Please find the partial multiple regression analysis performed to explore the relation between the sales

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 Please find the partial multiple regression analysis  performed to explore the relation between the sales (in hundreds) and the independent  variables price(in dollars), promotional expenditure(in hundreds of dollars) and the quality score ( 0-100) for a very popular Christmas season toy.

 The regression equation is

Sales = 343 - 0.234 Price + 2.70 Promotional exp + 0.220 Quality

 

 Predictor            Coef    SE Coef      T      P    VIF

Constant           343.20       62.59           

Price             -0.23358     0.05734                   2.415

Promotional exp 2.704        1.240                   1.047

Quality            0.2204       0.1429                   2.387

 

 S = 6.75231   R-Sq = 88.4%  

  

Analysis of Variance

 

Source          DF        SS      MS        F     

Regression       3    3477.5  1159.2   25.42 

Residual Error  10     455.9     45.6

Total                13   3933.4

 


  1. Is the factor Quality significant at α=0.05 ? Perform the test of hypothesis. (10 points)


  1. Construct a 95% confidence interval estimate of the population slope of sales with price and also state whether price is a significant factor in predicting sales. (10 points)


  1. What is the value of the partial F test statistic (FSTAT) for the independent variable 'Promotional Exp' ? (10 points)


D) Is there a problem with multi-collinearity  among independent variables in this analysis? Explain. (10 points)

E) What is the adjusted R2 value? (10 points)

F) Based on the ANOVA presented, perform the F- test and state if the regression is significant? (α=0.05) (10 points)

 

 


    • 11 years ago
    Please find the partial multiple regression analysis performed to explore the relation between the sales
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