IDEAS home Printed from https://ideas.repec.org/p/osf/socarx/kwscz_v1.html
   My bibliography  Save this paper

Causal Mediation in Panel Data – Estimation Based on Difference in Differences

Author

Listed:
  • Holm, Anders
  • Breen, Richard

Abstract

We propose a novel way of estimating direct and indirect causal effects for panel data. Our method applies when the treatment and the mediator can be coded as binary variables. We exploit pre-treatment and pre-mediator differences in outcomes between the mediated and non-mediated groups within the treated units. Our method is applicable when the mediator is realized both before and after treatment or when it is only a consequence of the treatment. We apply our method to the New Jersey minimum wage policy data and show that a minimal effect on overall employment is mediated through part-time employment.

Suggested Citation

  • Holm, Anders & Breen, Richard, 2023. "Causal Mediation in Panel Data – Estimation Based on Difference in Differences," SocArXiv kwscz_v1, Center for Open Science.
    • Handle: RePEc:osf:socarx:kwscz_v1
    DOI: 10.31219/osf.io/kwscz_v1
    as

    Download full text from publisher

    File URL: https://osf.io/download/641c72103ed7dd0062ed155d/
    Download Restriction: no
    File URL: https://libkey.io/10.31219/osf.io/kwscz_v1?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Card, David & Krueger, Alan B, 1994. "Minimum Wages and Employment: A Case Study of the Fast-Food Industry in New Jersey and Pennsylvania," American Economic Review, American Economic Association, vol. 84(4), pages 772-793, September.
    2. Markus Frölich & Martin Huber, 2017. "Direct and indirect treatment effects–causal chains and mediation analysis with instrumental variables," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 79(5), pages 1645-1666, November.
    3. Arindrajit Dube & T. William Lester & Michael Reich, 2010. "Minimum Wage Effects Across State Borders: Estimates Using Contiguous Counties," The Review of Economics and Statistics, MIT Press, vol. 92(4), pages 945-964, November.
    4. Marianne Bertrand & Esther Duflo & Sendhil Mullainathan, 2004. "How Much Should We Trust Differences-In-Differences Estimates?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(1), pages 249-275.
    5. Imai, Kosuke & Keele, Luke & Tingley, Dustin & Yamamoto, Teppei, 2011. "Unpacking the Black Box of Causality: Learning about Causal Mechanisms from Experimental and Observational Studies," American Political Science Review, Cambridge University Press, vol. 105(4), pages 765-789, November.
    6. Eva Deuchert & Martin Huber & Mark Schelker, 2019. "Direct and Indirect Effects Based on Difference-in-Differences With an Application to Political Preferences Following the Vietnam Draft Lottery," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 37(4), pages 710-720, October.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Holm, Anders & Breen, Richard, 2023. "Causal Mediation in Panel Data – Estimation Based on Difference in Differences," SocArXiv kwscz, Center for Open Science.
    2. Link, Sebastian, 2024. "The price and employment response of firms to the introduction of minimum wages," Journal of Public Economics, Elsevier, vol. 239(C).
    3. Belman, Dale. & Wolfson, Paul J., 2016. "What does the minimum wage do in developing countries? : A review of studies and methodologies," ILO Working Papers 994893283402676, International Labour Organization.
    4. Sergei Guriev & Biagio Speciale & Michele Tuccio, 2019. "How do Regulated and Unregulated Labor Markets Respond to Shocks? Evidence from Immigrants During the Great Recession," The Journal of Law, Economics, and Organization, Oxford University Press, vol. 35(1), pages 37-76.
    5. Helmers, Viola & van der Werf, Edwin, 2022. "Did the German Aviation Tax Affect Passenger Numbers? New Evidence Employing Difference-in-differences," VfS Annual Conference 2022 (Basel): Big Data in Economics 264118, Verein für Socialpolitik / German Economic Association.
    6. Clemens, Jeffrey & Wither, Michael, 2019. "The minimum wage and the Great Recession: Evidence of effects on the employment and income trajectories of low-skilled workers," Journal of Public Economics, Elsevier, vol. 170(C), pages 53-67.
    7. Sjöholm, Fredrik, 2020. "Minimum Wages and Firm-Level Employment in a Developing Country," Working Papers 2020:4, Lund University, Department of Economics.
    8. Amanda Y. Agan & Michael D. Makowsky, 2023. "The Minimum Wage, EITC, and Criminal Recidivism," Journal of Human Resources, University of Wisconsin Press, vol. 58(5), pages 1712-1751.
    9. Popov, Alexander & Zaharia, Sonia, 2019. "Credit market competition and the gender gap in labor force participation: Evidence from local markets," European Economic Review, Elsevier, vol. 115(C), pages 25-59.
    10. Wunsch, Conny & Strobl, Renate, 2018. "Identification of Causal Mechanisms Based on Between-Subject Double Randomization Designs," IZA Discussion Papers 11626, Institute of Labor Economics (IZA).
    11. Yamagishi, Atsushi, 2021. "Minimum wages and housing rents: Theory and evidence," Regional Science and Urban Economics, Elsevier, vol. 87(C).
    12. Brady P. Horn & Johanna Catherine Maclean & Michael R. Strain, 2017. "Do Minimum Wage Increases Influence Worker Health?," Economic Inquiry, Western Economic Association International, vol. 55(4), pages 1986-2007, October.
    13. Bedard, Kelly & Kuhn, Peter, 2015. "Micro-marketing healthier choices: Effects of personalized ordering suggestions on restaurant purchases," Journal of Health Economics, Elsevier, vol. 39(C), pages 106-122.
    14. Yamagishi, Atsushi, 2019. "Minimum Wages and Housing Rents: Theory and Evidence from Two Countries," MPRA Paper 94238, University Library of Munich, Germany.
    15. Eric James Stokan, 2019. "An Estimate of the Local Economic Impact of State-Level Earned Income Tax Credits," Economic Development Quarterly, , vol. 33(3), pages 170-186, August.
    16. Dolton, Peter & Bondibene, Chiara Rosazza & Stops, Michael, 2015. "Identifying the employment effect of invoking and changing the minimum wage: A spatial analysis of the UK," Labour Economics, Elsevier, vol. 37(C), pages 54-76.
    17. John Schmitt, 2015. "Explaining the Small Employment Effects of the Minimum Wage in the United States," Industrial Relations: A Journal of Economy and Society, Wiley Blackwell, vol. 54(4), pages 547-581, October.
    18. George L. Wehby & Dhaval M. Dave & Robert Kaestner, 2020. "Effects of the Minimum Wage on Infant Health," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 39(2), pages 411-443, March.
    19. Ekaterina Jardim & Emma van Inwegen, 2019. "Payroll, Revenue, and Labor Demand Effects of the Minimum Wage," Upjohn Working Papers 19-298, W.E. Upjohn Institute for Employment Research.
    20. Brantly Callaway & Pedro H. C. Sant'Anna, 2018. "Difference-in-Differences with Multiple Time Periods and an Application on the Minimum Wage and Employment," DETU Working Papers 1804, Department of Economics, Temple University.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:osf:socarx:kwscz_v1. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: OSF (email available below). General contact details of provider: https://arabixiv.org .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.