Concepedia

Treatment Assignment Modeling

Treatment Assignment Modeling is a statistical framework that specifies the process by which individuals or units are allocated to treatment or control conditions based on observed covariates, distinguishing it from outcome modeling by focusing exclusively on the mechanism of treatment selection rather than post-treatment effects.

294

Publications

50.1K

Citations

1.1K

Authors

512

Institutions

Publications per year

2017–2026

91

Parents

Publications

294

An Introduction to Propensity Score Methods for Reducing the Effects of Confounding in Observational Studies

Peter C. Austin · Multivariate Behavioral Research · 2011 · 11.9K citations · Full text

, , +15

Propensity score methods for bias reduction in the comparison of a treatment to a non-randomized control group

Ralph B. D’Agostino · Statistics in Medicine · 1998 · 5.4K citations

, , +16

Effects of Diet and Exercise in Preventing NIDDM in People With Impaired Glucose Tolerance: The Da Qing IGT and Diabetes Study

Xiao-Ren Pan, Guang-Wei Li, Ying-Hua Hu et al. · Diabetes Care · 1997 · 4.3K citations

, , +15

Covariate Balancing Propensity Score

Kosuke Imai, Marc Ratkovic · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2013 · 1.3K citations

, , +16

Assignment to Treatment Group on the Basis of a Covariate

Donald B. Rubin · Journal of Educational Statistics · 1977 · 1.2K citations

, , +15

1–5 of 294

Authors

1.1K

  1. MJ
    Mark J. van der Laan

    University of California, Berkeley, United States

    7 publications · 455 citations

    7

    h-index

  2. RT
    Rocío Titiunik

    University of Michigan, United States

    6 publications · 1.6K citations

    6

    h-index

  3. PB
    Peter B. Gilbert

    Fred Hutch Cancer Center, United States

    4 publications · 164 citations

    4

    h-index

  4. MD
    Matias D. Cattaneo

    University of Michigan, United States

    4 publications · 1.1K citations

    4

    h-index

  5. PR
    Paul R. Rosenbaum

    University of Pennsylvania, United States

    4 publications · 676 citations

    4

    h-index

1–5 of 1.1K

Institutions

512

  1. Harvard University

    Cambridge, United States

    17 h-index

    46 publications

    4.8K citations

  2. University of Michigan

    Ann Arbor, United States

    12 h-index

    29 publications

    7.6K citations

  3. University of California, Berkeley

    Berkeley, United States

    12 h-index

    26 publications

    1.6K citations

  4. University of Pennsylvania

    Philadelphia, United States

    11 h-index

    19 publications

    1.3K citations

  5. University of California, Los Angeles

    Los Angeles, United States

    10 h-index

    13 publications

    1.8K citations

  6. Columbia University

    New York, United States

    9 h-index

    14 publications

    1.5K citations

  7. University of Toronto

    Toronto, Canada

    9 h-index

    14 publications

    15.7K citations

  8. University of Washington

    Seattle, United States

    9 h-index

    12 publications

    755 citations

1–8 of 512

Venues

  1. 14

    h-index

  2. Biometrics

    17 publications · 1.4K citations

    14

    h-index

  3. SSRN Electronic Journal

    Repository · 14 publications · 499 citations

    12

    h-index

  4. Statistics in Medicine

    13 publications · 7.1K citations

    12

    h-index

  5. Statistical Methods in Medical Research

    7 publications · 200 citations

    7

    h-index

1–5