In: Statistics and Probability
Use the standard normal distribution or the t-distribution to construct a 95% 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 17 patients at a hospital's minor emergency department, the mean waiting time before seeing a medical professional was 14 minutes and the standard deviation was 9 minutes. Assume the waiting times are not normally distributed. Which distribution should be used to construct the confidence interval? A. Use a t-distribution because nless than30 and sigma is known. B. Use a normal distribution because nless than30 and sigma is known. C. Use a normal distribution because nless than30 and sigma is unknown. D. Use a t-distribution because nless than30 and sigma is unknown. E. Cannot use the standard normal distribution or the t-distribution because sigma is unknown, n less than 30, and the times are not normally distributed. Your answer is correct. Select the correct choice below and, if necessary, fill in any answer boxes to complete your choice. A. The 95% confidence interval is ( nothing, nothing). (Round to one decimal place as needed.) B. Neither distribution can be used to construct the confidence interval.
Solution :
Given that,
Point estimate = sample mean = = 14
sample standard deviation = s = 9
sample size = n = 17
Degrees of freedom = df = n - 1 = 17 - 1 = 16
At 95% confidence level the t is ,
= 1 - 95% = 1 - 0.95 = 0.05
/ 2 = 0.05 / 2 = 0.025
t /2,df = t0.025,16 = 2.120
D. Use a t-distribution because n is less than30 and sigma is unknown .
Margin of error = E = t/2,df * (s /n)
= 2.120 * (9 / 16)
= 4.6
The 95% confidence interval estimate of the population mean is,
- E < < + E
14 - 4.6 < < 14 + 4.6
9.4 < < 18.6
(9.4 , 18.6)
The 95% confidence interval is : (9.4 , 18.6)