Question: Consider adding the squared value of the average hours per week spent on math in class (ClassTime_Sq) to the model in Question 1. We obtain

 Consider adding the squared value of the average hours per week

Consider adding the squared value of the average hours per week spent on math in class (ClassTime_Sq) to the model in Question 1. We obtain the following regression output: Source | SS df MS Number of obs = 2098 F( 5, 2092) = 691.84 Model | 1167.54288 5 233.508577 Prob > F 0. 0000 Residual | 706 . 088332 2092 . 337518323 R-squared = 0 . 6231 Adj R-squared = 0.6222 Total | 1873. 63122 2097 . 893481744 Root MSE = . 58096 MathTest_Gr3 | Coef. Std. Err. t P> It/ [95% Conf. Interval] MathTest_Gr1 | . 8140654 . 013969 58. 28 0. 000 . 7866708 . 84146 TeacherExper | . 0021861 . 0012598 1.74 0. 083 - . 0002844 0046567 ClassTime | - . 0552654 . 0484771 -1. 14 0. 254 - . 1503339 . 039803 ClassTime_Sq | . 0094715 . 0052758 1. 80 0. 073 - . 0008749 . 0198179 Homework | 0192741 . 0213445 0. 90 0. 367 - . 0225847 . 0611328 _cons | -. 0116331 . 109831 -0. 11 0. 916 -. 2270226 . 2037563 1. [2 points] Why would we want to add this squared term in the first place (think in terms of economic theory)? 2. [4 points] What happens to the estimate, standard error, and p-value of the coefficient of ClassTime? What would be the most likely reason? 3. [10 points] Is adding this squared term a good idea? There are two tests you can perform to answer this. Please list the detailed steps of each of the tests and conclude (use 5% significance level)

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