A customized ridge regression with an unpenalized focal treatment effect produces lower-variance estimates for many sparse sub-treatments and exactly recovers the single-treatment estimator.
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Shrinkage-Based Regressions with Many Related Treatments
A customized ridge regression with an unpenalized focal treatment effect produces lower-variance estimates for many sparse sub-treatments and exactly recovers the single-treatment estimator.