Concepedia

Missing Data In Causal Analysis

Missing Data in Causal Analysis is a methodological challenge in statistical inference where the absence of certain values in observed or potential outcomes undermines the validity of causal effect estimation under assumptions such as ignorability, distinguishable by its direct impact on the identifiability and bias of causal parameters.

356

Publications

29.5K

Citations

838

Authors

428

Institutions

Publications per year

2017–2026

120

Variants

Missing Data In Causal Inference

Parents

Children

Publications

356

Cem: Coarsened Exact Matching in Stata

Matthew Blackwell, Stefano M. Iacus, Gary King et al. · The Stata Journal Promoting communications on statistics and Stata · 2009 · 1.7K citations · Full text

, , +16

Full Information Estimation in the Presence of Incomplete Data

James Arbuckle · Dialnet (Universidad de la Rioja) · 1996 · 1.7K citations

, , +13

Principal Stratification in Causal Inference

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

, , +9

Unobserved heterogeneity and the statistical analysis of highway accident data

Fred Mannering, Venky Shankar, Chandra R. Bhat · Analytic Methods in Accident Research · 2016 · 1.3K citations

, , +14

Bayesian Nonparametric Modeling for Causal Inference

Jennifer Hill · Journal of Computational and Graphical Statistics · 2010 · 1.2K citations

, , +16

1–5 of 356

Authors

838

  1. DB
    Donald B. Rubin

    Harvard University, United States

    12 publications · 3.2K citations

    12

    h-index

  2. JP
    Judea Pearl

    University of California, Los Angeles, United States

    6 publications · 287 citations

    6

    h-index

  3. MA
    Michael A. Gottfried

    University of California, Santa Barbara, United States

    5 publications · 670 citations

    5

    h-index

  4. SV
    Stijn Vansteelandt

    Ghent University, Belgium

    5 publications · 324 citations

    5

    h-index

  5. FM
    Fabrizia Mealli

    University of Florence, Italy

    5 publications · 283 citations

    5

    h-index

1–5 of 838

Institutions

428

  1. Harvard University

    Cambridge, United States

    15 h-index

    30 publications

    6.9K citations

  2. Harvard University Press

    Cambridge, United States

    12 h-index

    17 publications

    4.7K citations

  3. Johns Hopkins University

    Baltimore, United States

    11 h-index

    28 publications

    3.8K citations

  4. University of California, Los Angeles

    Los Angeles, United States

    11 h-index

    19 publications

    870 citations

  5. University of California, Berkeley

    Berkeley, United States

    11 h-index

    15 publications

    703 citations

  6. University of Chicago

    Chicago, United States

    9 h-index

    11 publications

    813 citations

  7. Carnegie Mellon University

    Pittsburgh, United States

    7 h-index

    10 publications

    1.1K citations

  8. University of Florence

    Florence, Italy

    7 h-index

    8 publications

    406 citations

1–8 of 428

Venues

  1. Statistics in Medicine

    19 publications · 675 citations

    15

    h-index

  2. Biometrics

    14 publications · 2.2K citations

    13

    h-index

  3. arXiv (Cornell University)

    Repository · 12 publications · 261 citations

    11

    h-index

  4. Journal of the American Statistical Association

    10 publications · 1.1K citations

    10

    h-index

  5. American Journal of Epidemiology

    AJE · 8 publications · 464 citations

    8

    h-index

1–5