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Ch. 7 - Estimating Parameters and Determining Sample Sizes
Triola - Elementary Statistics 14th Edition
Triola14th EditionElementary StatisticsISBN: 9780137366446Not the one you use?Change textbook
Chapter 7, Problem 7.2.25a

Mean Pulse Rate of Males Data Set 1 “Body Data” in Appendix B includes pulse rates of 153 randomly selected adult males, and those pulse rates vary from a low of 40 bpm to a high of 104 bpm. Find the minimum sample size required to estimate the mean pulse rate of adult males. Assume that we want 99% confidence that the sample mean is within 2 bpm of the population mean.


a. Find the sample size using the range rule of thumb to estimate .

Verified step by step guidance
1
Identify the formula for determining the minimum sample size required to estimate the mean. The formula is: n = (zσ/E)2, where n is the sample size, z is the z-score corresponding to the confidence level, σ is the population standard deviation, and E is the margin of error.
Determine the z-score for a 99% confidence level. For a 99% confidence level, the z-score is approximately 2.576. This value is obtained from a z-table or standard normal distribution table.
Use the range rule of thumb to estimate the population standard deviation σ. The range rule of thumb states that σ ≈ \(\text{Range}\)/4. Here, the range is 104 bpm - 40 bpm = 64 bpm. Thus, σ ≈ 64/4 = 16 bpm.
Substitute the known values into the formula. Using z = 2.576, σ = 16, and E = 2, the formula becomes: n = (2.576 × 16 / 2)2.
Simplify the expression to calculate the sample size n. Ensure that the result is rounded up to the nearest whole number, as sample size must be an integer.

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Key Concepts

Here are the essential concepts you must grasp in order to answer the question correctly.

Sample Size Determination

Sample size determination is a statistical process used to calculate the number of observations needed to achieve a desired level of precision in estimating a population parameter. In this context, it involves ensuring that the sample mean of pulse rates is within a specified margin of error (2 bpm) from the true population mean, with a confidence level of 99%.
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Confidence Level

The confidence level represents the degree of certainty that the sample mean will fall within a specified range of the population mean. A 99% confidence level indicates that if we were to take many samples, approximately 99% of the calculated confidence intervals would contain the true population mean. This high level of confidence requires a larger sample size to ensure accuracy.
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Range Rule of Thumb

The range rule of thumb is a simple method for estimating the standard deviation of a dataset by using the range (the difference between the maximum and minimum values). In this case, the range of pulse rates (from 40 bpm to 104 bpm) can be used to estimate the variability in the data, which is essential for calculating the required sample size to achieve the desired confidence level.
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Related Practice
Textbook Question

E-Cigarettes A New York Times article reported that a survey conducted in 2014 included 36,000 adults, with 3.7% of them being regular users of e-cigarettes. Because e-cigarette use is relatively new, there is a need to obtain today’s usage rate. How many adults must be surveyed now if we want a confidence level of 95% and a margin of error of 1.5 percentage points?


a. Assume that nothing is known about the rate of e-cigarette usage among adults.

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Textbook Question

Controversial Song The song “Baby It’s Cold Outside” generated much controversy because of its lyrics and tone. CBS New York conducted a survey by asking viewers to use the Internet to respond to a question asking whether that song was really too offensive to play. Among 1043 Internet users who chose to respond, 986 said that the song was not too offensive, and 57 of the respondents said that the song was too offensive.


a. Construct a 95% confidence interval estimate of the proportion of the population having the belief that the song is not too offensive.


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Textbook Question

Airline Seating You are the operations manager for American Airlines and you are considering a higher fare level for passengers in aisle seats. You want to estimate the percentage of passengers who now prefer aisle seats. How many randomly selected air passengers must you survey? Assume that you want to be 95% confident that the sample percentage is within 2.5 percentage points of the true population percentage.


a. Assume that nothing is known about the percentage of passengers who prefer aisle seats.


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Textbook Question

Brain Volumes Use these measures of brain volumes from Data Set 12 “IQ and Brain Size” in Appendix B. Use the bootstrap method with 1000 bootstrap samples.



a. Use 1000 bootstrap samples to construct a 90% confidence interval estimate of the population mean.

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Textbook Question

Critical Thinking. In Exercises 17–28, use the data and confidence level to construct a confidence interval estimate of p, then address the given question.


Touch Therapy When she was 9 years of age, Emily Rosa did a science fair experiment in which she tested professional touch therapists to see if they could sense her energy field. She flipped a coin to select either her right hand or her left hand, and then she asked the therapists to identify the selected hand by placing their hand just under Emily’s hand without seeing it and without touching it. Among 280 trials, the touch therapists were correct 123 times (based on data in “A Close Look at Therapeutic Touch,” Journal of the American Medical Association, Vol. 279, No. 13).


a. Given that Emily used a coin toss to select either her right hand or her left hand, what proportion of correct responses would be expected if the touch therapists made random guesses?

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Textbook Question

Archeology Archeologists have studied sizes of Egyptian skulls in an attempt to determine whether breeding occurred between different cultures. Listed below are the widths (mm) of skulls from 150 A.D. (based on data from Ancient Races of the Thebaid by Thomson and Randall-Maciver).


a. Use 1000 bootstrap samples to construct a 99% confidence interval estimate of the mean skull width.


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