Question

Find the value of the linear correlation coefficient. ху 62 158 53 176 64 151 52 164 52 164 54 174 58 162 0 - 0.775 -0.081 0.
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Answer #1

the following calculations are needed to compute the correlation coefficient:

X Y X*Y X2 Y2
62 158 9796 3844 24964
53 176 9328 2809 30976
64 151 9664 4096 22801
52 164 8528 2704 26896
52 164 8528 2704 26896
54 174 9396 2916 30276
58 162 9396 3364 26244
Sum = 395 1149 64636 22437 189053

The correlation coefficient rr is computed using the following expression:

r = \frac{ SS_{XY}}{\sqrt{ SS_{XX} SS_{YY}}}r=SSXX​SSYY​​SSXY​​

where

SS_{XY} = \sum_{i=1}^n {X_i Y_i}-\frac{1}{n}\left(\sum_{i=1}^n X_i\right) \left(\sum_{i=1}^n Y_i\right)

SS_{XX} = \sum_{i=1}^n {X_i^2}-\frac{1}{n}\left(\sum_{i=1}^n X_i\right)^2

SS_{YY} = \sum_{i=1}^n {Y_i^2}-\frac{1}{n}\left(\sum_{i=1}^n Y_i\right)^2

HENCE:

SS_{XY} = 64636 - \frac{1}{ 7}( 395 \times 1149) = -200.429

SS_{XX} = 22437 - \frac{1}{ 7} (395)^2 = 147.714

SS_{YY} = 189053 - \frac{1}{ 7} (1149)^2 = 452.857

Therefore, based on this information, the sample correlation coefficient is computed as follows

r = \frac{ SS_{XY}}{\sqrt{ SS_{XX} SS_{YY}}} = \frac{ -200.429}{\sqrt{ 147.714 \times 452.857}} = -0.775

HENCE option(B) -0.775 is correct.

please rate my answer and comment for doubts.

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