000 02575cam a22003617 4500
001 w19742
003 NBER
005 20211020110043.0
006 m o d
007 cr cnu||||||||
008 210910s2013 mau fo 000 0 eng d
100 1 _aAbadie, Alberto.
_94394
245 1 0 _aEndogenous Stratification in Randomized Experiments /
_cAlberto Abadie, Matthew M. Chingos, Martin R. West.
260 _aCambridge, Mass.
_bNational Bureau of Economic Research
_c2013.
300 _a1 online resource:
_billustrations (black and white);
490 1 _aNBER working paper series
_vno. w19742
500 _aDecember 2013.
520 3 _aResearchers 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 problem of the full sample estimator. We use data from the National JTPA Study and the Tennessee STAR experiment to demonstrate the performance of alternative estimators and the magnitude of their biases.
530 _aHardcopy version available to institutional subscribers
538 _aSystem requirements: Adobe [Acrobat] Reader required for PDF files.
538 _aMode of access: World Wide Web.
588 0 _aPrint version record
690 7 _aC01 - Econometrics
_2Journal of Economic Literature class.
690 7 _aC21 - Cross-Sectional Models • Spatial Models • Treatment Effect Models • Quantile Regressions
_2Journal of Economic Literature class.
690 7 _aC9 - Design of Experiments
_2Journal of Economic Literature class.
700 1 _aChingos, Matthew M.
700 1 _aWest, Martin R.
710 2 _aNational Bureau of Economic Research.
830 0 _aWorking Paper Series (National Bureau of Economic Research)
_vno. w19742.
856 4 0 _uhttps://www.nber.org/papers/w19742
856 _yAcceso en lĂ­nea al DOI
_uhttp://dx.doi.org/10.3386/w19742
942 _2ddc
_cW-PAPER
999 _c328381
_d286943