Question: Consider a binary response variable y and an explanatory variable x. The following table contains the parameter estimates of the linear probability model (LPM) and
Consider a binary response variable y and an explanatory variable x. The following table contains the parameter estimates of the linear probability model (LPM) and the logistic regression model, with the associated p-values shown in parentheses.
Variable LPM Logistic Constant −0.72
(0.04)
−6.20
(0.04)
x 0.05
(0.06)
0.26
(0.02)
a. Test for the significance of the intercept and the slope coefficients at the 5% level in both models.
b. What is the predicted probability implied by the linear probability model for x = 20 and x = 30?
c. What is the predicted probability implied by the logistic regression model for x = 20 and x = 30?
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