3 citations · 4 across the 4 of their papers we have counts for
4 papers
Causal Overlap Effects: A Cumulative Fixed Effect Approach
Jingying He, Felix Elwert
Social scientists often ask about the effect of increasing one's duration of exposure to a social context on one's outcomes, i.e. the overlap effect. Past studies adopted a unidime…
Nonparametric Causal Decomposition of Group Disparities
Ang Yu, Felix Elwert
We introduce a new nonparametric causal decomposition approach that identifies the mechanisms by which a treatment variable contributes to a group-based outcome disparity. Our appr…
Estimating Sibling Spillover Effects with Unobserved Confounding Using Gain-Scores
David C. Mallinson, Felix Elwert
A growing area of research in epidemiology is the identification of health-related sibling spillover effects, or the effect of one individual's exposure on their sibling's outcome.…
Instrumental Variables with Treatment-Induced Selection: Exact Bias Results
Felix Elwert, Elan Segarra
Instrumental variables (IV) estimation suffers selection bias when the analysis conditions on the treatment. Judea Pearl's early graphical definition of instrumental variables expl…