The Stata Journal Promoting communications on statistics and Stata · 2015 · 72 citations · 13 references
Endogenous TreatmentTreatment EffectPopulation Health SciencesPharmacotherapyQuasi-experimentTreatment VerificationCausal InferencePharmacodynamic ModelingOrdinary Least SquaresClinical TrialsRandomized Controlled TrialDose–response ModelsBayesian MethodsPublic HealthStatisticsRadiologyTherapeutic Drug MonitoringPharmacokinetic ModelingHealth PolicyEstimation StatisticDose–response FunctionMarginal Structural ModelsDosimetryMonte Carlo ExperimentTreatment PlanningTime-varying ConfoundingStatistical InferenceMedicineTreatment Plan Evaluation
In this article, I present ctreatreg, a command for estimating a dose–response function when i) treatment is continuous, ii) individuals may react het-erogeneously to observable confounders, and iii) the selection into treatment may be endogenous. I implement two estimation procedures: ordinary least squares under conditional mean independence and instrumental variables under selection endogeneity. Finally, I present a Monte Carlo experiment to test the reliability of the proposed command.
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Sample Selection Bias as a Specification Error
James J. Heckman · Econometrica · 1979 · 28.4K citations