Question

In: Statistics and Probability

Given the following sample observations, draw a scatter diagram on a separate piece of paper. (Round...

Given the following sample observations, draw a scatter diagram on a separate piece of paper. (Round your answers to 3 decimal places.)

X:

-8

-16

13

3

16

Y:

60

249

159

2

339

The coefficient of correlation is  .

Does the relationship between the variables appear to be linear?  (Click to select)  Yes  No


Try squaring the X- variable and then determine the correlation coefficient.  .

Solutions

Expert Solution

Here in this Question we have to calculate the correlation coefficient between x and y ,

Further the correlation coefficient is calculated using following steps :

The scatter plot of given data is,

Also, the following calculations are needed to compute the correlation coefficient:

X Y X*Y X2 Y2
-8 60 -480 64 3600
-16 249 -3984 256 62001
13 154 2002 169 23716
3 2 6 9 4
16 339 5424 256 114921
Sum = 8 804 2968 754 204242

The correlation coefficient rr is computed using the following expression:

The correlation coefficient between X and Y is 0.226 .

Which is very low Positive correlation between x and y Variable.

No the data is not linear.

Now,

We squared the all value of X and then find the correlation coefficient is as below,

The scatter plot of squared x values with y is,

Also, the following calculations are needed to compute the correlation coefficient:

X Y X*Y X2 Y2
64 60 3840 4096 3600
256 249 63744 65536 62001
169 154 26026 28561 23716
9 2 18 81 4
256 339 86784 65536 114921
Sum = 754 804 180412 163810 204242

The correlation coefficient rr is computed using the following expression:

When we squared the value of X then the correlation coefficient is 0.965 which is strong positive correlation coefficient.

After squaring the value of x the data founds the linear relationship.

Thank you.


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