In: Statistics and Probability
The Coca-Cola Company introduced New Coke in 1985. Within three months of this introduction, negative consumer reaction forced Coca-Cola to reintroduce the original formula of Coke as Coca-Cola Classic. Suppose that two years later, in 1987, a marketing research firm in Chicago compared the sales of Coca-Cola Classic, New Coke, and Pepsi in public building vending machines. To do this, the marketing research firm randomly selected 10 public buildings in Chicago having both a Coke machine (selling Coke Classic and New Coke) and a Pepsi machine.
The Coca-Cola Data and a MINITAB Output of a Randomized Block ANOVA of the Data:
Building | ||||||||||
1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | |
Coke Classic | 40 | 112 | 133 | 36 | 139 | 32 | 65 | 210 | 106 | 75 |
New Coke | 6 | 105 | 53 | 53 | 41 | 23 | 33 | 158 | 58 | 136 |
Pepsi | 23 | 84 | 103 | 43 | 52 | 43 | 65 | 121 | 65 | 100 |
Two-way ANOVA: Cans versus Drink, Building
Source | DF | SS | MS | F | P |
Drink | 2 | 7,534.5 | 3,767.23 | 4.69 | .023 |
Building | 9 | 53,215.0 | 5,912.77 | 7.36 | .000 |
Error | 18 | 14,455.5 | 803.09 | ||
Total | 29 | 75,205.0 | |||
Descriptive Statistics: Cans | ||
Variable | Drink | Mean |
Cans | Coke Classic | 94.8 |
New Coke | 62.6 | |
Pepsi | 69.9 | |
(a-1) Calculate the value of the test statistic and p-value. (Round "test statistic" value to 2 decimal places and "p-value" to 3 decimal places.)
Test statistic | |
p-value | |
(a-2) At the 0.05 significance level, what is the conclusion?
Reject H0 | |
Do not reject H0 |
(b) What is the Tukey simultaneous 95 percent confidence interval for the following? (Negative amounts should be indicated by a minus sign. Round your answers to 2 decimal places.)
Confidence interval | |
Coke Classic - New Coke | [ __,__ ] |
Coke Classic – Pepsi | [ __, __] |
New Coke – Pepsi | [ __, __] |
MINITAB used. ( the ANOVA result already given is not correct for the give data)
(a-1) Calculate the value of the test statistic and p-value. (Round "test statistic" value to 2 decimal places and "p-value" to 3 decimal places.)
Test statistic |
3.16 |
p-value |
0.067 |
(a-2) At the 0.05 significance level, what is the conclusion?
Reject H0 |
|
Answer: |
Do not reject H0 |
(b) What is the Tukey simultaneous 95 percent confidence interval for the following? (Negative amounts should be indicated by a minus sign. Round your answers to 2 decimal places.)
Confidence interval |
|
Coke Classic - New Coke |
[ -3.10,59.50] |
Coke Classic – Pepsi |
[ -6.40,56.20] |
New Coke – Pepsi |
[ -34.60,28.00] |
General Linear Model: cans versus Building, drink
Method
Factor coding |
(-1, 0, +1) |
Factor Information
Factor |
Type |
Levels |
Values |
Building |
Fixed |
10 |
1, 2, 3, 4, 5, 6, 7, 8, 9, 10 |
drink |
Fixed |
3 |
Coke Classic, New Coke, Pepsi |
Analysis of Variance
Source |
DF |
Adj SS |
Adj MS |
F-Value |
P-Value |
Building |
9 |
46530 |
5170.0 |
6.88 |
0.000 |
drink |
2 |
4754 |
2376.9 |
3.16 |
0.067 |
Error |
18 |
13533 |
751.8 |
||
Total |
29 |
64817 |
Model Summary
S |
R-sq |
R-sq(adj) |
R-sq(pred) |
27.4194 |
79.12% |
66.36% |
42.00% |
Tukey Simultaneous Tests for Differences of Means
Difference of drink Levels |
Difference |
SE of |
Simultaneous |
T-Value |
Adjusted |
New Coke - Coke Classic |
-28.2 |
12.3 |
(-59.50, 3.10) |
-2.30 |
0.082 |
Pepsi - Coke Classic |
-24.9 |
12.3 |
(-56.20, 6.40) |
-2.03 |
0.134 |
Pepsi - New Coke |
3.3 |
12.3 |
(-28.00, 34.60) |
0.27 |
0.961 |
Individual confidence level = 98.00%