ANOVA The XLSTAT display below results from using the one-way analysis of variance test with the three samples.

a. What is the null hypothesis?

b. Assuming a 0.05 significance level, what conclusion is indicated by the displayed results?

Short Answer

Expert verified

a.The null hypothesis states that mean of for the three populations from which the samples are recorded is equal.

b.As the p-value is greater than 0.05, the null hypothesis is failed to be rejected. Thus, it can be concluded that there is sufficient evidence to prove that the mean of three populations is equal.

Step by step solution

01

Given information

The XLstats results are given for a one-way analysis test for three different samples.

02

State the hypotheses

a.

In an analysis of variance test, the mean of three or more populations is compared using their samples. The test compares the mean values using the comparison of variances.

The hypotheses for the ANOVA test is,

\({H_o}:\)(null) the mean of all three samples is equal.

\({H_a}:\)(alternative) at least one sample has a mean value different from others.

Thus, the null hypothesis assumes that all group means are equal.

03

Determine the conclusion

b.

From the test result, the F-statistic is observed as 1.9104, and the p-value is 0.1729.

The significance level is 0.05.

The decision rule for the test:

  • In case the p-value is less than 0.05, the null hypothesis is rejected. In this case, it can be concluded that there is insufficient evidence that the mean of all samples is equal.
  • In case the p-value is greater than 0.05, the null hypothesis is failed to be rejected. In this case, it can be concluded that there is sufficient evidence that the mean of all samples is equal.

As per the decision rule, the p-value is greater than 0.05 (significance level). Thus, the null hypothesis is failed to be rejected.

As a result, it can be concluded that there is enough evidence to conclude that the mean of the three samples is equal.

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Most popular questions from this chapter

Arsenic in Rice Listed below are amounts of arsenic in samples of brown rice from three different states. The amounts are in micrograms of arsenic and all samples have the same serving size. The data are from the Food and Drug Administration. Use a 0.05 significance level to test the claim that the three samples are from populations with the same mean. Do the amounts of arsenic appear to be different in the different states? Given that the amounts of arsenic in the samples from Texas have the highest mean, can we conclude that brown rice from Texas poses the greatest health problem?

Arkansas

4.8

4.9

5

5.4

5.4

5.4

5.6

5.6

5.6

5.9

6

6.1

California

1.5

3.7

4

4.5

4.9

5.1

5.3

5.4

5.4

5.5

5.6

5.6

Texas

5.6

5.8

6.6

6.9

6.9

6.9

7.1

7.3

7.5

7.6

7.7

7.7

Cola Weights Identify the value of the test statistic in the display included with Exercise 1. In general, do larger test statistics result in larger P-values, smaller P-values, or P-values that are unrelated to the value of the test statistic

Pages were randomly selected by the author from The Bear and the Dragon by Tom Clancy, Harry Potter and the Sorcerer’s Stone by J. K. Rowling, and War and Peace by Leo Tolstoy. The Flesch Reading Ease scores for those pages are listed below. Do the authors appear to have the same level of readability?

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58.2

73.4

73.1

64.4

72.7

89.2

43.9

76.3

76.4

78.9

69.4

72.9

Rowling

85.3

84.3

79.5

82.5

80.2

84.6

79.2

70.9

78.6

86.2

74.0

83.7

Tolstoy

69.4

64.2

71.4

71.6

68.5

51.9

72.2

74.4

52.8

58.4

65.4

73.6

Job Priority Survey USA Today reported on an Adecco Sta³ng survey of 1000 randomly selected adults. Among those respondents, 20% chose health benefits as being most important to their job.

a. What is the number of respondents who chose health benefits as being most important to their job?

b. Construct a 95% interval estimate of the proportion of all adults who choose health benefits as being most important to their job.

c. Based on the result from part (b), can we safely conclude that the true proportion is different from 1/4? Why?

Cola Weights The displayed results from Exercise 1 are from one-way analysis of variance. What is it about this test that characterizes it as one-way analysis of variance instead of two-way analysis of variance?

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