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

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)











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