Concepedia

Generalized Causal Inference

Generalized Causal Inference is a formal framework within the potential outcomes paradigm that extends causal inference beyond point treatments and static populations by unifying assumptions and estimands across complex interventions, longitudinal settings, and interdependent units through a standardized set of counterfactual contrasts.

56

Publications

4.7K

Citations

131

Authors

85

Institutions

Publications per year

2017–2026

20

Parents

Publications

56

<i>Experimental and Quasi‐Experimental Designs for Generalized Causal Inference</i>, by William R. Shadish, Thomas D. Cook, and Donald T. Campbell. Boston: Houghton Mifflin, 2001, 623 pp., $65.56.

Robert J. MacCoun · Journal of Policy Analysis and Management · 2003 · 807 citations

, , +12

Elements of causal inference: foundations and learning algorithms

Ramalingam Shanmugam · Journal of Statistical Computation and Simulation · 2018 · 397 citations

, , +15

Simpson's Paradox in Real Life

Clifford H. Wagner · The American Statistician · 1982 · 338 citations

, , +13

Experimental and Quasi-Experimental Designs for Generalized Causal Inference

Christine M. Anderson‐Cook · Journal of the American Statistical Association · 2005 · 209 citations

, , +12

THE ROLE OF MODEL SELECTION IN CAUSAL INFERENCE FROM NONEXPERIMENTAL DATA

James M. Robins, Sander Greenland · American Journal of Epidemiology · 1986 · 201 citations

, , +8

1–5 of 56

Authors

131

  1. AR
    Adrienne Raglin

    DEVCOM Army Research Laboratory, United States

    2 publications · 141 citations

    2

    h-index

  2. AB
    Anchit Bhattacharya

    DEVCOM Army Research Laboratory, United States

    2 publications · 141 citations

    2

    h-index

  3. AT
    Anique Tahir

    Arizona State University, United States

    2 publications · 141 citations

    2

    h-index

  4. MC
    Madhabi Chatterji

    Columbia University, United States

    2 publications · 254 citations

    2

    h-index

  5. PS
    Paras Sheth

    Arizona State University, United States

    2 publications · 141 citations

    2

    h-index

1–5 of 131

Institutions

85

  1. Columbia University

    New York, United States

    6 h-index

    7 publications

    524 citations

  2. Harvard University

    Cambridge, United States

    4 h-index

    6 publications

    346 citations

  3. Pennsylvania State University

    State College, United States

    2 h-index

    2 publications

    376 citations

  4. Wuhan University

    Wuhan, China

    2 h-index

    5 publications

    181 citations

  5. Guangxi University

    Nanning, China

    2 h-index

    3 publications

    104 citations

  6. University of California, Berkeley

    Berkeley, United States

    2 h-index

    2 publications

    832 citations

  7. DEVCOM Army Research Laboratory

    Adelphi, United States

    2 h-index

    2 publications

    137 citations

  8. Northwestern Polytechnical University

    Xi'an, China

    2 h-index

    4 publications

    236 citations

1–8 of 85

Venues

  1. The American Statistician

    3 publications · 639 citations

    3

    h-index

  2. American Journal of Epidemiology

    AJE · 3 publications · 403 citations

    3

    h-index

  3. Educational Researcher

    ER · 2 publications · 254 citations

    2

    h-index

  4. arXiv (Cornell University)

    Repository · 2 publications · 38 citations

    2

    h-index

  5. Advanced Engineering Informatics

    1 publications · 22 citations

    1

    h-index

1–5