Write down the estimation model. Comment on the overall strength of the regression model in light of
Question:
Write down the estimation model. Comment on the overall strength of the regression model in light of the coefficient of determination and adjusted coefficient of determination? (3 marks)
(3) Based on the results generated, is the model valid at 5% significance level? State the hypotheses for testing the validity of this model and briefly explain how you derive the answer. (5 marks)
(4) Of the independent variables that are linearly related to the dependent variable at 10% significance level, which independent variable has the greatest effect on the dependent variable and what is the effect? (2 marks)
SUMMARY OUTPUT | ||||
Regression Statistics | ||||
Multiple R | 0.657470633 | |||
R Square | 0.432267634 | |||
Adjusted R Square | 0.31872116 | |||
Standard Error | 0.424253721 | |||
Observations | 19 | |||
ANOVA | ||||
df | SS | MS | F | |
Regression | 3 | 2.055661693 | 0.685220564 | 3.806966622 |
Residual | 15 | 2.699868291 | 0.179991219 | |
Total | 18 | 4.755529985 | ||
Coefficients | Standard Error | t Stat | P-value | |
Intercept | 0.202228212 | 0.113327341 | 1.784460924 | 0.094584334 |
X1 | -0.15062447 | 0.244444702 | -0.616190362 | 0.547006814 |
X2 | -1.046070106 | 0.331096462 | -3.159411907 | 0.006480393 |
X3 | 0.959477191 | 0.345368183 | 2.778128493 | 0.014066586 |
Required:
(1) Write down the estimation model. (1 mark)
(2) Comment on the overall strength of the regression model in light of the coefficient of determination and adjusted coefficient of determination? (3 marks)
(3) Based on the results generated, is the model valid at 5% significance level? State the hypotheses for testing the validity of this model and briefly explain how you derive the answer. (5 marks)
(4) Of the independent variables that are linearly related to the dependent variable at 10% significance level, which independent variable has the greatest effect on the dependent variable and what is the effect? (2 marks)