Macroeconomic Dynamics · 2009 · 13 citations · 23 references
Social SciencesBusiness EconomicsEconomicsContract TheoryEconometricsFinancial EconomicsEconomic Impact AnalysisFinancial IntermediationInstrumental VariablesModel SpecificationPolicy Impact AnalysisTreatment EffectsCausal Effect IdentificationCredit Supply ConstraintsDynamic ModelsFixed Effects Instrumental VariablesInstrumental Variables SpecificationPolicy Impact ModelingState Variables
We study the impact that financial intermediation can have on productivity through the alleviation of credit constraints in occupation choice and/or an improved allocation of risk, using both static and dynamic structural models as well as reduced form OLS and IV regressions. Our goal in this paper is to bring these two strands of the literature together. Even though, under certain assumptions, IV regressions can recover accurately the true model-generated local average treatment effect, these are quantitatively different, in order of magnitude and even sign, from other policy impact parameters (e.g., ATE and TT). We also show that laying out clearly alternative models can guide the search for instruments. On the other hand adding more margins of decision, i.e., occupation choice and intermediation jointly, or adding more periods with promised utilities as key state variables, as in optimal multi-period contracts, can cause the misinterpretation of IV as the causal effect of interest.
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Identification and Estimation of Local Average Treatment Effects
Guido W. Imbens, Joshua D. Angrist · Econometrica · 1994 · 4.1K citations
SOME THOUGHTS ON THE DISTRIBUTION OF EARNINGS 1
A. D. Roy · Oxford Economic Papers · 1951 · 3K citations