Calculates a SATE and a PATE using AIPW — calculate_ate • tidyhte

This function takes fully prepared data (with all auxilliary columns from the necessary models) and estimates average treatment effects using AIPW.

calculate_ate(data)

Arguments

data: The dataset of interest after it has been prepared fully.

References

Kennedy, E. H. (2023). Towards optimal doubly robust estimation of heterogeneous causal effects. Electronic Journal of Statistics, 17(2), 3008-3049.
Tsiatis, A. A., Davidian, M., Zhang, M., & Lu, X. (2008). Covariate adjustment for two‐sample treatment comparisons in randomized clinical trials: a principled yet flexible approach. Statistics in medicine, 27(23), 4658-4677.

See also

basic_config(), attach_config(), make_splits(), produce_plugin_estimates(), construct_pseudo_outcomes(), estimate_QoI()