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 | 13.7 | 22.5 | 17.8 |
23.6 | 9.4 | 20.1 | 16.4 |
14.9 | 11.6 | 7.7 | 14.2 |
8.9 | 8.6 | 12.4 | 15.6 |
11.8 | 6.6 | 7.2 | 10.7 |
19.2 | 9.6 |
Shall we reject or not reject the claim that there is no
difference in population mean annual profits per employee in each
of the four types of companies? Use a 5% level of
significance.
(b) Find SSTOT, SSBET, and
SSW and check that SSTOT =
SSBET + SSW. (Use 3 decimal places.)
SSTOT | = | |
SSBET | = | |
SSW | = |
Find d.f.BET, d.f.W,
MSBET, and MSW. (Use 3 decimal
places for MSBET, and
MSW.)
dfBET | = | |
dfW | = | |
MSBET | = | |
MSW | = |
Find the value of the sample F statistic. (Use 3 decimal
places.)
What are the degrees of freedom?
(numerator)
(denominator)
Find the P-value of the sample test statistic.
P-value > 0.1000.050 < P-value < 0.100 0.025 < P-value < 0.0500.010 < P-value < 0.0250.001 < P-value < 0.010P-value < 0.001
Make a summary table for your ANOVA test.
Source of Variation |
Sum of Squares |
Degrees of Freedom |
MS | F Ratio |
P Value | Test Decision |
Between groups | ---Select--- p-value > 0.100 0.050 < p-value < 0.100 0.025 < p-value < 0.050 0.010 < p-value < 0.025 0.001 < p-value < 0.010 p-value < 0.001 | ---Select--- Do not reject H0. Reject H0. | ||||
Within groups | ||||||
Total |
Applying ANOVA on above data:
b)
SSTOT | = | 689.533 |
SSBET | = | 91.321 |
SSW | = | 598.211 |
dfBET | = | 3 |
dfW | = | 18 |
MSBET | = | 30.440 |
MSW | = | 33.234 |
value of the sample F statistic =0.916
degrees of freedom (numerator)=3
degrees of freedom (Denominator)=18
P-value > 0.100
Source of Variation | SS | df | MS | F | P-value | Decision |
Between Groups | 91.321 | 3 | 30.440 | 0.916 | 0.4530 | Do not reject |
Within Groups | 598.211 | 18 | 33.234 | |||
Total | 689.533 | 21 |
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