One benchmark used to measure performance of computer processors is PassMark Software’s CPU Mark. Scores for CPU Mark – higher is better – for three of Intel’s i7 processors are shown in the table below for a small sample of 15 processors. Based on this sample evidence, does there appear to be a significant difference in CPU Mark scores for the three processors?
Core i7 7800X |
Core i7 8700K |
Core i7 |
13992 |
13866 |
14574 |
13753 |
13912 |
13852 |
13097 |
14261 |
14054 |
13872 |
14529 |
13986 |
14018 |
13704 |
14555 |
At a 10% significance level, is there a significant difference in the CPU Mark scores for the three processors? Explicitly state your testing hypotheses. Support your answer with statistical evidence.
The hypothesis being tested is:
H0: µ1 = µ2 = µ3
Ha: Not all means are equal
Mean | n | Std. Dev | |||
13,746.4 | 5 | 378.03 | Group 1 | ||
14,054.4 | 5 | 334.10 | Group 2 | ||
14,204.2 | 5 | 336.91 | Group 3 | ||
14,001.7 | 15 | 379.56 | Total | ||
ANOVA table | |||||
Source | SS | df | MS | F | p-value |
Treatment | 5,44,808.13 | 2 | 2,72,404.067 | 2.22 | .1512 |
Error | 14,72,135.20 | 12 | 1,22,677.933 | ||
Total | 20,16,943.33 | 14 |
The p-value is 0.1512.
Since the p-value (0.1512) is greater than the significance level (0.05), we fail to reject the null hypothesis.
Therefore, we cannot conclude that there is a significant difference in the CPU Mark scores for the three processors.
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