Questions: Use the standard normal distribution or the t-distribution to construct a 90% confidence interval for the population mean. Justify your decision. If neither distribution can be used, explain why. Interpret the results.
In a random sample of 45 people, the mean body mass index (BMI) was 26.9 and the standard deviation was 6.12.
Which distribution should be used to construct the confidence interval? Choose the correct answer below.
A. Use a t-distribution because the sample is random, the population is normal, and σ is unknown.
B. Use a t-distribution because the sample is random, n ≥ 30, and σ is unknown.
C. Use a normal distribution because the sample is random, the population is normal, and σ is known.
D. Use a normal distribution because the sample is random, n ≥ 30, and σ is known.
E. Neither a normal distribution nor a t-distribution can be used because either the sample is not random, or n<30, and the population is not known to be normal.
Transcript text: Use the standard normal distribution or the t-distribution to construct a $90 \%$ confidence interval for the population mean. Justify your decision. If neither distribution can be used, explain why. Interpret the results.
In a random sample of 45 people, the mean body mass index (BMI) was 26.9 and the standard deviation was 6.12.
Which distribution should be used to construct the confidence interval? Choose the correct answer below.
A. Use a $t$-distribution because the sample is random, the population is normal, and $\sigma$ is unknown.
B. Use a t-distribution because the sample is random, $n \geq 30$, and $\sigma$ is unknown.
C. Use a normal distribution because the sample is random, the population is normal, and $\sigma$ is known.
D. Use a normal distribution because the sample is random, $n \geq 30$, and $\sigma$ is known.
E. Neither a normal distribution nor a t-distribution can be used because either the sample is not random, or $\mathrm{n}<30$, and the population is not known to be normal.
Solution
Solution Steps
Step 1: Determine the Distribution
Since the population standard deviation (σ) is unknown, use the t-distribution.
Step 2: Calculate the Critical Value
Using the t-distribution with 44 degrees of freedom, the critical value (t_{α/2, n-1}) is approximately 1.68.
Step 3: Calculate the Confidence Interval
The margin of error is 1.53, leading to a confidence interval of (25.37, 28.43).
Final Answer:
The 90% confidence interval for the population mean is (25.37, 28.43). This interval estimates where the true population mean is likely to be found with 90% confidence.