Springer Texts in Business and Economics

Relative Efficiency of OLS Under Heteroskedasticity

a. From Eq. (5.9) we have

n / n 2 n / n 2

var(p 0ls) = e x2^i2 / (Ex2) = °2 Ex2x8 / (Ex2)

i=1 i=1 i=1 i=1

where xi = Xi — X. For Xi = 1,2,.., 10 and 8 = 0.5, 1, 1.5 and 2. This is tabulated below.

[2] P

"P2

b. Apply these four Wald statistics to the equation relating real per-capita con­sumption to real per-capita disposable income in the U. S. over the post World War II period 1959-2007. The SAS program that generated these Wald statistics is given below

[4] + p(n — 1) 1 + p(n — 1)

[5] 22

c21mx2xi c22mx2x2

[7] dF/dx is for discrete change of dummy variable from 0 to 1 z and P>|z| correspond to the test of the underlying coefficient being 0

One can also run logit and probit for the unemployment variable and repeat this for females. This is not done here to save space.

[8] dF/dx is for discrete change of dummy variable from 0 to 1

z and P > |z| correspond to the test of the underlying coefficient being 0

[9] dF/dx is for discrete change of dummy variable from 0 to 1 z and P> |z| correspond to the test of the underlying coefficient being 0

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Springer Texts in Business and Economics

The General Linear Model: The Basics

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Regression Diagnostics and Specification Tests

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Generalized Least Squares

9.1 GLS Is More Efficient than OLS. a. Equation (7.5) of Chap. 7 gives "ois = " + (X'X)-1X'u so that E("ois) = " as long as X and u …

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