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detect_idiosyncratic() Tutorial8 months ago
Introduction | Unfortunately, we cannot directly release the HSIS data. | SAY MORE ABOUT DGP: what Xs, etc. What is true model? | The illustrative Dataset | Testing for ideosyncratic treatment effect variation | Basic case: no covariate adjustment | Adjusting for covariates | Ideosyncratic variation beyond systematic variation | Testing for ideosyncratic variation. | Comparing the tests | Cautionary Tale: A linear model with no treatment interaction. | A simple variance ratio test | The variety of test statistics
Tutorial on Systematic Treatment Detection8 months ago
Introduction | Basic estimation | OLS adjustment | Model adjustment | Model adjustment + OLS adjustment | Oracle estimator (for simulations and verification of formulae) | Looking at $R^2$ | Comparing estimators | Treatment variation and non-compliance | Estimating the effects | The 2SLS Approach