Concepedia

Missing Data Adjustment

Missing Data Adjustment is a statistical method designed to correct for biases introduced by incomplete data within propensity score analyses by incorporating techniques such as multiple imputation or inverse probability weighting to ensure valid causal inferences.

391

Publications

31.6K

Citations

1.1K

Authors

533

Institutions

Publications per year

2017–2026

105

Parents

Publications

391

When and how should multiple imputation be used for handling missing data in randomised clinical trials – a practical guide with flowcharts

Janus Christian Jakobsen, Christian Gluud, Jørn Wetterslev et al. · BMC Medical Research Methodology · 2017 · 2.8K citations · Full text

, , +16

Assessing dissimilarity relations under missing data conditions: Evidence from computer simulations.

Natalie J. Allen, David Stanley, Helen Williams et al. · Journal of Applied Psychology · 2007 · 2K citations

, , +17

Missing-Data Adjustments in Large Surveys

Roderick J. A. Little · Journal of Business and Economic Statistics · 1988 · 973 citations

, , +16

Strategy for intention to treat analysis in randomised trials with missing outcome data

Ian R. White, Nicholas J. Horton, James R. Carpenter et al. · BMJ · 2011 · 855 citations

, , +13

Statistical Adjustment of Data

R. L. Anderson, W. Edwards Deming · Southern Economic Journal · 1944 · 776 citations

, , +11

1–5 of 391

Authors

1.1K

  1. IR
    Ian R. White

    MRC Biostatistics Unit, United Kingdom

    13 publications · 3.7K citations

    13

    h-index

  2. RJ
    Roderick J. A. Little

    University of Michigan, United States

    12 publications · 1.7K citations

    12

    h-index

  3. JR
    James R. Carpenter

    London School of Hygiene & Tropical Medicine, United Kingdom

    7 publications · 2K citations

    7

    h-index

  4. DB
    Donald B. Rubin

    Harvard University, United States

    6 publications · 587 citations

    6

    h-index

  5. KJ
    Katherine J. Lee

    Murdoch Children's Research Institute, Australia

    5 publications · 303 citations

    5

    h-index

1–5 of 1.1K

Institutions

533

  1. Harvard University

    Cambridge, United States

    16 h-index

    51 publications

    3.7K citations

  2. London School of Hygiene & Tropical Medicine

    London, United Kingdom

    14 h-index

    23 publications

    4.5K citations

  3. MRC Biostatistics Unit

    Cambridge, United Kingdom

    14 h-index

    26 publications

    5.7K citations

  4. University of Michigan

    Ann Arbor, United States

    13 h-index

    18 publications

    1.2K citations

  5. University College London

    London, United Kingdom

    11 h-index

    14 publications

    1.5K citations

  6. Johns Hopkins University

    Baltimore, United States

    11 h-index

    25 publications

    1.4K citations

  7. University of Washington

    Seattle, United States

    11 h-index

    18 publications

    916 citations

  8. University of California, Los Angeles

    Los Angeles, United States

    10 h-index

    22 publications

    2.9K citations

1–8 of 533

Venues

  1. Statistics in Medicine

    42 publications · 3.9K citations

    27

    h-index

  2. BMC Medical Research Methodology

    18 publications · 3.5K citations

    15

    h-index

  3. Journal of the American Statistical Association

    15 publications · 1.2K citations

    15

    h-index

  4. American Journal of Epidemiology

    AJE · 12 publications · 1.2K citations

    13

    h-index

  5. Biometrics

    14 publications · 591 citations

    12

    h-index

1–5