Question

In: Statistics and Probability

In baseball, is there a linear correlation between batting average and home run percentage? Let x...

In baseball, is there a linear correlation between batting average and home run percentage? Let x represent the batting average of a professional baseball player, and let yrepresent the player's home run percentage (number of home runs per 100 times at bat). A random sample of n = 7 professional baseball players gave the following information.

x 0.253 0.247 0.286 0.263 0.268 0.339 0.299
y 1.1 3.9 5.5 3.8 3.5 7.3 5.0

a) Use a calculator to verify that Σx = 1.955, Σx2 = 0.552, Σy = 30.1, Σy2 = 151.65 and Σxy = 8.722. Compute r. (Round your answer to three decimal places.)____________

Do larger universities tend to have more property crime? University crime statistics are affected by a variety of factors. The surrounding community, accessibility given to outside visitors, and many other factors influence crime rate. Let x be a variable that represents student enrollment (in thousands) on a university campus, and let y be a variable that represents the number of burglaries in a year on the university campus. A random sample of n = 8 universities in California gave the following information about enrollments and annual burglary incidents.

x 13.1 29.6 24.5 14.3 7.5 27.7 16.2 20.1
y 25 77 39 23 15 30 15 25

b) Use a calculator to verify that Σx = 153.0, Σx2 = 3342.50, Σy = 249, Σy2 = 10579 and Σxy = 5580.1. Compute r. (Round to 3 decimal places.)______________

Is the magnitude of an earthquake related to the depth below the surface at which the quake occurs? Let x be the magnitude of an earthquake (on the Richter scale), and let ybe the depth (in kilometers) of the quake below the surface at the epicenter.

x 2.5 4.4 3.3 4.5 2.6 3.2 3.4
y 4.9 10.2 11.2 10.0 7.9 3.9 5.5

(c) Use a calculator to verify that Σx = 23.9, Σx2 = 85.31, Σy = 53.6, Σy2 = 461.36 and Σxy = 190.81. Compute r. (Round to 3 decimal places.)______________

Solutions

Expert Solution

a)

X Y XY
0.253 1.1 0.2783 0.064009 1.21
0.247 3.9 0.9633 0.061009 15.21
0.286 5.5 1.573 0.081796 30.25
0.263 3.8 0.9994 0.069169 14.44
0.268 3.5 0.938 0.071824 12.25
0.339 7.3 2.4747 0.114921 53.29
0.299 5 1.495 0.089401 25
X Y XY
total sum 1.955 30.1 8.722 0.552 151.65
mean 0.2793 4.3000

correlation coefficient ,    r = Sxy/√(Sx.Sy) =   0.854
.............

b)

X Y XY
13.1 25 327.5 171.61 625
29.6 77 2279.2 876.16 5929
24.5 39 955.5 600.25 1521
14.3 23 328.9 204.49 529
7.52 15 112.8 56.5504 225
27.7 30 831 767.29 900
16.2 15 243 262.44 225
20.1 25 502.5 404.01 625
X Y XY
total sum 153.02 249 5580.400 3342.800 10579
mean 19.1275 31.1250

correlation coefficient ,    r = Sxy/√(Sx.Sy) =   0.754
.....

c)

X Y XY
2.5 4.9 12.25 6.25 24.01
4.4 10.2 44.88 19.36 104.04
3.3 11.2 36.96 10.89 125.44
4.5 10 45 20.25 100
2.6 7.9 20.54 6.76 62.41
3.2 3.9 12.48 10.24 15.21
3.4 5.5 18.7 11.56 30.25
X Y XY
total sum 23.9 53.6 190.810 85.310 461.36
mean 3.4143 7.6571

correlation coefficient ,    r = Sxy/√(Sx.Sy) =   0.568
      
.............

done all

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