Concepedia

Treatment Effect Identification

Treatment Effect Identification is a methodological framework within causal inference that distinguishes itself by enabling the estimation of causal effects from observed data through the establishment of conditions under which potential outcomes can be reliably inferred.

443

Publications

45.3K

Citations

1.4K

Authors

653

Institutions

Publications per year

2017–2026

162

Parents

Publications

443

Semiparametric Difference-in-Differences Estimators

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

, , +13

Causal Inference in Conjoint Analysis: Understanding Multidimensional Choices via Stated Preference Experiments

Jens Hainmueller, Daniel J. Hopkins, Teppei Yamamoto · Political Analysis · 2013 · 1.9K citations

, , +16

Stratification and weighting via the propensity score in estimation of causal treatment effects: a comparative study

Jared Lunceford, Marie Davidian · Statistics in Medicine · 2004 · 1.7K citations

, , +16

Recursive partitioning for heterogeneous causal effects

Susan Athey, Guido W. Imbens · Proceedings of the National Academy of Sciences · 2016 · 1.5K citations · Full text

, , +15

Difference-in-Differences with multiple time periods

Brantly Callaway, Pedro H. C. Sant’Anna · Journal of Econometrics · 2020 · 1.4K citations · Full text

, , +16

1–5 of 443

Authors

1.4K

  1. GW
    Guido W. Imbens

    Stanford University, United States

    13 publications · 3.6K citations

    12

    h-index

  2. SA
    Susan Athey

    Stanford University, United States

    9 publications · 3.1K citations

    9

    h-index

  3. JJ
    James J. Heckman

    University of Chicago, United States

    9 publications · 2K citations

    9

    h-index

  4. MJ
    Mark J. van der Laan

    University of California, Berkeley, United States

    8 publications · 875 citations

    8

    h-index

  5. MA
    Miguel A. Hernán

    Harvard University, United States

    7 publications · 841 citations

    7

    h-index

1–5 of 1.4K

Institutions

653

  1. Harvard University

    Cambridge, United States

    22 h-index

    50 publications

    9.9K citations

  2. Stanford University

    Stanford, United States

    20 h-index

    29 publications

    7K citations

  3. University of Pennsylvania

    Philadelphia, United States

    15 h-index

    27 publications

    2.4K citations

  4. University of California, Berkeley

    Berkeley, United States

    14 h-index

    32 publications

    9.3K citations

  5. University of Chicago

    Chicago, United States

    13 h-index

    20 publications

    3.1K citations

  6. Columbia University

    New York, United States

    12 h-index

    20 publications

    1.2K citations

  7. University College London

    London, United Kingdom

    12 h-index

    29 publications

    2K citations

  8. University of Michigan

    Ann Arbor, United States

    11 h-index

    21 publications

    1.4K citations

1–8 of 653

Venues

  1. Statistics in Medicine

    20 publications · 4K citations

    17

    h-index

  2. Journal of the American Statistical Association

    14 publications · 1.9K citations

    14

    h-index

  3. SSRN Electronic Journal

    Repository · 18 publications · 1K citations

    14

    h-index

  4. Biometrics

    15 publications · 1K citations

    13

    h-index

  5. Journal of Econometrics

    14 publications · 2.9K citations

    12

    h-index

1–5