Concepedia

Potential Outcome Estimation

Potential Outcome Estimation is a methodological framework within counterfactual analysis that specifies procedures for inferring the values of unobserved outcomes under alternative treatment conditions, distinguishing itself by formalizing how causal effects are identified and estimated through explicit modeling of counterfactual states.

51

Publications

3.6K

Citations

112

Authors

86

Institutions

Publications per year

2017–2026

27

Parents

Publications

51

A Survey on Causal Inference

Liuyi Yao, Zhixuan Chu, Sheng Li et al. · ACM Transactions on Knowledge Discovery from Data · 2021 · 443 citations · Full text

, , +11

Earnings and Employment Effects of Continuous Gff-the-Job Training in East Germany After Unification

Michael Lechner · Journal of Business and Economic Statistics · 1999 · 368 citations

, , +10

Identification of treatment response with social interactions

Charles F. Manski · Econometrics Journal · 2013 · 277 citations

, , +14

Causal Inference Through Potential Outcomes and Principal Stratification: Application to Studies with “Censoring” Due to Death

Donald B. Rubin · Statistical Science · 2006 · 208 citations · Full text

, , +16

The impact of job uncertainty on first-birth postponement

Daniele Vignoli, Valentina Tocchioni, Alessandra Mattei · Advances in Life Course Research · 2019 · 198 citations · Full text

, , +17

1–5 of 51

Authors

112

  1. GW
    Guido W. Imbens

    Stanford University, United States

    3 publications · 304 citations

    3

    h-index

  2. ML
    Michael Lechner

    University of St.Gallen, Switzerland

    3 publications · 413 citations

    3

    h-index

  3. SM
    Sunil Mithas

    University of Maryland, College Park, United States

    2 publications · 142 citations

    2

    h-index

  4. LY
    Liuyi Yao

    University of Virginia, United States

    2 publications · 467 citations

    2

    h-index

  5. CF
    Charles F. Manski

    Northwestern University, United States

    2 publications · 302 citations

    2

    h-index

1–5 of 112

Institutions

86

  1. Harvard University

    Cambridge, United States

    6 h-index

    9 publications

    389 citations

  2. Stanford University

    Stanford, United States

    5 h-index

    7 publications

    527 citations

  3. Northwestern University

    Evanston, United States

    3 h-index

    3 publications

    352 citations

  4. University of Michigan

    Ann Arbor, United States

    3 h-index

    3 publications

    337 citations

  5. Harvard University Press

    Cambridge, United States

    3 h-index

    3 publications

    342 citations

  6. University of Georgia

    Athens, United States

    2 h-index

    4 publications

    934 citations

  7. University of Virginia

    Charlottesville, United States

    2 h-index

    2 publications

    467 citations

  8. Johns Hopkins University

    Baltimore, United States

    2 h-index

    2 publications

    52 citations

1–8 of 86

Venues

  1. arXiv (Cornell University)

    Repository · 6 publications · 160 citations

    6

    h-index

  2. SSRN Electronic Journal

    Repository · 5 publications · 146 citations

    5

    h-index

  3. Biometrics

    3 publications · 95 citations

    4

    h-index

  4. Statistics in Biopharmaceutical Research

    SBR · 2 publications · 118 citations

    2

    h-index

  5. Statistics in Medicine

    2 publications · 164 citations

    2

    h-index

1–5