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Efficiency Measurement
William Greene Stern School of Business New York University
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Lab Session 3 Heterogeneity
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WHO Data
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Heterogeneous Frontier Command
FRONTIER [; COST] ; LHS = the variable ; RHS = ONE, the variables, the additional variables ; EFF = the new variable $ ε(i) = v(i) +/- u(i)
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Heterogeneous Frontier Model
FRONTIER ; LHS = LDALE ; RHS = ONE,LHEXP,LHEXP2,LEDUC, VOICE,GEFF,LPOPDEN,TROPICS ; EFF = UI_WHO $
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Heteroscedasticity
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Effects of Environmental Variable on Efficiency
? Frontier cost function with environmental ? Variables, load factor, points served, stage ? Length. FRONTIER ; Cost ; Lhs = lc ; Rhs = one,…, loadfctr,log(points),log(stage) $ ? How does load factor affect efficiency? SIMULATE ; scenario: & loadfctr = .4(.025).95 ; plot $
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Efficiency Estimates|Load Factor
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Model Command for Heteroscedasticity
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Heterogeneity in the Mean of u(i)
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Nonparametric Frontier
Frontier with local Compute residuals then estimate and given the set of residuals from the nonparametric frontier Compute efficiencies using residuals and and
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Parametric vs. Nonparametric
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Latent Class Model
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