In: Statistics and Probability
The Director of Sales purposefully collected data on two variables. These variables are simply identified as Y and X. Data on these two variables are summarized in the table presented below.
Variable Y |
Variable X |
24 28 25 |
20 26 22 |
29 33 24 18 26 30 24 29 19 |
28 24 19 24 20 21 24 25 14 |
The Director approaches the Research Division for a validation of the speculative argument that ρ = 0, in the association involving Y and X. The level of significance is 5%. Is it statistically true that ρ = 0? Show all the different stages of hypothesis testing and your calculations.
: population correlation coefficient
Null hypothesis : Ho : =0
Alternate hypothesis : H1 :
Two tailed test:
Test Statistic :
n : Number of pairs of observations : 12
y | x | xy | |||
24 | 20 | 480 | 400 | 576 | |
28 | 26 | 728 | 676 | 784 | |
25 | 22 | 550 | 484 | 625 | |
29 | 28 | 812 | 784 | 841 | |
33 | 24 | 792 | 576 | 1089 | |
24 | 19 | 456 | 361 | 576 | |
18 | 24 | 432 | 576 | 324 | |
26 | 20 | 520 | 400 | 676 | |
30 | 21 | 630 | 441 | 900 | |
24 | 24 | 576 | 576 | 576 | |
29 | 25 | 725 | 625 | 841 | |
19 | 14 | 266 | 196 | 361 | |
Total | =309 | =267 | =6967 | =6095 | =8169 |
r=0.5071
Value of the test statistic : t=1.8606;
Degrees of freedom = n-2 =12-2=10
p-value for two tailed test :
For 12 degrees of freedom
2P(t>1.8606) =2 x 0.0462=0.0924
p-value = 0.0924
Given level of significance : 5% i.e =0.02 ;
As p-value :0.0924 > : 0.02; Fail to reject the null hypothesis.
There is not enough evidence to conclude that i.e
It is statistically true that =0