Beachcomber Ltd in a local car dealership that sells used and new vehicles. The manager of the company wants to know how different variables affect the sales of his vehicles. A random sample of yearly data was taken with the view to testing the model: SALES=?+?AGE+?MIL+?ENG Where SALES= amount that a vehicle is sold for($000’s), AGE = age of the vehicle, MIL= the total mileage of the vehicle at the point of sale and ENG = the size of the engine. The sample of data was processed using MINITAB and the following is an extract of the output obtained: The regression equation is *****    Coef            StDev           t-ratio           p-value Predict or constant              1.7586          0.2525          6.9648             0.0000 AGE                     0.2124          0.3175           *                     0.5042 MIL                      -0.7527          0.3586        -2.0991              ** ENG                      4.8124           ***              7.7664             0.0000 R-sq=56.1%                                     R-sq(adj) =59.8%   Analysis of Variance Source                 DF                 SS                MS         F               P Regressi                3             413.1291        138.709    ****          0.00 on                                                                    7 Error                     50           457.7607         2.2888 Total                     53   a) What is dependent and independent variables?  b) Fully write out the regression equation  c) Fill in the missing values ‘*’, ‘**’, ‘***’and ‘****’  d) Hence test whether ? is significant. Give reasons for your answer.  e) Perform the F Test making sure to state the null and alternative hypothesis.  f) Given an interpretation of the term “R-sq” and comment on its value.

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d)

e)

f)

 

Question 4

Beachcomber Ltd in a local car dealership that sells used and new vehicles. The manager of the company wants to know how different variables affect the sales of his vehicles. A random sample of
yearly data was taken with the view to testing the model:
SALES=?+?AGE+?MIL+?ENG
Where SALES= amount that a vehicle is sold for($000’s), AGE = age of the vehicle, MIL= the total
mileage of the vehicle at the point of sale and ENG = the size of the engine. The sample of data was processed using MINITAB and the following is an extract of the output obtained:

The regression equation is *****

   Coef            StDev           t-ratio           p-value

Predict

or

constant              1.7586          0.2525          6.9648             0.0000

AGE                     0.2124          0.3175           *                     0.5042

MIL                      -0.7527          0.3586        -2.0991              **

ENG                      4.8124           ***              7.7664             0.0000

R-sq=56.1%                                     R-sq(adj) =59.8%

 

Analysis of Variance

Source                 DF                 SS                MS         F               P

Regressi                3             413.1291        138.709    ****          0.00

on                                                                    7

Error                     50           457.7607         2.2888

Total                     53

 

a) What is dependent and independent variables? 
b) Fully write out the regression equation 
c) Fill in the missing values ‘*’, ‘**’, ‘***’and ‘****’ 
d) Hence test whether ? is significant. Give reasons for your answer. 
e) Perform the F Test making sure to state the null and alternative hypothesis. 
f) Given an interpretation of the term “R-sq” and comment on its value.

 

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F = MSRMSE

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