Determining a Minimum Sample Size Determine the minimum sample size required when you want to be 99% confident that the sample mean is within two units of the population mean and σ = 1.4. Assume the population is normally distributed.
Table of contents
- 1. Intro to Stats and Collecting Data55m
- 2. Describing Data with Tables and Graphs1h 55m
- 3. Describing Data Numerically1h 45m
- 4. Probability2h 16m
- 5. Binomial Distribution & Discrete Random Variables2h 33m
- 6. Normal Distribution and Continuous Random Variables1h 38m
- 7. Sampling Distributions & Confidence Intervals: Mean1h 53m
- 8. Sampling Distributions & Confidence Intervals: Proportion1h 12m
- 9. Hypothesis Testing for One Sample2h 19m
- 10. Hypothesis Testing for Two Samples3h 22m
- 11. Correlation1h 6m
- 12. Regression1h 4m
- 13. Chi-Square Tests & Goodness of Fit1h 20m
- 14. ANOVA1h 0m
7. Sampling Distributions & Confidence Intervals: Mean
Confidence Intervals for Population Mean
Problem 6.Q.1d
Textbook Question
[APPLET] The winning times (in hours) for a sample of 20 randomly selected Boston Marathon Women’s Open Division champions from 1980 to 2019 are shown in the table at the left. Assume the population standard deviation is 0.068 hour. (Source: Boston Athletic Association)

d. Does it seem likely that the population mean could be greater than 2.52 hours? Explain.

1
Step 1: Calculate the sample mean (x̄) of the winning times. Add all the values in the table and divide by the total number of observations (n = 20). Use the formula x̄ = (Σx) / n.
Step 2: Identify the population standard deviation (σ), which is given as 0.068 hours.
Step 3: Compute the standard error of the mean (SE) using the formula SE = σ / √n, where n is the sample size.
Step 4: Determine the z-score for the population mean of 2.52 hours using the formula z = (x̄ - μ) / SE, where μ is the hypothesized population mean (2.52 hours).
Step 5: Compare the calculated z-score to the critical z-value for a chosen significance level (e.g., α = 0.05). If the z-score falls within the critical region, it suggests that the population mean is unlikely to be greater than 2.52 hours. Otherwise, it may be plausible.

This video solution was recommended by our tutors as helpful for the problem above
Video duration:
3mPlay a video:
Was this helpful?
Key Concepts
Here are the essential concepts you must grasp in order to answer the question correctly.
Population Mean
The population mean is the average of all values in a population. It is a key parameter in statistics that represents the central tendency of a dataset. In this context, it refers to the average winning time of all Boston Marathon Women’s Open Division champions from 1980 to 2019. Understanding the population mean helps in assessing whether the sample mean is a good estimate of the overall average.
Recommended video:
Population Standard Deviation Known
Hypothesis Testing
Hypothesis testing is a statistical method used to make inferences about a population based on sample data. It involves formulating a null hypothesis (e.g., the population mean is less than or equal to 2.52 hours) and an alternative hypothesis (e.g., the population mean is greater than 2.52 hours). By analyzing the sample data, one can determine whether to reject or fail to reject the null hypothesis, providing insights into the population mean.
Recommended video:
Guided course
Step 1: Write Hypotheses
Standard Deviation
Standard deviation is a measure of the amount of variation or dispersion in a set of values. In this case, the population standard deviation is given as 0.068 hours, indicating how much the winning times deviate from the population mean. A smaller standard deviation suggests that the winning times are closely clustered around the mean, while a larger standard deviation indicates more variability, which is crucial for understanding the reliability of the sample mean in estimating the population mean.
Recommended video:
Guided course
Calculating Standard Deviation
Watch next
Master Population Standard Deviation Known with a bite sized video explanation from Patrick
Start learningRelated Videos
Related Practice
Textbook Question
20
views