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20062026
most citedMatching Methods for Causal Inference: A Review and a Look Forward

5.5k citations · 6.2k across the 34 of their papers we have counts for

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Showing 2021Show all

8 papers · 1 filter

stat.ME2021★ 1 cited

Estimating subgroup effects in generalizability and transportability analyses

Sarah E. Robertson, Jon A. Steingrimsson, Nina R. Joyce +2

Methods for extending -- generalizing or transporting -- inferences from a randomized trial to a target population involve conditioning on a large set of covariates that is suffici…

stat.AP2021★ 15 cited

Teacher Mental Health During the COVID-19 Pandemic: Informing Policies to Support Teacher Well-being and Effective Teaching Practices

Joseph M. Kush, Elena Badillo-Goicoechea, Rashelle J. Musci +1

While there is an emergence of research investigating the educational impacts of the COVID-19 pandemic, empirical studies assessing teacher mental health throughout the pandemic ha…

stat.ME2021★ 36 cited

Choosing the Causal Estimand for Propensity Score Analysis of Observational Studies

Noah Greifer, Elizabeth A. Stuart

Matching and weighting methods for observational studies involve the choice of an estimand, the causal effect with reference to a specific target population. Commonly used estimand…

stat.ME2021★ 13 cited

Methodological considerations for estimating policy effects in the context of co-occurring policies

Beth Ann Griffin, Megan S. Schuler, Joseph Pane +5

Understanding how best to estimate state-level policy effects is important, and several unanswered questions remain, particularly about the ability of statistical models to disenta…

stat.ME2021★ 1 cited

Center-specific causal inference with multicenter trials: reinterpreting trial evidence in the context of each participating center

Sarah E. Robertson, Jon A. Steingrimsson, Nina R. Joyce +2

In multicenter randomized trials, when effect modifiers have a different distribution across centers, comparisons between treatment groups that average over centers may not apply t…

stat.AP2021★ 4 cited

Consistency between household and county measures of K-12 onsite schooling during the COVID-19 pandemic

Carly Lupton-Smith, Elena Badillo Goicoechea, Megan Collins +3

The academic, socioemotional, and health impacts of school policies throughout the COVID-19 pandemic have been a source of many important questions that require accurate informatio…