Consider the binary variable version of the fixed effects model with an additional regressor, D1; that is, let Yit = β0 + β1Xit + γ1D1i + γ2D2i +...+ γnDni + ui. a) Suppose that n = 3. Show that the binary regressors and the “constant” regressor are perfectly multicollinear; that is, express one of the variables D1i , D2i, D3i, and X0it as a perfect linear function of the others, where X0it = 1 for all i,t. b) Show the result in (a) for general n. c) What will happen if you try to estimate the coefficients of the regression by OLS?
Consider the binary variable version of the fixed effects model with an additional regressor, D1; that is, let Yit = β0 + β1Xit + γ1D1i + γ2D2i +...+ γnDni + ui. a) Suppose that n = 3. Show that the binary regressors and the “constant” regressor are perfectly multicollinear; that is, express one of the variables D1i , D2i, D3i, and X0it as a perfect linear function of the others, where X0it = 1 for all i,t. b) Show the result in (a) for general n. c) What will happen if you try to estimate the coefficients of the regression by OLS?
Micro Economics For Today
10th Edition
ISBN:9781337613064
Author:Tucker, Irvin B.
Publisher:Tucker, Irvin B.
Chapter1: Introducing The Economic Way Of Thinking
Section1.A: Applying Graphs To Economics
Problem 6SQ
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Consider the binary variable version of the fixed effects model with an additional regressor, D1; that is, let Yit = β0 + β1Xit + γ1D1i + γ2D2i +...+ γnDni + ui.
a) Suppose that n = 3. Show that the binary regressors and the “constant” regressor are
perfectly multicollinear; that is, express one of the variables D1i , D2i, D3i, and X0it as a
perfect linear function of the others, where X0it = 1 for all i,t.
b) Show the result in (a) for general n.
c) What will happen if you try to estimate the coefficients of the regression by OLS?
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