Question
Q.1 Regression A statistician wanted to develop a model to predict how long individuals will live. After consulting a number of physicians, she collected the
Q.1 Regression
A statistician wanted to develop a model to predict how long individuals will live. After consulting a number of physicians, she collected the age at death in years (y), the average number of hours of exercise per week (x1), the cholesterol level in mg/dL (x2), and the number of points that the individual's blood pressure exceeded a recommended value (x3). A random sample of 50 individuals was selected. The computer output of the multiple regression model is shown below:
ANOVA
d.f. | Sum of Squares | Mean Square | F | |
Regression | 3 | 536 | 178.66 | 2.831 |
Residual | 46 | 2903 | 63.11 | |
Total | 49 | 3439 |
R Square = 0.1559
Coefficient | Std. Error | t Stat | |
(Constant) | 52.4 | 11.8 | 4.441 |
Exercise | 1.814 | 0.51 | 3.557 |
Cholesterol | -0.022 | 0.011 | -2.000 |
Blood Pressure | -0.016 | 0.014 | -1.143 |
Answer the following questions based on the provided information.
a) Complete the following multiple regression equation :
Estimated Y =
b) Interpret the meaning of the coefficient of determination.
c) Interpret the meaning of the slope coefficients for Exerciseand Cholesterol .
d) Write down another potential independent variable that could be included in the analysis.
e) Predict the age of death for a person who does 3 hours per week of exercise, with a cholesterol level of 6 and with blood pressure exceeding the recommended value by 18.
f) Is the overall model significant at the 5% level of significance. What does this finding mean? (no need to show the hypothesis testing steps, only provide the interpretation required)
g) which regression coefficients are significant at the 5% level of significance. What does this finding mean? (no need to show the hypothesis testing steps, only provide the interpretation required)
SHOW WORKING OUT PLEASE THANK YOU!
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