Solution :
1) Option B)
Scatterplot of tip amount and bill amount is;
2) Correlation coefficient :
Where
= Mean of Variable X
= Mean of Variable Y
Bill (X) | Tip (Y) | (X - Mean(X)) | (Y - Mean(Y)) | (X -Mean(X))^2 | (Y - Mean(Y))^2 | (X - Mean(X))(Y - Mean(Y)) | |
32.77 | 3.95 | -39.0316667 | -6.72 | 1523.471003 | 45.1584 | 262.2928 | |
53.02 | 9.77 | -18.7816667 | -0.9 | 352.7510028 | 0.81 | 16.9035 | |
84.31 | 16.48 | 12.5083333 | 5.81 | 156.4584028 | 33.7561 | 72.67341667 | |
85.04 | 9.83 | 13.2383333 | -0.84 | 175.2534694 | 0.7056 | -11.1202 | |
61 | 11.16 | -10.8016667 | 0.49 | 116.6760028 | 0.2401 | -5.292816667 | |
114.67 | 12.83 | 42.8683333 | 2.16 | 1837.694003 | 4.6656 | 92.5956 | |
Total | 430.81 | 64.02 | 0 | 0 | 4162.303883 | 85.3358 | 428.0523 |
Mean | 71.80166667 | 10.67 | |||||
r | 0.718231272 |
3) For testing of correlation coefficient :
Where
is population correlation
The test statistic is ;
where ,
r = sample correlation coefficient = 0.718
n = sample size = 6
Test statistic is t = 2.06
P Value :
In Excel : =TDIST(2.064 , 4 , 1) = 0.054
P - Value = 0.054
Because the P - Value of the linear correlation coefficient is greater than the significance level, there is not sufficient evidence to support the claim that there is a linear correlation between bil amount and tip amount .
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