Teacher Data Select a cluster sample of 10 states, and find the
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The mean of the average population and mean of pupils per teacher.
To compare: The results with the U.S. figures(population mean).
Answer to Problem 13E
The sample mean of the average population is 51,257.1, and the sample mean of pupils per teacher is 16.69.
There is large difference between the sample and the population means in the average population, and the sample there is no large difference between the sample and the population mean in the pupils per teacher
Explanation of Solution
Calculation:
Answers will vary. One of the possible answers is given below:
The data with random numbers is,
State number | States | Pupils per teacher | Average population |
1 | AL | 15.9 | 47,949 |
2 | AK | 13.3 | 65,468 |
3 | AZ | 17.5 | 49,885 |
4 | AR | 15.0 | 46,631 |
5 | CA | 24.9 | 69,324 |
6 | CO | 17.6 | 49,844 |
7 | CT | 13.2 | 69,397 |
8 | DE | 14.3 | 59,679 |
9 | FL | 15.8 | 48,598 |
10 | GA | 15.7 | 52,880 |
11 | HI | 15.8 | 54,300 |
12 | ID | 18.3 | 49,734 |
13 | IL | 15.9 | 59,113 |
14 | IN | 18.6 | 50,065 |
15 | IA | 14.3 | 50,946 |
16 | KS | 13.9 | 47,464 |
17 | KY | 15.8 | 50,203 |
18 | LA | 13.8 | 51,381 |
19 | ME | 12.4 | 48,430 |
20 | MD | 14.7 | 64,248 |
21 | MA | 13.9 | 72,334 |
22 | MI | 18.4 | 61,560 |
23 | MN | 15.9 | 56,268 |
24 | MS | 15.2 | 41,814 |
25 | MO | 13.2 | 47,517 |
26 | MT | 13.4 | 48,855 |
27 | NE | 9.8 | 48,997 |
28 | NV | 18.1 | 55,957 |
29 | NH | 12.1 | 55,599 |
30 | NJ | 12.0 | 68,797 |
31 | NM | 15.0 | 45,453 |
32 | NY | 12.0 | 75,279 |
33 | NC | 15.1 | 45,737 |
34 | ND | 12.2 | 47,344 |
35 | OH | 17.4 | 56,307 |
36 | OK | 16.1 | 44,373 |
37 | OR | 21.8 | 57,612 |
38 | PA | 14.6 | 62,994 |
39 | RI | 13.4 | 63,474 |
40 | SC | 14.3 | 48,375 |
41 | SD | 13.8 | 39,018 |
42 | TN | 15.0 | 47,563 |
43 | TX | 15.4 | 48,819 |
44 | UT | 21.6 | 49,393 |
45 | VT | 9.2 | 52,526 |
46 | VA | 12.3 | 48,670 |
47 | WA | 19.7 | 52,234 |
48 | WV | 14.3 | 45,453 |
49 | WI | 15.5 | 53,797 |
50 | WY | 12.4 | 56,775 |
There are many ways to divide the population into clusters. Here, the population is divided into cluster based on ranges of pupils per teacher.
Procedure for selecting the 10 samples by using cluster sampling is as follows:
- In the given data the highest value of pupils per teacher is 24.9 and least value of pupils per teacher is 3.14.
- Divide the given data into 5 clusters, based on the range of pupils per teacher
- The range obtained is 15.7, divide the range by 5, and length of the interval would be 3.14.
- Arrangement of intervals with range 3.14 as follows.
9.2-12.34 |
12.35-15.48 |
15.49-18.62 |
18.63-21.76 |
21.77-24.9 |
- Arrange all the values of pupils per teacher according to the intervals and each interval is named as cluster1, cluster2, cluster3, cluster4, cluster5.
- The following table represents the 5 clusters, which are arranged according to the intervals.
Cluster1:
States | Pupils per teacher | Average population |
NE | 9.8 | 48,997 |
NH | 12.1 | 55,599 |
NJ | 12.0 | 68,797 |
NY | 12.0 | 75,279 |
ND | 12.2 | 47,344 |
VT | 9.2 | 52,526 |
VA | 12.3 | 48,670 |
Cluster2:
States | Pupils per teacher | Average population |
AK | 13.3 | 65,468 |
AR | 15.0 | 46,631 |
CT | 13.2 | 69,397 |
DE | 14.3 | 59,679 |
IA | 14.3 | 50,946 |
KS | 13.9 | 47,464 |
LA | 13.8 | 51,381 |
ME | 12.4 | 48,430 |
MD | 14.7 | 64,248 |
MA | 13.9 | 72,334 |
MS | 15.2 | 41,814 |
MO | 13.2 | 47,517 |
MT | 13.4 | 48,855 |
NM | 15.0 | 45,453 |
NC | 15.1 | 45,737 |
PA | 14.6 | 62,994 |
RI | 13.4 | 63,474 |
SC | 14.3 | 48,375 |
SD | 13.8 | 39,018 |
TN | 15.0 | 47,563 |
TX | 15.4 | 48,819 |
WV | 14.3 | 45,453 |
WY | 15.5 | 56,775 |
Cluster3:
States | Pupils per teacher | Average population |
AL | 15.9 | 47,949 |
AZ | 17.5 | 49,885 |
CO | 17.6 | 49,844 |
FL | 15.8 | 48,598 |
GA | 15.7 | 52,880 |
HI | 15.8 | 54,300 |
ID | 18.3 | 49,734 |
IL | 15.9 | 59,113 |
IN | 18.6 | 50,065 |
KY | 15.8 | 50,203 |
MI | 18.4 | 61,560 |
MN | 15.9 | 56,268 |
NV | 18.1 | 55,957 |
OH | 17.4 | 56,307 |
OK | 16.1 | 44,373 |
WI | 15.5 | 53,797 |
Cluster 4:
State | Pupils per teacher | Average population |
WA | 19.7 | 52,234 |
Cluster 5:
State | Pupils per teacher | Average population |
CA | 24.9 | 69,324 |
OR | 21.8 | 57,612 |
UT | 21.6 | 49,393 |
From the above clusters, select cluster 3 and from that select the first 10 samples for calculating the means.
Calculate means for pupils per teacher and average population as follows.
States | Pupils per teacher | Average population |
AL | 15.9 | 47,949 |
AZ | 17.5 | 49,885 |
CO | 17.6 | 49,844 |
FL | 15.8 | 48,598 |
GA | 15.7 | 52,880 |
HI | 15.8 | 54,300 |
ID | 18.3 | 49,734 |
IL | 15.9 | 59,113 |
IN | 18.6 | 50,065 |
KY | 15.8 | 50,203 |
Total | 166.9 | 512,571 |
The sample mean of pupil per teacher is,
The population mean of pupils per teacher is
The sample mean of average population is,
The population mean for average population is
Thus, the sample mean of average population is 51,257.1, and the sample mean of pupils per teacher is 16.69. Also, the population mean of average population is 53,688.66, and the population mean of pupils per teacher is 15.2
Comparison of means:
It is clear that the sample there is large difference between the sample and the population means in the average population, and the sample there is no large difference between the sample and the population mean in the pupils per teacher.
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