Question

In: Statistics and Probability

Do larger universities tend to have more property crime? University crime statistics are affected by a...

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 12.3 28.4 24.5 14.3 7.5 27.7 16.2 20.1
y 22 77 39 23 15 30 15 25

(a) Use a calculator to verify that Σx = 151.0, Σx2 = 3252.58, Σy = 246, Σy2 = 10438 and Σxy = 5430.8.

Compute r. (Round to 3 decimal places.)

(b) Compute the sample correlation coefficient r for each of the following data sets and show that r is the same for both. (Use 3 decimal places.)

(i) x 3 7 9
y 1 2 5
(ii) x 1 2 5
y 3 7 9
r
(i)
(ii)

Solutions

Expert Solution

a)

S.No X Y X12 Y12 XY
1 12.3 22 151.29 484.0000 270.60
2 28.4 77 806.56 5929.0000 2186.80
3 24.5 39 600.25 1521.0000 955.50
4 14.3 23 204.49 529.0000 328.90
5 7.5 15 56.25 225.0000 112.50
6 27.7 30 767.29 900.0000 831.00
7 16.2 15 262.44 225.0000 243.00
8 20.1 25 404.01 625.0000 502.50
ΣX 207.106 ΣX2 ΣY2 ΣXY
total 151.0 246.0000 3252.6 10438.00 5430.8
ΣX = 151.000
ΣY= 246.000
ΣX2 = 3252.580
ΣY2 = 10438.000
ΣXY = 5430.800
sx=(√(Σx2-(Σx)2/n)/(n-1))= 7.5825
sy=(√(Σy2-(Σy)2/n)/(n-1))= 20.2608
Cov=sxy=(ΣXY-(ΣXΣY)/n)/(n-1)= 112.5071
r=Cov/(Sx*Sy)= 0.732

b)

i)

S.No X Y (x-x̅)2 (y-y̅)2 (x-x̅)(y-y̅)
1 3 1 11.1111 2.78 5.5556
2 7 2 0.4444 0.44 -0.4444
3 9 5 7.1111 5.44 6.2222
Total 19 8 18.6667 8.67 11.3333
Mean 6.333 2.67 SSX SSY SXY
correlation coefficient r= Sxy/(√Sxx*Syy) = 0.891

ii)

S.No X Y (x-x̅)2 (y-y̅)2 (x-x̅)(y-y̅)
1 1 3 2.7778 11.11 5.5556
2 2 7 0.4444 0.44 -0.4444
3 5 9 5.4444 7.11 6.2222
Total 8 19 8.6667 18.67 11.3333
Mean 2.667 6.33 SSX SSY SXY
correlation coefficient r= Sxy/(√Sxx*Syy) = 0.891

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