Concepedia

Conditional Average Treatment Effect Estimation

Conditional Average Treatment Effect Estimation is a causal inference method that identifies the expected treatment effect for a unit conditional on its specific covariate values, distinguishing itself from average treatment effect estimation by enabling heterogeneous effect assessment across subpopulations defined by observed characteristics.

319

Publications

31.7K

Citations

833

Authors

454

Institutions

Publications per year

2017–2026

166

Variants

Cate Estimation

Parents

Publications

319

Estimation of Average Treatment Effects Based on Propensity Scores

Sascha O. Becker, Andrea Ichino · The Stata Journal Promoting communications on statistics and Stata · 2002 · 2.8K citations · Full text

, , +14

Semiparametric Difference-in-Differences Estimators

Alberto Abadie · The Review of Economic Studies · 2004 · 2.3K citations

, , +13

Understanding and misunderstanding randomized controlled trials

Angus Deaton, Nancy Cartwright · Social Science & Medicine · 2017 · 1.8K citations · Full text

, , +16

Bias-Corrected Matching Estimators for Average Treatment Effects

Alberto Abadie, Guido W. Imbens · Journal of Business and Economic Statistics · 2010 · 1.4K citations

, , +17

Implementing Matching Estimators for Average Treatment Effects in Stata

Alberto Abadie, David M. Drukker, Jane Leber Herr et al. · The Stata Journal Promoting communications on statistics and Stata · 2004 · 1.4K citations · Full text

, , +16

1–5 of 319

Authors

833

  1. GW
    Guido W. Imbens

    Stanford University, United States

    16 publications · 6.5K citations

    14

    h-index

  2. JJ
    James J. Heckman

    University of Chicago, United States

    9 publications · 1.5K citations

    9

    h-index

  3. VC
    Victor Chernozhukov

    Massachusetts Institute of Technology, United States

    7 publications · 499 citations

    7

    h-index

  4. EA
    Elizabeth A. Stuart

    Johns Hopkins University, United States

    7 publications · 643 citations

    7

    h-index

  5. SA
    Susan Athey

    Stanford University, United States

    6 publications · 1.6K citations

    6

    h-index

1–5 of 833

Institutions

454

  1. Stanford University

    Stanford, United States

    19 h-index

    45 publications

    7.9K citations

  2. University of California, Berkeley

    Berkeley, United States

    17 h-index

    38 publications

    7.5K citations

  3. Harvard University

    Cambridge, United States

    15 h-index

    33 publications

    5.4K citations

  4. Johns Hopkins University

    Baltimore, United States

    15 h-index

    31 publications

    2.1K citations

  5. National Bureau of Economic Research

    Cambridge, United States

    13 h-index

    21 publications

    9.3K citations

  6. University of Chicago

    Chicago, United States

    13 h-index

    19 publications

    3.1K citations

  7. University of Washington

    Seattle, United States

    10 h-index

    14 publications

    804 citations

  8. Yale University

    New Haven, United States

    9 h-index

    10 publications

    652 citations

1–8 of 454

Venues

  1. arXiv (Cornell University)

    Repository · 24 publications · 609 citations

    16

    h-index

  2. Statistics in Medicine

    14 publications · 779 citations

    14

    h-index

  3. SSRN Electronic Journal

    Repository · 12 publications · 326 citations

    11

    h-index

  4. National Bureau of Economic Research

    Repository · 8 publications · 1.7K citations

    8

    h-index

  5. Journal of Business and Economic Statistics

    JBES · 8 publications · 2K citations

    8

    h-index

1–5