In: Statistics and Probability
M14 #15: How productive are U.S. workers? One way to answer this question is to study annual profits per employee. A random sample of companies in computers (I), aerospace (II), heavy equipment (III), and broadcasting (IV) gave the following data regarding annual profits per employee (units in thousands of dollars).
I | II | III | IV |
27.3 | 13.8 | 22.6 | 17.9 |
23.6 | 9.7 | 20.4 | 16.6 |
14.8 | 11.8 | 7.5 | 14.2 |
8.1 | 8.9 | 12.3 | 15.2 |
11.1 | 6.8 | 7.4 | 10.7 |
19.1 | 9.9 |
A) Find SSTOT, SSBET, and SSW and check that SSTOT = SSBET + SSW. (Use 3 decimal places.)
B) Find d.f.BET, d.f.W, MSBET, and MSW. (Use 4 decimal places for MSBET, and MSW.)
C) Find the value of the sample F statistic. (Use 2 decimal places.)
Following table shows the calculations:
G1, I | G2, II | G3, III | G4, IV | |
27.3 | 13.8 | 22.6 | 17.9 | |
23.6 | 9.7 | 20.4 | 16.6 | |
14.8 | 11.8 | 7.5 | 14.2 | |
8.1 | 8.9 | 12.3 | 15.2 | |
11.1 | 6.8 | 7.4 | 10.7 | |
19.1 | 9.9 | |||
Total | 84.9 | 70.1 | 70.2 | 84.5 |
Following table shows the calculations:
G | G^2 | |
27.3 | 745.29 | |
23.6 | 556.96 | |
14.8 | 219.04 | |
8.1 | 65.61 | |
11.1 | 123.21 | |
13.8 | 190.44 | |
9.7 | 94.09 | |
11.8 | 139.24 | |
8.9 | 79.21 | |
6.8 | 46.24 | |
19.1 | 364.81 | |
22.6 | 510.76 | |
20.4 | 416.16 | |
7.5 | 56.25 | |
12.3 | 151.29 | |
7.4 | 54.76 | |
17.9 | 320.41 | |
16.6 | 275.56 | |
14.2 | 201.64 | |
15.2 | 231.04 | |
10.7 | 114.49 | |
9.9 | 98.01 | |
Total | 309.7 | 5054.51 |
So we have
A)
Now,
B)
Since there are 4 different groups so we have k=4. Therefore degree of freedoms are:
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Now
C)
F test statistics is
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So p-value of the test is 0.5405. Since P-value is not less than 0.05 so we cannot conclude that populations mean are different.