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In: Statistics and Probability

#32 Is there a relation between police protection and fire protection? A random sample of large...

#32

Is there a relation between police protection and fire protection? A random sample of large population areas gave the following information about the number of local police and the number of local fire-fighters (units in thousands). (Reference: Statistical Abstract of the United States.)

Area 1 2 3 4 5 6 7 8 9 10 11 12 13
Police 10.8 13.3 17.0 16.3 7.6 3.2 5.3 15.4 2.7 4.7 4.1 6.1 5.6
Firefighters 3.1 2.5 4.8 2.9 3.3 1.2 2.4 3.4 1.0 1.5 2.3 2.7 0.9

Use a 5% level of significance to test the claim that there is a monotone relationship (either way) between the ranks of number of police and number of firefighters.

(a) Rank-order police using 1 as the largest data value. Also rank-order firefighters using 1 as the largest data value. Then construct a table of ranks to be used for a Spearman rank correlation test.

Area Police
Rank x
Firefighters
Rank y
d = x - y d2
1
2
3
4
5
6
7
8
9
10
11
12
13




















































Σd2 =

(c) Compute the sample test statistic. (Use 3 decimal places.)

Solutions

Expert Solution

a) H0: there is no monotone relationship (either way) between the ranks of number of police and number of firefighters.

H1: there is a monotone relationship (either way) between the ranks of number of police and number of firefighters.

Let the los be alpha = 5%

X Y Ranks of X Ranks of Y di = R(xi)-R(yi) di^2
10.8 3.1 5 4 1 1
13.3 2.5 4 7 -3 9
17 4.8 1 1 0 0
16.3 2.9 2 5 -3 9
7.6 3.3 6 3 3 9
3.2 1.2 12 11 1 1
5.3 2.4 9 8 1 1
15.4 3.4 3 2 1 1
2.7 1 13 12 1 1
4.7 1.5 10 10 0 0
4.1 2.3 11 9 2 4
6.1 2.7 7 6 1 1
5.6 0.9 8 13 -5 25
Total = 62

c) Test for correlation coefficient:

Test Statistic t = 4.930


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