Concepedia

Longitudinal Causal Inference

Longitudinal Causal Inference is a subfield of causal inference that develops theories and methods for identifying and estimating causal effects in settings with longitudinal data, where treatments, covariates, and outcomes evolve over time and may involve time-varying confounding and dynamic treatment regimes.

847

Publications

73K

Citations

2.1K

Authors

899

Institutions

Publications per year

2017–2026

332

Parents

Children

Publications

847

Bias in cross-sectional analyses of longitudinal mediation.

Scott E. Maxwell, David A. Cole · Psychological Methods · 2007 · 2.9K citations

, , +16

Group-Based Trajectory Modeling in Clinical Research

Daniel S. Nagin, Candice L. Odgers · Annual Review of Clinical Psychology · 2010 · 2.7K citations

, , +13

Regression-based statistical mediation and moderation analysis in clinical research: Observations, recommendations, and implementation

Andrew F. Hayes, Nicholas Rockwood · Behaviour Research and Therapy · 2016 · 2.3K citations

, , +16

Difference-in-Differences with multiple time periods

Brantly Callaway, Pedro H. C. Sant’Anna · Journal of Econometrics · 2020 · 1.4K citations · Full text

, , +16

Why High-Order Polynomials Should Not Be Used in Regression Discontinuity Designs

Andrew Gelman, Guido W. Imbens · Journal of Business and Economic Statistics · 2017 · 1.4K citations

, , +12

1–5 of 847

Authors

2.1K

  1. MJ
    Mark J. van der Laan

    University of California, Berkeley, United States

    19 publications · 1.1K citations

    15

    h-index

  2. JM
    James M. Robins

    Harvard University, United States

    12 publications · 2.2K citations

    11

    h-index

  3. MA
    Miguel A. Hernán

    Harvard University, United States

    10 publications · 985 citations

    10

    h-index

  4. TJ
    Tyler J. VanderWeele

    Harvard University, United States

    9 publications · 1.4K citations

    9

    h-index

  5. RN
    Romain Neugebauer

    Kaiser Permanente, United States

    8 publications · 217 citations

    8

    h-index

1–5 of 2.1K

Institutions

899

  1. Harvard University

    Cambridge, United States

    32 h-index

    119 publications

    11.7K citations

  2. University of California, Berkeley

    Berkeley, United States

    23 h-index

    64 publications

    4.5K citations

  3. University of Michigan

    Ann Arbor, United States

    20 h-index

    39 publications

    4.1K citations

  4. National Bureau of Economic Research

    Cambridge, United States

    19 h-index

    41 publications

    3.1K citations

  5. IZA - Institute of Labor Economics

    Bonn, Germany

    17 h-index

    31 publications

    1.2K citations

  6. University of Pennsylvania

    Philadelphia, United States

    16 h-index

    37 publications

    3K citations

  7. Harvard University Press

    Cambridge, United States

    16 h-index

    19 publications

    2.7K citations

  8. University of Chicago

    Chicago, United States

    15 h-index

    27 publications

    1.7K citations

1–8 of 899

Venues

  1. SSRN Electronic Journal

    Repository · 47 publications · 1.5K citations

    23

    h-index

  2. Statistics in Medicine

    29 publications · 1.6K citations

    19

    h-index

  3. Journal of the American Statistical Association

    21 publications · 1.6K citations

    18

    h-index

  4. RePEc: Research Papers in Economics

    Repository · 21 publications · 1.4K citations

    17

    h-index

  5. American Journal of Epidemiology

    AJE · 16 publications · 1.3K citations

    15

    h-index

1–5