6 citations · 25 across the 12 of their papers we have counts for
4 papers · 1 filter
Statistical and Causal Robustness for Causal Null Hypothesis Tests
Junhui Yang, Rohit Bhattacharya, Youjin Lee +1
Prior work applying semiparametric theory to causal inference has primarily focused on deriving estimators that exhibit statistical robustness under a prespecified causal model tha…
Policy effect evaluation under counterfactual neighborhood interventions in the presence of spillover
Youjin Lee, Gary Hettinger, Nandita Mitra
Policy interventions can spill over to units of a population that are not directly exposed to the policy but are geographically close to the units receiving the intervention. In re…
Estimation of Policy-Relevant Causal Effects in the Presence of Interference with an Application to the Philadelphia Beverage Tax
Gary Hettinger, Christina Roberto, Youjin Lee +1
To comprehensively evaluate a public policy intervention, researchers must consider the effects of the policy not just on the implementing region, but also nearby, indirectly-affec…
RobustIV and controlfunctionIV: Causal Inference for Linear and Nonlinear Models with Invalid Instrumental Variables
Taehyeon Koo, Youjin Lee, Dylan S. Small +1
We present R software packages RobustIV and controlfunctionIV for causal inference with possibly invalid instrumental variables. RobustIV focuses on the linear outcome model. It im…