Question: Show step by step analysis of the question 5B
1. **State the problem:**
We want to test the manufacturer's claim that the average breaking strength of cables is $5000$ Newtons.
2. **Identify the hypotheses:**
- Null hypothesis $H_0$: $\mu = 5000$
- Alternative hypothesis $H_a$: $\mu \neq 5000$
3. **Given data:**
- Sample size $n = 100$
- Sample mean $\bar{x} = 4980$
- Population standard deviation (estimated by sample) $s = 100$
- Claimed population mean $\mu_0 = 5000$
4. **Test statistic formula:**
Since the sample size is large, use the $z$-test:
$$
z = \frac{\bar{x} - \mu_0}{s / \sqrt{n}}
$$
5. **Calculate the test statistic:**
$$
z = \frac{4980 - 5000}{100 / \sqrt{100}} = \frac{-20}{100 / 10} = \frac{-20}{10} = -2
$$
6. **Determine the significance level:**
Commonly $\alpha = 0.05$ for a two-tailed test.
7. **Find critical values:**
For $\alpha = 0.05$ two-tailed, critical $z$ values are approximately $\pm 1.96$.
8. **Decision rule:**
- If $z < -1.96$ or $z > 1.96$, reject $H_0$.
- Otherwise, do not reject $H_0$.
9. **Conclusion:**
Since $z = -2$ is less than $-1.96$, we reject the null hypothesis.
10. **Interpretation:**
There is sufficient evidence at the $5\%$ significance level to conclude that the average breaking strength differs from $5000$ Newtons.