Question

In: Statistics and Probability

A random sample of companies in electric utilities (I), financial services (II), and food processing (III)...

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
49.9 55.9 39.4
43.4 24.5 37.7
32.7 41.5 10.3
27.1 29.1 32.2
38.9 39.5 15.7
36.8 42.4
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 1% level of significance.

(a) What is the level of significance?


State the null and alternate hypotheses.

Ho: μ1 = μ2 = μ3; H1: Not all the means are equal.Ho: μ1 = μ2 = μ3; H1: Exactly two means are equal.    Ho: μ1 = μ2 = μ3; H1: All three means are different.Ho: μ1 = μ2 = μ3; 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.

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


(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 α = 0.01, we do not reject H0.Since the P-value is less than or equal to the level of significance at α = 0.01, we reject H0.    Since the P-value is greater than the level of significance at α = 0.01, we reject H0.Since the P-value is less than or equal to the level of significance at α = 0.01, we do not reject H0.


(e) Interpret your conclusion in the context of the application.

At the 1% level of significance there is insufficient evidence to conclude that the means are not all equal.At the 1% level of significance there is sufficient evidence to conclude that the means are all equal.    At the 1% level of significance there is insufficient evidence to conclude that the means are all equal.At the 1% level of significance there is sufficient evidence to conclude that the means are not all equal.


(f) 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

Solutions

Expert Solution

a)

level of significance =0.01

Ho:μ1=μ2=μ3
Ha:Not all the means are equal.

b)

SSTOT= 2293.738
SSBET= 216.155
SSW = 2077.583
dfBET= 2
dfW 15
MSBET 108.078
MSW= 138.506
value of the sample F statistic= 0.780

c)P-value > 0.10

d)

Since the P-value is greater than the level of significance at α = 0.01, we do not reject H0

e)

At the 1% level of significance there is insufficient evidence to conclude that the means are not all equal.

f)

Source of variation SS df MS F p vlaue
between 216.155 2 108.0776 0.780 p value>0.10 fail to reject Ho
within 2077.583 15 138.5055
total 2293.738 17

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