IDEAS home Printed from https://ideas.repec.org/p/arx/papers/2510.19426.html
   My bibliography  Save this paper

Using did_multiplegt_dyn to Estimate Event-Study Effects in Complex Designs: Overview, and Four Examples Based on Real Datasets

Author

Listed:
  • Cl'ement de Chaisemartin
  • Diego Ciccia
  • Felix Knau
  • M'elitine Mal'ezieux
  • Doulo Sow
  • David Arboleda
  • Romain Angotti
  • Xavier D'Haultfoeuille
  • Bingxue Li
  • Henri Fabre
  • Anzony Quispe

Abstract

The command did_multiplegt_dyn can be used to estimate event-study effects in complex designs with a potentially non-binary and/or non-absorbing treatment. This paper starts by providing an overview of the estimators computed by the command. Then, simulations based on three real datasets are used to demonstrate the estimators' properties. Finally, the command is used on four real datasets to estimate event-study effects in complex designs. The first example has a binary treatment that can turn on an off. The second example has a continuous absorbing treatment. The third example has a discrete multivalued treatment that can increase or decrease multiple times over time. The fourth example has two, binary and absorbing treatments, where the second treatment always happens after the first.

Suggested Citation

  • Cl'ement de Chaisemartin & Diego Ciccia & Felix Knau & M'elitine Mal'ezieux & Doulo Sow & David Arboleda & Romain Angotti & Xavier D'Haultfoeuille & Bingxue Li & Henri Fabre & Anzony Quispe, 2025. "Using did_multiplegt_dyn to Estimate Event-Study Effects in Complex Designs: Overview, and Four Examples Based on Real Datasets," Papers 2510.19426, arXiv.org.
    • Handle: RePEc:arx:papers:2510.19426
    as

    Download full text from publisher

    File URL: http://arxiv.org/pdf/2510.19426
    File Function: Latest version
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Clément de Chaisemartin & Xavier D'Haultfœuille, 2020. "Two-Way Fixed Effects Estimators with Heterogeneous Treatment Effects," American Economic Review, American Economic Association, vol. 110(9), pages 2964-2996, September.
    2. Chloe N. East & Sarah Miller & Marianne Page & Laura R. Wherry, 2023. "Multigenerational Impacts of Childhood Access to the Safety Net: Early Life Exposure to Medicaid and the Next Generation's Health," American Economic Review, American Economic Association, vol. 113(1), pages 98-135, January.
    3. Francis Vella & Marno Verbeek, 1998. "Whose wages do unions raise? A dynamic model of unionism and wage rate determination for young men," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 13(2), pages 163-183.
    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.
    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. Jin, Haofeng, 2022. "The effect of overspending on tariff choices and customer churn: Evidence from mobile plan choices," Journal of Retailing and Consumer Services, Elsevier, vol. 66(C).
    2. Jack (Peiyao) Ma & Andrea Mantovani & Carlo Reggiani & Annette Broocks & Néstor Duch-Brown, 2024. "The Price Effects of Prohibiting Price Parity Clauses: Evidence from International Hotel Groups," Economics Series Working Papers 1043, University of Oxford, Department of Economics.
    3. Wang, Lisha & Pan, Minjie & Qian, Xinlei & Lv, Kangjuan, 2025. "Do specialized courts matter? Environmental judiciary and corporate emissions in China," Energy Policy, Elsevier, vol. 199(C).
    4. Huasheng Song & Chao Zhang, 2024. "Land regulations, innovation and productivity: Firm‐level evidence from China," The World Economy, Wiley Blackwell, vol. 47(4), pages 1387-1426, April.
    5. Blesse, Sebastian & Diegmann, André, 2022. "The place-based effects of police stations on crime: Evidence from station closures," Journal of Public Economics, Elsevier, vol. 207(C).
    6. Maclean, J. Catherine & Pichler, Stefan & Ziebarth, Nicolas R., 2020. "Mandated Sick Pay: Coverage, Utilization, and Welfare Effects," IZA Discussion Papers 13132, Institute of Labor Economics (IZA).
    7. Lionel WILNER, 2019. "The Dynamics of Individual Happiness," Working Papers 2019-18, Center for Research in Economics and Statistics.
    8. Mortha, Aline & Yajima, Naonari & Arimura, Toshi H., 2024. "Impact of the feed-in-tariff exemption on energy consumption in Japanese industrial plants," Japan and the World Economy, Elsevier, vol. 69(C).
    9. Carpenter, Christopher S. & Churchill, Brandyn F. & Marcus, Michelle, 2023. "Bad lighting: Effects of youth indoor tanning prohibitions," Journal of Health Economics, Elsevier, vol. 88(C).
    10. Abhay Aneja & Nirupama Kulkarni & S. K. Ritadhi, 2021. "Consumption Tax Reform and the Real Economy: Evidence From India's Adoption of a Value‐Added Tax," Journal of Empirical Legal Studies, John Wiley & Sons, vol. 18(3), pages 569-602, September.
    11. William Casey Boland, 2025. "Accountability at the Expense of Equity? Investigating Intended and Unintended Consequences of Performance Based-Funding in Hispanic-Serving Institutions," Research in Higher Education, Springer;Association for Institutional Research, vol. 66(4), pages 1-35, June.
    12. Dong, Zhanyu & Cai, Jiayi & Li, Xuchao & Luan, Mengna, 2025. "Firm-level impacts and recovery dynamics following a public health crisis: Lessons from China’s SARS experience," Journal of Asian Economics, Elsevier, vol. 98(C).
    13. Mikhail Mamonov & Anna Pestova & Steven Ongena, 2023. "“Crime and Punishment”? How Banks Anticipate and Propagate Global Financial Sanctions," CERGE-EI Working Papers wp753, The Center for Economic Research and Graduate Education - Economics Institute, Prague.
    14. Scognamillo, Antonio & Sitko, Nicholas J., 2021. "Leveraging social protection to advance climate-smart agriculture: An empirical analysis of the impacts of Malawi’s Social Action Fund (MASAF) on farmers’ adoption decisions and welfare outcomes," World Development, Elsevier, vol. 146(C).
    15. Antonio De Vito & Martin Jacob & Dirk Schindler & Guosong Xu, 2025. "How do corporate tax hikes affect investment allocation within multinationals?," Review of Finance, European Finance Association, vol. 29(2), pages 531-565.
    16. Crescioli, Tommaso, 2024. "Reinforcing each other: How the combination of European and domestic reforms increased competition in liberalized industries," European Journal of Political Economy, Elsevier, vol. 83(C).
    17. David Roodman, 2022. "Schooling and Labor Market Consequences of School Construction in Indonesia: Comment," Papers 2207.09036, arXiv.org, revised Oct 2025.
    18. Avdic, Daniel & von Hinke, Stephanie, 2021. "Extending alcohol retailers’ opening hours: Evidence from Sweden," European Economic Review, Elsevier, vol. 138(C).
    19. Meinhofer, Angélica & Witman, Allison E. & Hinde, Jesse M. & Simon, Kosali, 2021. "Marijuana liberalization policies and perinatal health," Journal of Health Economics, Elsevier, vol. 80(C).
    20. Kayaoglu, Aysegul, 2022. "Do refugees cause crime?," World Development, Elsevier, vol. 154(C).

    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:arx:papers:2510.19426. 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: arXiv administrators (email available below). General contact details of provider: http://arxiv.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.