Concept explainers
a)
To summarize data in a two-way table.
a)
Explanation of Solution
Given:
Group | Treatment | Subjects | Successes |
1 | Nicotine patch | 244 | 40 |
2 | Drug | 244 | 74 |
3 | Patch plus drug | 245 | 87 |
4 | Placebo | 160 | 25 |
Calculation:
For constructing a two-table, we need successes and failures with each treatment. Therefore, we already know about the treatment and successes. So, failure will be calculated by subtracting successes from each treatment. Following table shows the two-way table:
Treatment | Successes | Failures | Total |
Nicotine patch | 40 | 204 | 244 |
Drug | 74 | 170 | 244 |
Patch plus drug | 87 | 158 | 245 |
Placebo | 25 | 135 | 160 |
Total | 25 | 135 | 893 |
b)
To perform chi square test of independence.
b)
Answer to Problem 37E
There is convincing evidence that the difference in the effectiveness of the four treatments at the 0.05 level of significance.
Explanation of Solution
Given:
Treatment | Successes | Failures | Total |
Nicotine patch | 40 | 204 | 244 |
Drug | 74 | 170 | 244 |
Patch plus drug | 87 | 158 | 245 |
Placebo | 25 | 135 | 160 |
Total | 25 | 135 | 893 |
Calculation:
Null and alternative hypotheses:
Using excel formula,
Successes | Failures | Total | ||
Nicotine patch | Observed | 40 | 204 | 244 |
Expected | 61.75 | 182.25 | 244.00 | |
(O - E)² / E | 7.66 | 2.60 | 10.26 | |
Drug | Observed | 74 | 170 | 244 |
Expected | 61.75 | 182.25 | 244.00 | |
(O - E)² / E | 2.43 | 0.82 | 3.25 | |
Patch plus drug | Observed | 87 | 158 | 245 |
Expected | 62.00 | 183.00 | 245.00 | |
(O - E)² / E | 10.08 | 3.41 | 13.49 | |
Placebo | Observed | 25 | 135 | 160 |
Expected | 40.49 | 119.51 | 160.00 | |
(O - E)² / E | 5.93 | 2.01 | 7.94 | |
Total | Observed | 226 | 667 | 893 |
Expected | 226.00 | 667.00 | 893.00 | |
(O - E)² / E | 26.10 | 8.84 | 34.94 | |
34.94 | chi-square | |||
3 | df | |||
1.26E-07 | p-value |
Decision: P-value = 1.26E-07< 0.05, reject H0.
Conclusion: There is convincing evidence that the difference in the effectiveness of the four treatments at the 0.05 level of significance.
Chapter 11 Solutions
PRACTICE OF STATISTICS F/AP EXAM
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