Question

In: Statistics and Probability

You wish to determine if there is a linear correlation between the two variables at a...

You wish to determine if there is a linear correlation between the two variables at a significance level of α=0.10. You have the following bivariate data set.

x y
30.5 114.8
40.9 130.6
25.9 19.8
25.1 23.9
27.9 96.4
40.8 91.6
32.4 41.1
27.6 34
38.3 145.8
32.8 138.8
32.5 95.5
37.4 120.4
22 84.6
41 65.6
30.8 27.4
21.8 102
33 66.4
31.9 59.8
27.8 41.4
30.1 85.8
26.2 71.7
28.5 35.1
26.9 67.6

1. What is the correlation coefficient for this data set?
r =

2. To find the p-value for a correlation coefficient, you need to convert to a t-score:

t=√r2(n−2)/(1−r2)

This t-score is from a t-distribution with n–2 degrees of freedom.

What is the p-value for this correlation coefficient?
p-value =

3. Your final conclusion is that...

A) There is sufficient sample evidence to support the claim that there is a statistically significant correlation between the two variables.

B) There is insufficient sample evidence to support the claim the there is a correlation between the two variables.

Solutions

Expert Solution

X Y X * Y
30.5 114.8 3501.4 930.25 13179.04
40.9 130.6 5341.54 1672.81 17056.36
25.9 19.8 512.82 670.81 392.04
25.1 23.9 599.89 630.01 571.21
27.9 96.4 2689.56 778.41 9292.96
40.8 91.6 3737.28 1664.64 8390.56
32.4 41.1 1331.64 1049.76 1689.21
27.6 34 938.4 761.76 1156
38.3 145.8 5584.14 1466.89 21257.64
32.8 138.8 4552.64 1075.84 19265.44
32.5 95.5 3103.75 1056.25 9120.25
37.4 120.4 4502.96 1398.76 14496.16
22 84.6 1861.2 484 7157.16
41 65.6 2689.6 1681 4303.36
30.8 27.4 843.92 948.64 750.76
21.8 102 2223.6 475.24 10404
33 66.4 2191.2 1089 4408.96
31.9 59.8 1907.62 1017.61 3576.04
27.8 41.4 1150.92 772.84 1713.96
30.1 85.8 2582.58 906.01 7361.64
26.2 71.7 1878.54 686.44 5140.89
28.5 35.1 1000.35 812.25 1232.01
26.9 67.6 1818.44 723.61 4569.76
Total 712.1 1760.1 56543.99 22752.83 166485.41



r = 0.4328

To Test :-

H0 :-

H1 :-

Test Statistic :-


t = 2.2


Test Criteria :-
Reject null hypothesis if


Result :- Reject null hypothesis


Decision based on P value
P - value = P ( t > 2.2 ) = 0.0391
Reject null hypothesis if P value < level of significance
P - value = 0.0391 < 0.1 ,hence we reject null hypothesis
Conclusion :- We reject H0

A) There is sufficient sample evidence to support the claim that there is a statistically significant correlation between the two variables.


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