In: Statistics and Probability
Below are percentages for annual sales growth and net sales attributed to loyalty card usage at 74 Noodles & Company restaurants.
Annual Sales Growth (px;) and Loyalty Card Usage
(px; of Net Sales) (n = 74 restaurants) |
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Store | Growth% | Loyalty% | Store | Growth% | Loyalty% | ||||||||||||
1 | -8.0 | 0.5 | 38 | 7.3 | 2.4 | ||||||||||||
2 | -7.5 | 2.5 | 39 | 7.5 | 1.6 | ||||||||||||
3 | -6.4 | 2.4 | 40 | 7.8 | 1.9 | ||||||||||||
4 | -5.2 | 1.8 | 41 | 8.0 | 2.1 | ||||||||||||
5 | -5.0 | 2.1 | 42 | 8.1 | 1.6 | ||||||||||||
6 | -1.7 | 1.6 | 43 | 8.1 | 1.3 | ||||||||||||
7 | -0.7 | 2.1 | 44 | 8.5 | 2.5 | ||||||||||||
8 | -0.5 | 2.2 | 45 | 8.5 | 2.3 | ||||||||||||
9 | -0.5 | 1.2 | 46 | 8.6 | 1.4 | ||||||||||||
10 | -0.5 | 2.6 | 47 | 8.7 | 0.8 | ||||||||||||
11 | 0.3 | 2.6 | 48 | 8.8 | 2.7 | ||||||||||||
12 | 0.9 | 0.8 | 49 | 9.0 | 2.1 | ||||||||||||
13 | 0.9 | 1.9 | 50 | 9.1 | 1.4 | ||||||||||||
14 | 1.2 | 1.3 | 51 | 9.2 | 2.1 | ||||||||||||
15 | 1.7 | 2.2 | 52 | 10.5 | 2.0 | ||||||||||||
16 | 1.8 | 2.4 | 53 | 10.8 | 1.7 | ||||||||||||
17 | 1.9 | 2.5 | 54 | 10.8 | 1.4 | ||||||||||||
18 | 2.0 | 1.9 | 55 | 11.0 | 0.9 | ||||||||||||
19 | 4.0 | 0.8 | 56 | 11.3 | 1.8 | ||||||||||||
20 | 4.3 | 2.1 | 57 | 11.4 | 1.2 | ||||||||||||
21 | 4.5 | 1.4 | 58 | 11.6 | 0.7 | ||||||||||||
22 | 4.7 | 2.2 | 59 | 11.8 | 1.5 | ||||||||||||
23 | 4.9 | 1.5 | 60 | 11.8 | 2.1 | ||||||||||||
24 | 5.2 | 1.8 | 61 | 13.5 | 1.2 | ||||||||||||
25 | 5.2 | 2.4 | 62 | 14.1 | 1.5 | ||||||||||||
26 | 5.3 | 1.6 | 63 | 14.3 | 1.9 | ||||||||||||
27 | 5.4 | 1.2 | 64 | 15.1 | 0.7 | ||||||||||||
28 | 5.5 | 2.0 | 65 | 15.5 | 2.1 | ||||||||||||
29 | 5.6 | 2.6 | 66 | 15.9 | 1.6 | ||||||||||||
30 | 5.7 | 2.0 | 67 | 16.0 | 0.9 | ||||||||||||
31 | 5.9 | 1.5 | 68 | 16.2 | 2.6 | ||||||||||||
32 | 6.0 | 1.9 | 69 | 16.2 | 1.4 | ||||||||||||
33 | 6.4 | 2.3 | 70 | 17.8 | 2.2 | ||||||||||||
34 | 6.4 | 0.6 | 71 | 18.8 | 2.1 | ||||||||||||
35 | 6.6 | 1.9 | 72 | 18.9 | 1.3 | ||||||||||||
36 | 6.6 | 2.3 | 73 | 19.8 | 0.6 | ||||||||||||
37 | 6.7 | 1.2 | 74 | 24.0 | 1.7 | ||||||||||||
(b) Find the correlation coefficient.
(Round your answer to 3 decimal places. A negative value
should be indicated by a minus sign.)
r
_________
(c-1) To test the correlation coefficient for
significance at α = 0.01, fill in the following.
(Use the rounded value of the correlation
coefficient from part b in all calculations. For final answers,
round tcalc to 3 decimal places and the
p-value to 4 decimal places. Negative values should be
indicated by a minus sign.)
tcalc | |
p-value | |
Answer(b):
The coefficient of correlation between two variables can be obtained by
Answer(c-1)
We have to test the below null hypothesis at α=0.01
H0: ρ=0
HA: ρ≠0
The test statistic to test this hypothesis is
tcalc = -1.723
The p-value for above test is 0.0892
p-value=0.0892
since the p-value is greater than 0.05, we do not have enough evidence against H0 to reject it, so we fail to reject the null hypothesis.