1. **Problem Statement:** We want to test if the weight-reducing plan is effective. We have weights before and after the plan for 11 people. We will use a paired t-test at a 0.05 significance level.
2. **Hypotheses:**
- Null hypothesis $H_0$: The mean difference in weight before and after is zero, i.e., $\mu_d = 0$ (no effect).
- Alternative hypothesis $H_a$: The mean difference is greater than zero, i.e., $\mu_d > 0$ (weight reduced).
3. **Formula for paired t-test:**
$$ t = \frac{\bar{d} - \mu_0}{s_d / \sqrt{n}} $$
where:
- $\bar{d}$ = mean of differences (before - after)
- $s_d$ = standard deviation of differences
- $n$ = number of pairs
- $\mu_0 = 0$ under $H_0$
4. **Calculate differences (Before - After):**
Person: Difference
1: $87.4 - 85.4 = 2.0$
2: $92.9 - 88.3 = 4.6$
3: $83.6 - 84.7 = -1.1$
4: $81.5 - 81.2 = 0.3$
5: $89.7 - 83.3 = 6.4$
6: $100.5 - 94.6 = 5.9$
7: $98.6 - 90.1 = 8.5$
8: $88.8 - 87.2 = 1.6$
9: $112.4 - 104.6 = 7.8$
10: $87.6 - 88.4 = -0.8$
11: $92.8 - 91.7 = 1.1$
5. **Calculate mean difference $\bar{d}$:**
$$ \bar{d} = \frac{2.0 + 4.6 - 1.1 + 0.3 + 6.4 + 5.9 + 8.5 + 1.6 + 7.8 - 0.8 + 1.1}{11} = \frac{36.3}{11} \approx 3.3 $$
6. **Calculate standard deviation $s_d$:**
First, find squared deviations from mean:
$(2.0 - 3.3)^2 = 1.69$
$(4.6 - 3.3)^2 = 1.69$
$(-1.1 - 3.3)^2 = 19.36$
$(0.3 - 3.3)^2 = 9.0$
$(6.4 - 3.3)^2 = 9.61$
$(5.9 - 3.3)^2 = 6.76$
$(8.5 - 3.3)^2 = 27.04$
$(1.6 - 3.3)^2 = 2.89$
$(7.8 - 3.3)^2 = 20.25$
$(-0.8 - 3.3)^2 = 16.81$
$(1.1 - 3.3)^2 = 4.84$
Sum of squared deviations = 119.94$
$$ s_d = \sqrt{\frac{119.94}{11 - 1}} = \sqrt{11.994} \approx 3.46 $$
7. **Calculate t-statistic:**
$$ t = \frac{3.3 - 0}{3.46 / \sqrt{11}} = \frac{3.3}{3.46 / 3.317} = \frac{3.3}{1.043} \approx 3.16 $$
8. **Degrees of freedom:** $df = n - 1 = 10$
9. **Critical t-value for one-tailed test at $\alpha=0.05$ and $df=10$:** approximately 1.812
10. **Decision:** Since $t = 3.16 > 1.812$, we reject the null hypothesis.
11. **Conclusion:** There is sufficient evidence at the 0.05 significance level to conclude that the diet plan is effective in reducing weight.
Weight Reduction Test 56Ed69
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