Concepedia

Average Treatment Effects

Average Treatment Effects is a causal parameter in the potential outcomes framework that represents the expected difference in outcomes between treated and untreated groups averaged over the entire population, serving as a measure of the overall effectiveness of an intervention.

1.1K

Publications

124.1K

Citations

2.9K

Authors

1.3K

Institutions

Publications per year

2017–2026

564

Parents

Publications

1.1K

An Introduction to Propensity Score Methods for Reducing the Effects of Confounding in Observational Studies

Peter C. Austin · Multivariate Behavioral Research · 2011 · 11.9K citations · Full text

, , +15

Two-Way Fixed Effects Estimators with Heterogeneous Treatment Effects

Clément de Chaisemartin, Xavier D’Haultfœuille · American Economic Review · 2020 · 4.5K citations · Full text

, , +17

Identification of Causal Effects Using Instrumental Variables

Joshua D. Angrist, Guido W. Imbens, Donald B. Rubin · Journal of the American Statistical Association · 1996 · 4.2K citations

, , +14

Identification and Estimation of Local Average Treatment Effects

Guido W. Imbens, Joshua D. Angrist · Econometrica · 1994 · 4.1K citations

, , +16

Identification of Causal Effects Using Instrumental Variables

Joshua D. Angrist, Guido W. Imbens, Donald B. Rubin · Journal of the American Statistical Association · 1996 · 4.1K citations · Full text

, , +14

1–5 of 1.1K

Authors

2.9K

  1. GW
    Guido W. Imbens

    Stanford University, United States

    42 publications · 27.1K citations

    32

    h-index

  2. VC
    Victor Chernozhukov

    Massachusetts Institute of Technology, United States

    20 publications · 1.4K citations

    17

    h-index

  3. JD
    Joshua D. Angrist

    Massachusetts Institute of Technology, United States

    17 publications · 15.1K citations

    16

    h-index

  4. EV
    Edward Vytlacil

    University of Chicago, United States

    14 publications · 1.3K citations

    13

    h-index

  5. JM
    Jeffrey M. Wooldridge

    Michigan State University, United States

    13 publications · 3.9K citations

    13

    h-index

1–5 of 2.9K

Institutions

1.3K

  1. Harvard University

    Cambridge, United States

    34 h-index

    92 publications

    24.9K citations

  2. Stanford University

    Stanford, United States

    33 h-index

    85 publications

    14K citations

  3. University of California, Berkeley

    Berkeley, United States

    30 h-index

    67 publications

    8.8K citations

  4. National Bureau of Economic Research

    Cambridge, United States

    30 h-index

    61 publications

    18.4K citations

  5. University of Chicago

    Chicago, United States

    25 h-index

    50 publications

    5.3K citations

  6. IZA - Institute of Labor Economics

    Bonn, Germany

    24 h-index

    53 publications

    6.3K citations

  7. Massachusetts Institute of Technology

    Cambridge, United States

    23 h-index

    42 publications

    16.6K citations

  8. Johns Hopkins University

    Baltimore, United States

    23 h-index

    75 publications

    4.6K citations

1–8 of 1.3K

Venues

  1. Journal of the American Statistical Association

    38 publications · 12.7K citations

    28

    h-index

  2. SSRN Electronic Journal

    Repository · 68 publications · 2.4K citations

    26

    h-index

  3. arXiv (Cornell University)

    Repository · 51 publications · 1.6K citations

    23

    h-index

  4. Statistics in Medicine

    32 publications · 2.1K citations

    22

    h-index

  5. Econometrica

    20 publications · 15.5K citations

    20

    h-index

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