lance Hannon, Robert Defina

Sociological Science, March 18, 2016
DOI 10.15195/v3.a10


We replicate and reexamine Saperstein and Penner’s prominent 2010 study which asks whether incarceration changes the probability that an individual will be seen as black or white (regardless of the individual’s phenotype). Our reexamination shows that only a small part of their empirical analysis is suitable for addressing this question (the fixed-effects estimates), and that these results are extremely fragile. Using data from the National Longitudinal Survey of Youth, we find that being interviewed in jail/prison does not increase the survey respondent’s likelihood of being classified as black, and avoiding incarceration during the survey period does not increase a person’s chances of being seen as white. We conclude that the empirical component of Saperstein and Penner’s work needs to be reconsidered and new methods for testing their thesis should be investigated. The data are provided for other researchers to explore.

Creative Commons LicenseThis work is licensed under a Creative Commons Attribution 4.0 International License.

Lance Hannon: Department of Sociology, Villanova University. Email: lance.hannon@villanova.edu

Robert DeFina: Department of Sociology, Villanova University.  Email: robert.defina@villanova.edu

  • Citation: Lance Hannon and Robert DeFina. 2015. “Can Incarceration Really Strip People of Racial Privilege?” Sociological Science 3: 190-201.
  • Received: October 16, 2015.
  • Accepted: November 28, 2015.
  • Editors: Jesper Sørensen, Kim Weeden
  • DOI: 10.15195/v3.a10

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