Question

In: Statistics and Probability

22 17 19 10 30 10.5 31 11 32 15 45 6 48 11 49 5.2...


22 17
19 10
30 10.5
31 11
32 15
45 6
48 11
49 5.2
68 3
65 4.2















a) Create a scatterplot of this data and comment on the relationship between the variables
b) Calculate the correlation coefficient between these two variables
c) Does a linear relationship exist?
d) Calculate the least squares regression equation
e) Using your equation, predict how long we would expect a 43 year old new hire to remain with the company

Solutions

Expert Solution

Here is the data:

Age Time With Company
22 17
19 10
30 10.5
31 11
32 15
45 6
48 11
49 5.2
68 3
65 4.2

a)

b)

The provided data are shown in the table below

X Y
22 17
19 10
30 10.5
31 11
32 15
45 6
48 11
49 5.2
68 3
65 4.2

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

X Y X*Y X2 Y2
22 17 374 484 289
19 10 190 361 100
30 10.5 315 900 110.25
31 11 341 961 121
32 15 480 1024 225
45 6 270 2025 36
48 11 528 2304 121
49 5.2 254.8 2401 27.04
68 3 204 4624 9
65 4.2 273 4225 17.64
Sum = 409 92.9 3229.8 19309 1055.93

The correlation coefficient r is computed using the following expression:

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

c)

Yes, a negative linear relationship exists.

d)

Therefore, we find that the regression equation is:

e)

Please let me know in comments in case anything is unclear. Will reply ASAP. Do upvote if satisfied!


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