Final answer:
The 95% confidence interval for the mean GPA of all high school students, based on a sample mean of 3.2, standard deviation of 0.25, and sample size of 500, is between 3.178 and 3.222.
Step-by-step explanation:
To determine the 95% confidence interval for the mean GPA of all high school students based on the sample, we use the formula for a confidence interval for a population mean. This is given as:
Mean ± (Z-score * (Standard Deviation / sqrt(Sample Size)))
In this case, for a 95% confidence level with a large sample size (>30), we use a Z-score that corresponds to the standard normal distribution's critical value, which is approximately 1.96 for a two-tailed test.
Using the values provided:
- Sample Mean (X): 3.2
- Standard Deviation (s): 0.25
- Sample Size (n): 500
Confidence Interval = 3.2 ± (1.96 * (0.25 / sqrt(500)))
The margin of error = 1.96 * (0.25 / sqrt(500)) = 0.022
Therefore, the 95% confidence interval is 3.2 ± 0.022, which means we can be confident that the mean GPA is between 3.178 and 3.222.