IDEAS home Printed from https://ideas.repec.org/p/osf/socarx/4vtpk_v1.html
   My bibliography  Save this paper

Causal Estimands for Policy Evaluation and Beyond

Author

Listed:
  • Sokolov, Boris

    (HSE University)

Abstract

This paper reviews various estimands used in modern scientific and applied research to operationalize causal inquiries within the Rubin Causal Model framework. I first introduce the most widely utilized average treatment effects, such as ATE, ATT, and ATC. I then describe their popular extensions, including those targeting local and conditional treatment effects; causal interactions and mediation; effects for non-continuous outcomes, as well as for multi-valued and continuous treatments; and longitudinal treatment effects. For each of these estimands, a substantive explanation is provided, along with examples of research questions they can address. The key assumptions necessary for the identification of the most widely used effects are also discussed.

Suggested Citation

  • Sokolov, Boris, 2025. "Causal Estimands for Policy Evaluation and Beyond," SocArXiv 4vtpk_v1, Center for Open Science.
  • Handle: RePEc:osf:socarx:4vtpk_v1
    DOI: 10.31219/osf.io/4vtpk_v1
    as

    Download full text from publisher

    File URL: https://osf.io/download/68094424a291869f1735fe95/
    Download Restriction: no

    File URL: https://libkey.io/10.31219/osf.io/4vtpk_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
    ---><---

    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:4vtpk_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.

    We have no bibliographic references for this item. You can help adding them by using 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.