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Efficiency Measurement

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Presentation on theme: "Efficiency Measurement"— Presentation transcript:

1 Efficiency Measurement
William Greene Stern School of Business New York University

2 Lab Session 3 Heterogeneity

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4 WHO Data

5 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)

6 Heterogeneous Frontier Model
FRONTIER ; LHS = LDALE ; RHS = ONE,LHEXP,LHEXP2,LEDUC, VOICE,GEFF,LPOPDEN,TROPICS ; EFF = UI_WHO $

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8 Heteroscedasticity

9 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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11 Efficiency Estimates|Load Factor

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13 Model Command for Heteroscedasticity

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16 Heterogeneity in the Mean of u(i)

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19 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 

20 Parametric vs. Nonparametric

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23 Latent Class Model

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