Oxford Bulletin of Economics and Statistics · 2007 · 212 citations · 17 references
Social SciencesEconomicsCausal InferenceEconometricsFinancial EconometricsDiscrete Choice ModelsInferential StatisticsInstrumental VariablesMicroeconometricsModel SpecificationSelection BiasBivariate Random-effects ModelEconometric IdentificationFinite Sample EstimationInstrument ExogeneityInstrumental Variables EstimationParameter IdentificationProbit RegressionUnobserved Heterogeneity
Abstract We conduct an extensive Monte Carlo experiment to examine the finite sample properties of maximum‐likelihood‐based inference in the bivariate probit model with an endogenous dummy. We analyse the relative performance of alternative exogeneity tests, the impact of distributional misspecification and the role of exclusion restrictions to achieve parameter identification in practice. The results allow us to infer important guidelines for applied econometric practice.
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Dummy Endogenous Variables in a Simultaneous Equation System
James J. Heckman · Econometrica · 1978 · 1.9K citations
Maximum Likelihood Specification Testing and Conditional Moment Tests
Whitney K. Newey · Econometrica · 1985 · 527 citations