Concepedia

Principal Stratification

Principal Stratification is a causal inference framework that classifies units into distinct strata based on their potential outcomes under different treatment conditions, particularly regarding post-treatment variables, thereby enabling the definition and estimation of causal effects within these strata to address issues such as non-compliance, censoring, or treatment effect heterogeneity.

118

Publications

9.1K

Citations

208

Authors

150

Institutions

Publications per year

2017–2026

24

Parents

Publications

118

Principal Stratification in Causal Inference

Constantine Frangakis, Donald B. Rubin · Biometrics · 2002 · 1.5K citations

, , +9

For objective causal inference, design trumps analysis

Donald B. Rubin · The Annals of Applied Statistics · 2008 · 831 citations · Full text

, , +16

Direct and Indirect Causal Effects via Potential Outcomes*

Donald B. Rubin · Scandinavian Journal of Statistics · 2004 · 326 citations

, , +17

Estimation of Causal Effects via Principal Stratification When Some Outcomes are Truncated by “Death”

Junni L. Zhang, Donald B. Rubin · Journal of Educational and Behavioral Statistics · 2003 · 315 citations

, , +17

Administrative Records Mask Racially Biased Policing

Dean Knox, Will Lowe, Jonathan Mummolo · American Political Science Review · 2020 · 302 citations · Full text

, , +17

1–5 of 118

Authors

208

  1. FM
    Fabrizia Mealli

    University of Florence, Italy

    15 publications · 714 citations

    14

    h-index

  2. DB
    Donald B. Rubin

    Harvard University, United States

    13 publications · 4K citations

    12

    h-index

  3. AM
    Alessandra Mattei

    University of Florence, Italy

    7 publications · 300 citations

    7

    h-index

  4. PD
    Peng Ding

    University of California, Berkeley, United States

    7 publications · 335 citations

    7

    h-index

  5. FL
    Fan Li

    Yale University, United States

    6 publications · 236 citations

    6

    h-index

1–5 of 208

Institutions

150

  1. Harvard University

    Cambridge, United States

    15 h-index

    30 publications

    3.9K citations

  2. University of Florence

    Florence, Italy

    13 h-index

    27 publications

    1.1K citations

  3. Harvard University Press

    Cambridge, United States

    11 h-index

    13 publications

    2K citations

  4. Johns Hopkins University

    Baltimore, United States

    11 h-index

    33 publications

    3.7K citations

  5. University of California, Berkeley

    Berkeley, United States

    11 h-index

    13 publications

    694 citations

  6. Fred Hutch Cancer Center

    Seattle, United States

    8 h-index

    15 publications

    1.4K citations

  7. University of Michigan

    Ann Arbor, United States

    8 h-index

    20 publications

    831 citations

  8. University of Pennsylvania

    Philadelphia, United States

    8 h-index

    19 publications

    1.2K citations

1–8 of 150

Venues

  1. Journal of the American Statistical Association

    15 publications · 1.1K citations

    13

    h-index

  2. Statistics in Medicine

    12 publications · 622 citations

    12

    h-index

  3. Biometrics

    11 publications · 2.3K citations

    11

    h-index

  4. Biostatistics

    7 publications · 266 citations

    7

    h-index

  5. The Annals of Applied Statistics

    AOAS · 7 publications · 1.1K citations

    7

    h-index

1–5