Publication | Open Access
Identification Properties of Recent Production Function Estimators
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2015
Year
Parameter EstimationEngineeringIntuitive Identification IdeasAgricultural EconomicsIdentification PropertiesFunctional Dependence ProblemsProductivityEconomic AnalysisEstimation TheoryStatisticsQuantitative ManagementEconomicsEstimation StatisticEconometric MethodFunctional Data AnalysisFunctional Dependence Problems.weBusinessEconometricsStatistical InferenceProduction Forecasting
This paper examines some of the recent literature on the estimation of production functions.We focus on techniques suggested in two recent papers, Olley andPakes (1996), andLevinsohn andPetrin (2003).While there are some solid and intuitive identification ideas in these papers, we argue that the techniques can suffer from functional dependence problems.We suggest an alternative approach that is based on the ideas in these papers, but does not suffer from the functional dependence problems and produces consistent estimates under alternative data generating processes for which the original procedures do not.
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