Data Science, Variance, A B Testing, LinkedIn.
outlines a method for replacing long-term metrics with predictions using short-term covariates. The prediction method is left to the user, however the paper outlines requirements that ensure statistical validity. Relative to other methods covered in this series, surrogate metrics are quite labor