At the 0.025 significance level, do the data provide sufficient evidence to conclude that a difference exists between the population means of the three different brands? The sample data are given below.
Brand A | Brand B | Brand C |
32 | 27 | 22 |
34 | 24 | 25 |
37 | 33 | 32 |
33 | 30 | 22 |
36 | 21 | |
39 |
Answer options:
A) 0.01 < p-value < 0.025 Reject Null |
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B) p-value < 0.005 Reject Null |
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C)0.005 < p-value < 0.01 Reject Null |
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D) p-value > 0.05 Do Not Reject Null |
Solution:-
State the hypotheses. The first step is to state the null hypothesis and an alternative hypothesis.
Null hypothesis: u1 = u2 = u3
Alternative hypothesis: At-least one of the u is not equal.
Formulate an analysis plan. For this analysis, the significance level is 0.025.
Analyze sample data.
F statistics is given by:-
F = 12.123
Fcritical = 3.89
The P-value = 0.00132
Interpret results. Since the P-value (0.00132) is less than the significance level (0.025), we have to reject the null hypothesis.
B) p-value < 0.005
Reject Null
Conclusion:-
Reject H0, There is sufficient evidence for significant differences between the three brands.
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