Download Confidence Intervals - Business Statistics - Homework and more Exercises Business Statistics in PDF only on Docsity! Source URL: http://cnx.org/content/m16966/latest/ Saylor URL: http://saylor.org/courses/bus204 Attributed to: [Susan Dean and Barbara Illowsky] Saylor.org Page 1 of 15 Confidence Intervals: Homework Susan Dean and Barbara Illowsky (2012) NOTE: If you are using a student-‐t distribution for a homework problem below, you may assume that the underlying population is normally distributed. (In general, you must first prove that assumption, though.) EXERCISE 1 Among various ethnic groups, the standard deviation of heights is known to be approximately 3 inches. We wish to construct a 95% confidence interval for the average height of male Swedes. 48 male Swedes are surveyed. The sample mean is 71 inches. The sample standard deviation is 2.8 inches. a. Complete the following: i. = _____ ii. σ = _____ iii. sx = _____ iv. n = _____ v. n -‐ 1 = _____ b. Define the Random Variables X and , in words. c. Which distribution should you use for this problem? Explain your choice. d. Construct a 95% confidence interval for the population average height of male Swedes. i. State the confidence interval. ii. Sketch the graph. iii. Calculate the error bound. e. What will happen to the level of confidence obtained if 1000 male Swedes are surveyed instead of 48? Why? EXERCISE 2 In six packages of “The Flintstones Real Fruit Snacks” there were 5 Bam-‐Bam snack pieces. The total number of snack pieces in the six bags was 68. We wish to calculate a 96% confidence interval for the population proportion of Bam-‐Bam snack pieces. a. Define the Random Variables X and P', in words. b. Which distribution should you use for this problem? Explain your choice c. Calculate p’. d. Construct a 96% confidence interval for the population proportion of Bam-‐Bam snack pieces per bag. Source URL: http://cnx.org/content/m16966/latest/ Saylor URL: http://saylor.org/courses/bus204 Attributed to: [Susan Dean and Barbara Illowsky] Saylor.org Page 2 of 15 i. State the confidence interval. ii. Sketch the graph. iii. Calculate the error bound. e. Do you think that six packages of fruit snacks yield enough data to give accurate results? Why or why not? EXERCISE 3 A random survey of enrollment at 35 community colleges across the United States yielded the following figures (source: Microsoft Bookshelf): 6414; 1550; 2109; 9350; 21828; 4300; 5944; 5722; 2825; 2044; 5481; 5200; 5853; 2750; 10012; 6357; 27000; 9414; 7681; 3200; 17500; 9200; 7380; 18314; 6557; 13713; 17768; 7493; 2771; 2861; 1263; 7285; 28165; 5080; 11622. Assume the underlying population is normal. a. Complete the following: i. = _____ ii. sx = _____ iii. n = _____ iv. n -‐ 1 = _____ b. Define the Random Variables X and , in words. c. Which distribution should you use for this problem? Explain your choice. d. Construct a 95% confidence interval for the population average enrollment at community colleges in the United States. i. State the confidence interval. ii. Sketch the graph. iii. Calculate the error bound. e. What will happen to the error bound and confidence interval if 500 community colleges were surveyed? Why? EXERCISE 4 From a stack of IEEE Spectrum magazines, announcements for 84 upcoming engineering conferences were randomly picked. The average length of the conferences was 3.94 days, with a standard deviation of 1.28 days. Assume the underlying population is normal. a. Define the Random Variables X and , in words. Source URL: http://cnx.org/content/m16966/latest/ Saylor URL: http://saylor.org/courses/bus204 Attributed to: [Susan Dean and Barbara Illowsky] Saylor.org Page 5 of 15 iii. Calculate the error bound. f. Construct a 98% confidence interval for the population average weight of the candies. i. State the confidence interval. ii. Sketch the graph. iii. Calculate the error bound. g. In complete sentences, explain why the confidence interval in f is larger than the confidence interval in e. h. In complete sentences, give an interpretation of what the interval in f means. EXERCISE 8 A pharmaceutical company makes tranquilizers. It is assumed that the distribution for the length of time they last is approximately normal. Researchers in a hospital used the drug on a random sample of 9 patients. The effective period of the tranquilizer for each patient (in hours) was as follows: 2.7; 2.8; 3.0; 2.3; 2.3; 2.2; 2.8; 2.1; and 2.4 . a. Complete the following i. = __________ ii. sx = __________ iii. n = ________ iv. n -‐ 1 = ________ b. Define the Random Variable X, in words. c. Define the Random Variable , in words. d. Which distribution should you use for this problem? Explain your choice. e. Construct a 95% confidence interval for the population average length of time. i. State the confidence interval. ii. Sketch the graph. iii. Calculate the error bound. f. What does it mean to be “95% confident” in this problem? EXERCISE 9 Suppose that 14 children were surveyed to determine how long they had to use training wheels. It was revealed that they used them an average of 6 months with a sample standard deviation of 3 months. Assume that the underlying population distribution is normal. a. Complete the following Source URL: http://cnx.org/content/m16966/latest/ Saylor URL: http://saylor.org/courses/bus204 Attributed to: [Susan Dean and Barbara Illowsky] Saylor.org Page 6 of 15 i. = __________ ii. sx = __________ iii. n = ________ iv. n -‐ 1 = ________ b. Define the Random Variable X, in words. c. Define the Random Variable , in words. d. Which distribution should you use for this problem? Explain your choice. e. Construct a 99% confidence interval for the population average length of time using training wheels. i. State the confidence interval. ii. Sketch the graph. iii. Calculate the error bound. f. Why would the error bound change if the confidence level was lowered to 90%? EXERCISE 10 Insurance companies are interested in knowing the population percent of drivers who always buckle up before riding in a car. a. When designing a study to determine this population proportion, what is the minimum number you would need to survey to be 95% confident that the population proportion is estimated to within 0.03? b. If it was later determined that it was important to be more than 95% confident and a new survey was commissioned, how would that affect the minimum number you would need to survey? Why? EXERCISE 11 Suppose that the insurance companies did do a survey. They randomly surveyed 400 drivers and found that 320 claimed to always buckle up. We are interested in the population proportion of drivers who claim to always buckle up. a. Complete the following i. x = __________ ii. n = ________ iii. p'= __________ b. Define the Random Variables X and P', in words. c. Which distribution should you use for this problem? Explain your choice. d. Construct a 95% confidence interval for the population proportion who claim to always buckle up. i. State the confidence interval. ii. Sketch the graph. iii. Calculate the error bound. Source URL: http://cnx.org/content/m16966/latest/ Saylor URL: http://saylor.org/courses/bus204 Attributed to: [Susan Dean and Barbara Illowsky] Saylor.org Page 7 of 15 e. If this survey were done by telephone, list 3 difficulties the companies might have in obtaining random results. EXERCISE 12 Unoccupied seats on flights cause airlines to lose revenue. Suppose a large airline wants to estimate its average number of unoccupied seats per flight over the past year. To accomplish this, the records of 225 flights are randomly selected and the number of unoccupied seats is noted for each of the sampled flights. The sample mean is 11.6 seats and the sample standard deviation is 4.1 seats. a. Complete the following i. = __________ ii. sx = __________ iii. n = ________ iv. n -‐ 1 = ________ b. Define the Random Variables X and , in words. c. Which distribution should you use for this problem? Explain your choice. d. Construct a 92% confidence interval for the population average number of unoccupied seats per flight. i. State the confidence interval. ii. Sketch the graph. iii. Calculate the error bound. EXERCISE 13 According to a recent survey of 1200 people, 61% feel that the president is doing an acceptable job. We are interested in the population proportion of people who feel the president is doing an acceptable job. a. Define the Random Variables X and P', in words. b. Which distribution should you use for this problem? Explain your choice. c. Construct a 90% confidence interval for the population proportion of people who feel the president is doing an acceptable job. i. State the confidence interval. ii. Sketch the graph. iii. Calculate the error bound. EXERCISE 14 A survey of the average amount of cents off that coupons give was done by randomly surveying one coupon per page from the coupon sections of a recent San Jose Mercury News. The following data were collected: 20¢; 75¢; 50¢; 65¢; 30¢; 55¢; 40¢; 40¢; 30¢; 55¢; $1.50; 40¢; 65¢; 40¢. Assume the underlying distribution is approximately normal. a. Complete the following Source URL: http://cnx.org/content/m16966/latest/ Saylor URL: http://saylor.org/courses/bus204 Attributed to: [Susan Dean and Barbara Illowsky] Saylor.org Page 10 of 15 i. State the confidence interval. ii. Sketch the graph. iii. Calculate the error bound. d. Explain what a “97% confidence interval” means for this study. EXERCISE 19 In a recent sample of 84 used cars sales costs, the sample mean was $6425 with a standard deviation of $3156. Assume the underlying distribution is approximately normal. a. Which distribution should you use for this problem? Explain your choice. b. Define the Random Variable , in words. c. Construct a 95% confidence interval for the population average cost of a used car. i. State the confidence interval. ii. Sketch the graph. iii. Calculate the error bound. d. Explain what a “95% confidence interval” means for this study. EXERCISE 20 A telephone poll of 1000 adult Americans was reported in an issue of Time magazine. One of the questions asked was “What is the main problem facing the country?” 20% answered “crime”. We are interested in the population proportion of adult Americans who feel that crime is the main problem. a. Define the Random Variables X and P', in words. b. Which distribution should you use for this problem? Explain your choice. c. Construct a 95% confidence interval for the population proportion of adult Americans who feel that crime is the main problem. i. State the confidence interval. ii. Sketch the graph. iii. Calculate the error bound. d. Suppose we want to lower the sampling error. What is one way to accomplish that? e. The sampling error given by Yankelovich Partners, Inc. (which conducted the poll) is ± 3%. In 1-‐ 3 complete sentences, explain what the ± 3% represents. Source URL: http://cnx.org/content/m16966/latest/ Saylor URL: http://saylor.org/courses/bus204 Attributed to: [Susan Dean and Barbara Illowsky] Saylor.org Page 11 of 15 EXERCISE 21 Refer to (20). Another question in the poll was “[How much are] you worried about the quality of education in our schools?” 63% responded “a lot”. We are interested in the population proportion of adult Americans who are worried a lot about the quality of education in our schools. a. Define the Random Variables X and P', in words. b. Which distribution should you use for this problem? Explain your choice. c. Construct a 95% confidence interval for the population proportion of adult Americans worried a lot about the quality of education in our schools. i. State the confidence interval. ii. Sketch the graph. iii. Calculate the error bound. d. The sampling error given by Yankelovich Partners, Inc. (which conducted the poll) is ± 3%. In 1-‐3 complete sentences, explain what the ± 3% represents. Source URL: http://cnx.org/content/m16966/latest/ Saylor URL: http://saylor.org/courses/bus204 Attributed to: [Susan Dean and Barbara Illowsky] Saylor.org Page 12 of 15 EXERCISE 22 Six different national brands of chocolate chip cookies were randomly selected at the supermarket. The grams of fat per serving are as follows: 8; 8; 10; 7; 9; 9. Assume the underlying distribution is approximately normal. a. Calculate a 90% confidence interval for the population average grams of fat per serving of chocolate chip cookies sold in supermarkets. i. State the confidence interval. ii. Sketch the graph. iii. Calculate the error bound. b. If you wanted a smaller error bound while keeping the same level of confidence, what should have been changed in the study before it was done? c. Go to the store and record the grams of fat per serving of six brands of chocolate chip cookies. d. Calculate the average. e. Is the average within the interval you calculated in part (a) ? Did you expect it to be? Why or why not? EXERCISE 23 A confidence interval for a proportion is given to be (– 0.22, 0.34). Why doesn’t the lower limit of the confidence interval make practical sense? How should it be changed? Why? Try these multiple choice questions. Questions 24 – 26 refer to the following: According a Field Poll conducted February 8 – 17, 2005, 79% of California adults (actual results are 400 out of 506 surveyed) feel that “education and our schools” is one of the top issues facing California. We wish to construct a 90% confidence interval for the true proportion of California adults who feel that education and the schools is one of the top issues facing California. EXERCISE 24 A point estimate for the true population proportion is: