Program on Education Policy and Governance
79 JFK St., Taubman 304
Cambridge, MA 02138
Institutional Affiliation: The Urban Institute
NBER Working Papers and Publications
|December 2013||Endogenous Stratification in Randomized Experiments|
with Alberto Abadie, Martin R. West: w19742
Researchers and policy makers are often interested in estimating how treatments or policy interventions affect the outcomes of those most in need of help. This concern has motivated the increasingly common practice of disaggregating experimental data by groups constructed on the basis of an index of baseline characteristics that predicts the values that individual outcomes would take on in the absence of the treatment. This article shows that substantial biases may arise in practice if the index is estimated, as is often the case, by regressing the outcome variable on baseline characteristics for the full sample of experimental controls. We analyze the behavior of leave-one-out and repeated split sample estimators and show they behave well in realistic scenarios, correcting the large bias ...
Published: Alberto Abadie & Matthew M. Chingos & Martin R. West, 2018. "Endogenous Stratification in Randomized Experiments," The Review of Economics and Statistics, vol 100(4), pages 567-580.