Question

In: Statistics and Probability

A random sample of five observations from three normally distributed populations produced the following data: (You...

A random sample of five observations from three normally distributed populations produced the following data: (You may find it useful to reference the F table.)

Treatments
A B C
25 17 22
25 19 26
27 25 26
32 18 30
18 17 27
x−Ax−A

=

25.4 x−Bx−B = 19.2 x−Cx−C = 26.2
s2AsA2 = 25.3 s2BsB2 = 11.2 s2CsC2 = 8.2
Treatments
A B C
25 17 22
25 19 26
27 25 26
32 18 30
18 17 27

a. Calculate the grand mean. (Round intermediate calculations to at least 4 decimal places and final answer to 4 decimal places.)

Grand mean

b. Calculate SSTR and MSTR. (Round intermediate calculations to at least 4 decimal places and final answers to 4 decimal places.)

SSTR

MSTR


c. Calculate SSE and MSE. (Round intermediate calculations to at least 4 decimal places and final answers to 4 decimal places.)

SSE

MSE

d. Specify the competing hypotheses in order to determine whether some differences exist between the population means.

  • H0: μA = μB = μC; HA: Not all population means are equal.

  • H0: μAμBμC; HA: Not all population means are equal.

  • H0: μAμBμC; HA: Not all population means are equal.

e-1. Calculate the value of the F(df1, df2) test statistic. (Round intermediate calculations to at least 4 decimal places and final answer to 3 decimal places.)

Test Statistic

e-2. Find the p-value.

  • 0.025  p-value < 0.05
  • 0.01  p-value < 0.025
  • p-value < 0.01

  • p-value  0.10
  • 0.05  p-value < 0.10

f. At the 10% significance level, what is the conclusion to the test?

  • Reject H0 since the p-value is less than significance level.

  • Do not reject H0 since the p-value is not less than significance level.

  • Do not reject H0 since the p-value is less than significance level.

  • Reject H0 since the p-value is not less than significance level.



g. Interpret the results at αα = 0.10.

  • We cannot conclude that some means differ.

  • We conclude that some means differ.

  • We conclude that all means differ.

  • We conclude that population mean C is greater than population mean A.

Solutions

Expert Solution

using excel>data>data analysis>ANOVA

we have

Anova: Single Factor
SUMMARY
Groups Count Sum Average Variance
A 5 127 25.4 25.3
B 5 96 19.2 11.2
C 5 131 26.2 8.2
grand mean 23.6
ANOVA
Source of Variation SS df MS F P-value F crit
Between Groups 146.8 2 73.4 4.926174 0.027422 3.885294
Within Groups 178.8 12 14.9
Total 325.6 14

a. Calculate the grand mean. (Round intermediate calculations to at least 4 decimal places and final answer to 4 decimal places.)

Grand mean = 23.6000

b. Calculate SSTR and MSTR. (Round intermediate calculations to at least 4 decimal places and final answers to 4 decimal places.)

SSTR = 146.8

MSTR = 73.4


c. Calculate SSE and MSE. (Round intermediate calculations to at least 4 decimal places and final answers to 4 decimal places.

SSE = 178.8

MSE = 14.9

d. Specify the competing hypotheses in order to determine whether some differences exist between the population means.

  • H0: μA = μB = μC; HA: Not all population means are equal.

e-1. Calculate the value of the F(df1, df2) test statistic. (Round intermediate calculations to at least 4 decimal places and final answer to 3 decimal places.)

Test Statistic = 4.926

e-2. Find the p-value.

  • 0.025 <  p-value < 0.05

f. At the 10% significance level, what is the conclusion to the test?

  • Reject H0 since the p-value is less than significance level.



g. Interpret the results at αα = 0.10.

  • We conclude that some means differ.


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