Ab Testing, Experiment, Data Science, Machine Learning.
only change I made to get unbiased predictions is to use out of bag scores from my model. See the code snippet below. The output of bootstrapped experiments can be found below: Using the random forest model to remove the variance caused by covariates does seem to work, though the effect is slightly