In: Statistics and Probability
The population of adult females resident in Melbourne. Our focus is on the population mean height. Assume we know ? (population standard deviation) is 25, but we do not know the population mean, µ. We take a sample of adult females resident in Melbourne (n=100) and calculate the sample mean height as 70 cm.
Write down the distribution of X, female height.
The female height follows normal distribution with mean = 70 cm and standard deviation = 25
Write down the distribution of X. Are you relying on any theorems in your answer? If yes explain.
We are using the Central Limit theorem as n > 30
Derive the 95% confidence interval around the sample mean.
We need to construct the 95% confidence interval for the population mean \muμ. The following information is provided:
Sample Mean | 70 |
Population Standard Deviation | 25 |
Sample Size | 100 |
The critical value for α=0.05 is z_c= 1.96. The corresponding confidence interval is computed as shown below:
CI = (65.1, 74.9)
Therefore, based on the data provided, the 95% confidence interval for the population mean is 65.1 < μ < 74.9, which indicates that we are 95% confident that the true population mean \muμ is contained by the interval (65.1, 74.9)