Questions: What is your decision regarding the null hypothesis at 5% level of significance?
Transcript text: What is your decision regarding the null hypothesis at $5 \%$ level of significance?
Solution
Solution Steps
Step 1: Standard Error Calculation
The Standard Error \( SE \) is calculated using the formula:
\[
SE = \sqrt{\frac{s_1^2}{n_1} + \frac{s_2^2}{n_2}} = \sqrt{\frac{2.5}{5} + \frac{2.5}{5}} = 1.0
\]
Step 2: Test Statistic Calculation
The test statistic \( t \) is computed as follows:
\[
t = \frac{\bar{x}_1 - \bar{x}_2}{SE} = \frac{7.0 - 12.0}{1.0} = -5.0
\]
Step 3: Degrees of Freedom Calculation
The degrees of freedom \( df \) are calculated using the formula:
\[
df = \frac{\left(\frac{s_1^2}{n_1} + \frac{s_2^2}{n_2}\right)^2}{\frac{\left(\frac{s_1^2}{n_1}\right)^2}{n_1 - 1} + \frac{\left(\frac{s_2^2}{n_2}\right)^2}{n_2 - 1}} = \frac{1.0}{0.125} = 8.0
\]
Step 4: P-value Calculation
The p-value \( P \) is calculated as:
\[
P = 2(1 - T(|t|)) = 2(1 - T(5.0)) = 0.0011
\]
Step 5: Decision Regarding the Null Hypothesis
Since the p-value \( 0.0011 \) is less than the significance level \( \alpha = 0.05 \), we reject the null hypothesis.
Step 6: Conclusion
The analysis indicates that there are more defective parts produced.
Final Answer
\[
\text{Decision: Reject the null hypothesis.}
\]
\[
\text{Conclusion: There are more defective parts produced.}
\]