All functions

Penn

Pennsylvania Reemployment Bonus Experiment

coef_plot()

Coefficient plot

dml() dml_gate()

Debiased Machine Learning

dml_benchmark()

Benchmarks for the strength of latent variables using observed covariates

dml_bounds() confidence_bounds()

Bounds on the omitted variable bias for causal machine learning

gasdemand

Household gasoline demand

ovb_contour_plot()

Contour plots of omitted variable bias for Causal Machine Learning

pension

Net financial assets and 401(k) eligibility

plot(<dml>) plot(<dml.bounds>)

Coefficient plots for DML and bounds

plot(<dml.sensemakr>)

Sensitivity analysis plots for dml.sensemakr

print(<dml.bounds>) summary(<dml.bounds>) print(<summary_dml.bounds>) coef(<dml.bounds>) se(<dml.bounds>) confint(<dml.bounds>) print(<confidence.bounds>)

Print, summary, coef, se, and confint methods for DML bounds

print(<dml.sensemakr>) summary(<dml.sensemakr>)

Sensitivity analysis print and summary methods for dml.sensemakr

robustness_value()

Computes Robustness Values for Debiased Machine Learning

sensemakr()

Sensitivity Analysis for Causal Machine Learning

summary(<dml>) coef(<dml>) se() confint(<dml>) print(<summary_dml>) print(<dml>)

coef, se, confint, print and summary methods for DML

print(<dml_benchmark>) summary(<dml_benchmark>)

Print and summary methods for DML benchmarks