DirectEffects - Estimating Controlled Direct Effects for Explaining Causal Findings
A set of functions to estimate the controlled direct effect of treatment fixing a potential mediator to a specific value. Implements the sequential g-estimation estimator described in Vansteelandt (2009) <doi:10.1097/EDE.0b013e3181b6f4c9> and Acharya, Blackwell, and Sen (2016) <doi:10.1017/S0003055416000216> and the telescope matching estimator described in Blackwell and Strezhnev (2020) <doi:10.1111/rssa.12759>.
Last updated 2 months ago
5.79 score 18 stars 17 scripts 283 downloadsinters - Flexible Tools for Estimating Interactions
A set of functions to estimate interactions flexibly in the face of possibly many controls. Implements the procedures described in Blackwell and Olson (2022) <doi:10.1017/pan.2021.19>.
Last updated 2 years ago
4.81 score 13 stars 2 scripts 163 downloadscausalsens - Selection Bias Approach to Sensitivity Analysis for Causal Effects
The causalsens package provides functions to perform sensitivity analyses and to study how various assumptions about selection bias affects estimates of causal effects.
Last updated 8 months ago
4.70 score 10 stars 7 scripts 279 downloadsfactiv - Instrumental Variables Estimation for 2^k Factorial Experiments
Implements instrumental variable estimators for 2^K factorial experiments with noncompliance.
Last updated 3 years ago
4.00 score 2 stars 6 scripts 105 downloads