1. **State the problem:** We want to test the claim that protein bars contain on average 20g of protein. We have a sample of 10 bars with protein amounts: 19.1, 18.7, 21.0, 19.6, 20.3, 20.1, 18.9, 19.8, 20.4, 19.5.
2. **Set up hypotheses:**
- Null hypothesis $H_0$: $\mu = 20$ (mean protein is 20g)
- Alternative hypothesis $H_a$: $\mu \neq 20$ (mean protein is not 20g)
3. **Calculate sample mean $\bar{x}$:**
$$\bar{x} = \frac{19.1 + 18.7 + 21.0 + 19.6 + 20.3 + 20.1 + 18.9 + 19.8 + 20.4 + 19.5}{10} = \frac{197.4}{10} = 19.74$$
4. **Calculate sample standard deviation $s$:**
First find squared deviations:
$$(19.1 - 19.74)^2 = 0.4096$$
$$(18.7 - 19.74)^2 = 1.0816$$
$$(21.0 - 19.74)^2 = 1.5876$$
$$(19.6 - 19.74)^2 = 0.0196$$
$$(20.3 - 19.74)^2 = 0.3136$$
$$(20.1 - 19.74)^2 = 0.1296$$
$$(18.9 - 19.74)^2 = 0.7056$$
$$(19.8 - 19.74)^2 = 0.0036$$
$$(20.4 - 19.74)^2 = 0.4356$$
$$(19.5 - 19.74)^2 = 0.0576$$
Sum of squared deviations = $0.4096 + 1.0816 + 1.5876 + 0.0196 + 0.3136 + 0.1296 + 0.7056 + 0.0036 + 0.4356 + 0.0576 = 4.744$.
Sample variance $s^2 = \frac{4.744}{10 - 1} = \frac{4.744}{9} = 0.5271$.
Sample standard deviation:
$$s = \sqrt{0.5271} = 0.7263$$
5. **Test statistic (t):**
$$t = \frac{\bar{x} - \mu_0}{s / \sqrt{n}} = \frac{19.74 - 20}{0.7263 / \sqrt{10}} = \frac{-0.26}{0.2295} = -1.133$$
6. **Decision rule:**
Degrees of freedom $df = n - 1 = 9$.
At $\alpha = 0.05$ two-tailed test, critical t-value $\approx \pm 2.262$.
7. **Conclusion:**
Since $-2.262 < -1.133 < 2.262$, we fail to reject $H_0$. There is not enough evidence to reject the claim that the mean protein content is 20g.
**Final answer:** The sample standard deviation is approximately $0.7263$ grams.
Protein Bar Test 1Aa208
Step-by-step solutions with LaTeX - clean, fast, and student-friendly.