A random sample of companies in electric utilities (I), financial services (II), and food processing (III) gave the following information regarding annual profits per employee (units in thousands of dollars).
I | II | III |
49.4 | 55.8 | 38.8 |
43.2 | 24.7 | 37.4 |
32.1 | 41.4 | 10.7 |
27.2 | 29.6 | 32.5 |
38.3 | 39.7 | 15.7 |
36.3 | 42.1 | |
20.6 |
Shall we reject or not reject the claim that there is no difference in population mean annual profits per employee in each of the three types of companies? Use a 5% level of significance.
(a) What is the level of significance?
State the null and alternate hypotheses.
Ho: ?1 = ?2 = ?3; H1: Not all the means are equal. Ho: ?1 = ?2 = ?3; H1: Exactly two means are equal. Ho: ?1 = ?2 = ?3; H1: All three means are different .Ho: ?1 = ?2 = ?3; H1: At least two means are equal.
(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)
(c) Find the P-value of the sample test statistic. (Use 4
decimal places.)
(d) Based on your answers in parts (a) to (c), will you reject or
fail to reject the null hypothesis?
Since the P value is greater than the level of significance at ? = 0.05, we do not reject H0.Since the P value is less than or equal to the level of significance at ? = 0.05, we reject H0. Since the P value is greater than the level of significance at ? = 0.05, we reject H0.Since the P value is less than or equal to the level of significance at ? = 0.05, we do not reject H0.
(e) Interpret your conclusion in the context of the
application.
At the 5% level of significance there is insufficient evidence to
conclude that the means are not all equal.At the 5% level of
significance there is sufficient evidence to conclude that the
means are all equal. At the 5% level of
significance there is insufficient evidence to conclude that the
means are all equal.At the 5% level of significance there is
sufficient evidence to conclude that the means are not all
equal.
a)
level of significance =0.05
Ho: 1 = 2 = 3; H1: Not all the means are equal.
b)
SSTOT=2222.889
SSBET =220.744
SSW =2002.145
dfBET =2
dfW=15
MSBET=110.372
MSW =133.476
value of the sample F statistic =0.827
numerator df =2
denominator df =15
c)P-value =0.4563 ( [please try 0.4564 if this comes wrong)
d)
Since the P value is greater than the level of significance at ? = 0.05, we do not reject H0
e)
At the 5% level of significance there is insufficient evidence to conclude that the means are not all equal
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