(Requires Matrix Algebra)Consider the time and entity fixed effect model with a single explanatory variable
Yit = ?0 + ?1Xit + D2i + ... + Dni + ?2B2t + ... + ?TBTt + uit,
For the case of n = 4 and T = 3, write this model in the form Y = X? + U, where, in general,
Y = , U = , X = = , and ? = How would the X matrix change if you added two binary variables, D1 and B1? Demonstrate that in this case the columns of the X matrix are not independent. Finally show that elimination of one of the two variables is not sufficient to get rid of the multicollinearity problem. In terms of the OLS estimator, = ( X)-1
Y, why does perfect multicollinearity create a problem?
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