Asymptotic expansions for some semiparametric program evaluation estimators
We investigate the performance of a class of semiparametric estimators of the treatment effect via asymptotic expansions. We derive approximations to the first two moments of the estimator that are valid to 'second order'. We use these approximations to define a method of bandwidth selection. We also propose a degrees- of-freedom like bias correction that improves the second order properties of the estimator but without requiring estimation of higher order derivatives of the unknown propensity score. We provide some numerical calibrations of the results.
|Date of creation:||May 2003|
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Cowles Foundation Discussion Papers
1065, Cowles Foundation for Research in Economics, Yale University.
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LSE Research Online Documents on Economics
317, London School of Economics and Political Science, LSE Library.
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Cowles Foundation Discussion Papers
1086, Cowles Foundation for Research in Economics, Yale University.
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