Identification of Treatment Effects Using Control Functions in Models with Continuous, Endogenous Treatment and Heterogeneous Effects

By Jean-Pierre Florens, James J. Heckman, C. Meghir, E. Vytlacil. 2008

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Citations in the corpus

Double/De-Biased Machine Learning of Global and Local Parameters Using Regularized Riesz Representers (2018, background): “When Y = Y (D) for a potential outcome process Y (d) that is independent of treatment D conditional on the covariates Z and differentiable in d, it was shown by Altonji and Matzkin (2005) and Florens et al. (2008) that T (d) = E[∂dY (D)”
A Permutation Test for the Regression Kink Design (2018, methodology): “CLPW prove that the RK estimand in (5) identi fi es the “treatment on the treated” parameter in (3) (Florens et al. 2008) for individuals at the kink point under mild regularity conditions, in particular an assumption of smoothness of y , so that Local polynomial regression techniques are used for…”
Heterogeneity, Measurement Error, and Misallocation: Evidence from African Agriculture (2019, background): “Building on Florens et al. (2008), Masten and Torgovitsky (2016) suggest an IVCRC estimator, which allows for heterogeneity in the first-stage regressions of the instruments on the endogenous factor demands.”
Nonlinear Policy Rules and the Identification and Estimation of Causal Effects in a Generalized Regression Kink Design (2012, methodology): “4 Recent studies, including Florens et al. (2008) and Imbens and Newey (2009), have proposed methods that use an instrumental variable Z to identify causal parameters such as TT or LAR.”
ON THE COMPLETENESS CONDITION IN NONPARAMETRIC INSTRUMENTAL PROBLEMS (2010, background): “Recent contributions include Chesher (2003), Imbens and Newey (2009), and Florens et al. (2008) (see Chesher, 2007, for a survey).”
Conformal inference of counterfactuals and individual treatment effects (2020, unknown): “…scientists (Grimmer et al., 2017; Imai & Strauss, 2011), psychologists (Bolger et al., 2019; Winkelbeiner et al., 2019), sociologists (Breen et al., 2015; Xie et al., 2012), economists (Florens et al., 2008; Djebbari & Smith, 2008) and education researchers (Brand & Xie, 2010; Morgan, 2001).”
Semiparametric estimation of binary response models with endogenous regressors (2009, background): “Das, Newey, and Vella (2003), Florens, Heckman, Meghir, and Vytlacil (2008) , Imbens and”
Jump or Kink? Identification of Binary Treatment Regression Discontinuity Design without the Discontinuity (2014, methodology): “These estimates are generated by 2SLS using either a jump, or a kink or both as IV(s), corresponding to the standard jump estimator, the kink estimator and the general estimator in equations (12), (13) and (14), respectively.”
How General Is Human Capital? A Task‐Based Approach (2010, background): “See Florens et al. (2008) for a discussion of nonparametric identification of the control function estimator.”