Sensitivity Analysis for Weighted Estimators
Helper function for benchmarking for sensitivity parameters
Benchmark (for survey weights)
Helper function to benchmark an instance
Bias Contour Plots
Helper function for creating targets from auxiliary information and fo...
Estimate Bias
Robustness Value
Run Formal Benchmarking
senseweight: Sensitivity Analysis for Weighted Estimators
Sensitivity Summary (for survey weights)
Sensitivity Summary
Provides tools to conduct interpretable sensitivity analyses for weighted estimators, introduced in Huang (2024) <doi:10.1093/jrsssa/qnae012> and Hartman and Huang (2024) <doi:10.1017/pan.2023.12>. The package allows researchers to generate the set of recommended sensitivity summaries to evaluate the sensitivity in their underlying weighting estimators to omitted moderators or confounders. The tools can be flexibly applied in causal inference settings (i.e., in external and internal validity contexts) or survey contexts.