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20122024
most citedA Review of Generalizability and Transportability

302 citations

Showing stat.MEShow all

5 papers · 1 filter

stat.ME2021★ 2 cited

Conditional Cross-Design Synthesis Estimators for Generalizability in Medicaid

Irina Degtiar, Tim Layton, Jacob Wallace +1

While much of the causal inference literature has focused on addressing internal validity biases, both internal and external validity are necessary for unbiased estimates in a targ…

stat.ME2021★ 302 cited

A Review of Generalizability and Transportability

Irina Degtiar, Sherri Rose

When assessing causal effects, determining the target population to which the results are intended to generalize is a critical decision. Randomized and observational studies each h…

stat.ME2021

Statistical Power for Estimating Treatment Effects Using Difference-in-Differences and Comparative Interrupted Time Series Designs with Variation in Treatment Timing

Peter Z. Schochet

This article develops new closed-form variance expressions for power analyses for commonly used difference-in-differences (DID) and comparative interrupted time series (CITS) panel…

stat.ME2020★ 3 cited

A Lasso-OLS Hybrid Approach to Covariate Selection and Average Treatment Effect Estimation for Clustered RCTs Using Design-Based Methods

Peter Z. Schochet

Statistical power is often a concern for clustered RCTs due to variance inflation from design effects and the high cost of adding study clusters (such as hospitals, schools, or com…

stat.ME2020★ 19 cited

Design-Based Ratio Estimators and Central Limit Theorems for Clustered, Blocked RCTs

Peter Z. Schochet, Nicole E. Pashley, Luke W. Miratrix +1

This article develops design-based ratio estimators for clustered, blocked randomized controlled trials (RCTs), with an application to a federally funded, school-based RCT testing…