Question

In: Statistics and Probability

12. There are four McBurger restaurants in the Columbus, Georgia, area. The numbers of burgers sold...

12. There are four McBurger restaurants in the Columbus, Georgia, area. The numbers of burgers sold at the respective restaurants for each of the last 6 weeks are shown below. At the 0.05 significance level, is there a difference in the mean number sold among the four restaurants when the factor of week is considered?

Restaurant
Week Metro Interstate University River
1 124 160 320 190
2 234 220 340 230
3 430 290 290 240
4 105 245 310 170
5 240 205 280 180
6 310 260 270 205

Complete the ANOVA table. (Round your SS, MS to 2 decimal places, and F to 3 decimal places. Round df to nearest whole number.)

Solutions

Expert Solution

The summary statistics obtained from the given data are as below.

Metro Interstate University River
Total 1443 1380 1810 1215
n 6 6 6 6
Mean 240.50 230.00 301.67 202.50
Sum Of Squares 72715.50 10350.00 3483.33 3887.50

The Hypothesis:

H0: There is no difference between the mean sales in the four restaurant.

Ha: The mean sales of at least one restaurant is different from the others..

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The ANOVA table is as below.

Source SS DF Mean Square F Fcv p
Between 31533.23 3 10511.08 2.325 3.10 0.1056
Within/Error 90436.33 20 4521.82
Total 121969.57 23

The p value is calculated for F = 2.325 for df1 = 3 and df2 = 20

The Fcritical is calculated at = 0.05 for df1 = 3 and df2 = 20

The Decision Rule:

If Ftest is > F critical, Then Reject H0.

Also if p-value is < , Then reject H0.

The Decision:

Since Ftest (2.33 is > F critical (3.10), We Fail to Reject H0.

Also since p-value (0.1056) is > (0.05), We Fail to Reject H0.

The Conclusion: There isn't sufficient evidence at the 95% level of significance to conclude that the mean sales of at least one restaurant is different from the others.

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Calculations For the ANOVA Table:

Overall Mean = [240.5 + 230 + 301.67 + 202.5] / 4 = 243.67

SS treatment = SUM [n* ( - overall mean)2] = 6 * (240.5 - 243.67)2 + 6 * (230 - 243.67)2 + 6 * (301.67 - 243.67)2 + 6 * (202.5 - 243.67)2 = 31533.23

df1 = k - 1 = 4 - 1 = 3

MSTR = SS treatment/df1 = 31533.23 / 3 = 10511.08

SSerror = SUM (Sum of Squares) = 72715 + 10350 + 3483.33 + 3887.5 = 90436.33

df2 = N - k = 24 - 4 = 20

Therefore MS error = SSerror/df2 = 90436.33 / 20 = 4521.82

F = MSTR/MSE = 31533.23 / 4521.82 = 2.325

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