Reasoning & Evaluation
24 min
Double Machine Learning: How to Use Flexible Models for Causal Estimates Without Inheriting Their Bias
Plug a random forest into a causal regression and the confidence interval tightens around the wrong number, because regularisation bias shrinks more slowly than the standard error. Double machine learning fixes this with two devi…