In: Statistics and Probability
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 | 10.9 | 28.4 | 24.5 | 14.3 | 7.5 | 27.7 | 16.2 | 20.1 |
y | 28 | 71 | 39 | 23 | 15 | 30 | 15 | 25 |
(a) Make a scatter diagram of the data.
(b) Use a calculator to verify that Σx = 149.6,
Σx2 = 3220.10, Σy = 246,
Σy2 = 9850 and Σxy = 5295.0.
Compute r. (Round to 3 decimal places.)
___________
As x increases, does the value of r imply that
y should tend to increase or decrease? Explain your
answer.
a Given our value of r, we can not draw any conclusions for the behavior of y as x increases.
b Given our value of r, y should tend to decrease as x increases.
c Given our value of r, y should tend to increase as x increases.
d Given our value of r, y should tend to remain constant as x increases.
Solution :
(a)
X | Y | XY | X^2 | Y^2 |
10.9 | 28 | 305.2 | 118.81 | 784 |
28.4 | 71 | 2016.4 | 806.56 | 5041 |
24.5 | 39 | 955.5 | 600.25 | 1521 |
14.3 | 23 | 328.9 | 204.49 | 529 |
7.5 | 15 | 112.5 | 56.25 | 225 |
27.7 | 30 | 831 | 767.29 | 900 |
16.2 | 15 | 243 | 262.44 | 225 |
20.1 | 25 | 502.5 | 404.01 | 625 |
n | 8 |
sum(XY) | 5295.00 |
sum(X) | 149.60 |
sum(Y) | 246.00 |
sum(X^2) | 3220.10 |
sum(Y^2) | 9850.00 |
Numerator | 5558.40 |
Denominator | 7862.04 |
r | 0.7070 |
r square | 0.4998 |
Xbar(mean) | 18.7000 |
Ybar(mean) | 30.7500 |
SD(X) | 8.3083 |
SD(Y) | 17.9227 |
b | 1.6442 |
a | 0.0037 |
r = 0.707
c Given our value of r, y should tend to increase as x increases.