Concepedia

Counterfactual Identification

Counterfactual Identification is a methodological framework within causal inference that specifies the conditions under which counterfactual quantities can be uniquely determined from observed data, distinguished from other identification problems by its focus on individual-level causal effects under hypothetical interventions.

127

Publications

9.3K

Citations

339

Authors

188

Institutions

Publications per year

2017–2026

74

Parents

Publications

127

Counterfactual decomposition of changes in wage distributions using quantile regression

José A. F. Machado, José Mata · Journal of Applied Econometrics · 2005 · 1.4K citations · Full text

, , +12

Conceptual issues concerning mediation, interventions and composition

Tyler J. VanderWeele, Stijn Vansteelandt · Statistics and Its Interface · 2009 · 756 citations · Full text

, , +14

The Dangers of Extreme Counterfactuals

Gary King, Langche Zeng · Political Analysis · 2005 · 549 citations · Full text

, , +10

Counterfactual thinking and impact evaluation in environmental policy

Paul J. Ferraro · New Directions for Evaluation · 2009 · 479 citations

, , +17

Causal inference and counterfactual prediction in machine learning for actionable healthcare

Mattia Prosperi, Yi Guo, Matthew Sperrin et al. · Nature Machine Intelligence · 2020 · 420 citations

, , +16

1–5 of 127

Authors

339

  1. MG
    Marc Giannoni

    Federal Reserve Bank of New York, United States

    4 publications · 103 citations

    4

    h-index

  2. JB
    Jean Boivin

    HEC Montréal, Canada

    4 publications · 103 citations

    4

    h-index

  3. IS
    Ilya Shpitser

    Johns Hopkins University, United States

    3 publications · 87 citations

    3

    h-index

  4. JP
    Judea Pearl

    University of California, Los Angeles, United States

    3 publications · 99 citations

    3

    h-index

  5. MA
    Miguel A. Hernán

    Harvard University, United States

    3 publications · 51 citations

    3

    h-index

1–5 of 339

Institutions

188

  1. Harvard University

    Cambridge, United States

    6 h-index

    10 publications

    1K citations

  2. University of California, Berkeley

    Berkeley, United States

    6 h-index

    8 publications

    432 citations

  3. New York University

    New York, United States

    5 h-index

    5 publications

    179 citations

  4. University of California, Los Angeles

    Los Angeles, United States

    4 h-index

    5 publications

    163 citations

  5. John Brown University

    Siloam Springs, United States

    4 h-index

    4 publications

    201 citations

  6. National Bureau of Economic Research

    Cambridge, United States

    4 h-index

    6 publications

    176 citations

  7. Centre for Economic Policy Research

    London, United Kingdom

    3 h-index

    3 publications

    91 citations

  8. University of Pennsylvania

    Philadelphia, United States

    3 h-index

    4 publications

    62 citations

1–8 of 188

Venues

  1. SSRN Electronic Journal

    Repository · 10 publications · 234 citations

    10

    h-index

  2. arXiv (Cornell University)

    Repository · 9 publications · 267 citations

    9

    h-index

  3. Quantitative Economics

    QE · 4 publications · 114 citations

    4

    h-index

  4. Mind

    3 publications · 169 citations

    3

    h-index

  5. Management Science

    2 publications · 61 citations

    2

    h-index

1–5