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Your Textbook Derives the OLS Estimator As β^\hat { \beta }

Question 38

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Your textbook derives the OLS estimator as β^\hat { \beta } = (X\left( X ^ { \prime } \right. X)-1
XX ^ { \prime } Y.
Show that the estimator does not exist if there are fewer observations than the number of explanatory variables, including the constant. What is the rank of XX ^ { \prime } X in this case?

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In order for a matrix to be invertible, ...

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