The Internet The NAEP report described in Exercise 39 compared science scores for

Dogs and calories In July 2007, Consumer Reports examined the calorie content of two kinds of hot dogs: meat (usually a mixture of pork, turkey, and chicken) and all beef. The researchers purchased samples of several different brands. The meat hot dogs averaged 111.7 calories, compared to 135.4 for the beef hot dogs. A test of the null hypothesis that theres no difference in mean calorie content yields a P-value of 0.124. Would a 95% confidence interval for mMeat - mBeef include 0? Explain.

Dogs and sodium The Consumer Reports article described in Exercise 1 also listed the sodium content (in mg) for the various hot dogs tested. A test of the null hypothesis that beef hot dogs and meat hot dogs dont differ in the mean amounts of sodium yields a P-value of 0.11. Would a 95% confidence interval for mMeat - mBeef include 0? Explain.

Dogs and fat The Consumer Reports article described in Exercise 1 also listed the fat content (in grams) for samples of beef and meat hot dogs. The resulting 90% confidence interval for mMeat - mBeef is (-6.5, -1.4). a) The endpoints of this confidence interval are negative numbers. What does that indicate? b) What does the fact that the confidence interval does not contain 0 indicate? c) If we use this confidence interval to test the hypothesis that mMeat - mBeef = 0, whats the corresponding alpha level?

Washers In June 2007, Consumer Reports examined top-loading and front-loading washing machines, testing samples of several different brands of each type. One of the variables the article reported was cycle time, the number of minutes it took each machine to wash a load of clothes. Among the machines rated good to excellent, the 98% confidence interval for the difference in mean cycle time (mTop - mFront) is (-40, -22). a) The endpoints of this confidence interval are negative numbers. What does that indicate? b) What does the fact that the confidence interval does not contain 0 indicate? c) If we use this confidence interval to test the hypothesis that mTop - mFront = 0, whats the corresponding alpha level?

Dogs and fat, second helping In Exercise 3, we saw a 90% confidence interval of (-6.5, -1.4) grams for mMeat - mBeef, the difference in mean fat content for meat vs. all-beef hot dogs. Explain why you think each of the following statements is true or false: a) If I eat a meat hot dog instead of a beef dog, theres a 90% chance Ill consume less fat. b) 90% of meat hot dogs have between 1.4 and 6.5 grams less fat than a beef hot dog. c) Im 90% confident that meat hot dogs average 1.46.5 grams less fat than the beef hot dogs. d) If I were to get more samples of both kinds of hot dogs, 90% of the time the meat hot dogs would average 1.46.5 grams less fat than the beef hot dogs. e) If I tested many samples, Id expect about 90% of the resulting confidence intervals to include the true difference in mean fat content between the two kinds of hot dogs.

Second load of wash In Exercise 4, we saw a 98% confidence interval of (-40, -22) minutes for mTop - mFront, the difference in time it takes top-loading and frontloading washers to do a load of clothes. Explain why you think each of the following statements is true or false: a) 98% of top loaders are 22 to 40 minutes faster than front loaders. b) If I choose the laundromats top loader, theres a 98% chance that my clothes will be done faster than if I had chosen the front loader. c) If I tried more samples of both kinds of washing machines, in about 98% of these samples Id expect the top loaders to be an average of 22 to 40 minutes faster. d) If I tried more samples, Id expect about 98% of the resulting confidence intervals to include the true difference in mean cycle time for the two types of washing machines. e) Im 98% confident that top loaders wash clothes an average of 22 to 40 minutes faster than front-loaders.

Learning math The Core Plus Mathematics Project (CPMP) is an innovative approach to teaching Mathematics that engages students in group investigations and mathematical modeling. After field tests in 36 high schools over a three-year period, researchers compared the performances of CPMP students with those taught using a traditional curriculum. In one test, students had to solve applied Algebra problems using calculators. Scores for 320 CPMP students were compared to those of a control group of 273 students in a traditional Math program. Computer software was used to create a confidence interval for the difference in mean scores. (Journal for Research in Mathematics Education, 31, no. 3[2000]) Conf level: 95% Variable: Mu(CPMP) Mu(Ctrl) Interval: (5.573, 11.427) a) Whats the margin of error for this confidence interval? b) If we had created a 98% CI, would the margin of error be larger or smaller? c) Explain what the calculated interval means in context. d) Does this result suggest that students who learn Mathematics with CPMP will have significantly higher mean scores in Algebra than those in traditional programs? Explain.

Stereograms Stereograms appear to be composed entirely of random dots. However, they contain separate images that a viewer can fuse into a three-dimensional (3D) image by staring at the dots while defocusing the eyes. An experiment was performed to determine whether knowledge of the form of the embedded image affected the time required for subjects to fuse the images. One group of subjects (group NV) received no information or just verbal information about the shape of the embedded object. A second group (group VV) received both verbal information and visual information (specifically, a drawing of the object). The experimenters measured how many seconds it took for the subject to report that he or she saw the 3D image. 2-Sample t-Interval for m1 - m2 Conf level = 90, df = 70 m(NV) - m(VV) interval: (0.55, 5.47) a) Interpret your interval in context. b) Does it appear that viewing a picture of the image helps people see the 3D image in a stereogram? c) Whats the margin of error for this interval? d) Explain what the 90% confidence level means. e) Would you expect a 99% confidence level to be wider or narrower? Explain. f) Might that change your conclusion in part b? Explain.

CPMP, again During the study described in Exercise 7, students in both CPMP and traditional classes took another Algebra test that did not allow them to use calculators. The table below shows the results. Are the mean scores of the two groups significantly different? Performance on Algebraic Symbolic Manipulation Without Use of Calculators a) Write an appropriate hypothesis. b) Do you think the assumptions for inference are satisfied? Explain. c) Here is computer output for this hypothesis test. Explain what the P-value means in this context. 2-Sample t-Test of m1 - m2 _ 0 t-Statistic = -6.451 w>574.8761 df P 6 0.0001 d) State a conclusion about the CPMP program.

CPMP and word problems The study of the new CPMP Mathematics methodology described in Exercise 7 also tested students abilities to solve word problems. This table shows how the CPMP and traditional groups performed. What do you conclude?

Cost of shopping Do consumers spend more on a trip to Walmart or Target? Suppose researchers interested in this question collected a systematic sample from 85 Walmart customers and 80 Target customers by asking customers for their purchase amount as they left the stores. The data collected is summarized in the table below. To perform inference on these two samples, what conditions must be met? Are they? Explain.

Athlete ages A sports reporter suggests that professional baseball players must, on average, be older than professional football players, since football is a contact sport and players are more susceptible to concussions and serious injuries (www.sports.yahoo.com). One player was selected at random from each team in both professional baseball (MLB) and professional football (NFL). The data are summarized below. To perform inference on these two samples, what conditions must be met? Are they? Explain.

Cost of shopping, again Using the summary statistics provided in Exercise 11, researchers calculated a 95% confidence interval for the mean difference between Walmart and Target purchase amounts. The interval was (- +14.15, - +1.85). Explain in context what this interval means.

Athlete ages, again Using the summary statistics provided in Exercise 12, the sports reporter calculated the following 95% confidence interval for the mean difference between major league baseball players and professional football players. The 95% interval for mMLB - mNFL was ( -0.41, 3.09). Summarize in context what the interval means.

Commuting A man who moves to a new city sees that there are two routes he could take to work. A neighbor who has lived there a long time tells him Route A will average 5 minutes faster than Route B. The man decides to experiment. Each day he flips a coin to determine which way to go, driving each route 20 days. He finds that Route A takes an average of 40 minutes, with standard deviation 3 minutes, and Route B takes an average of 43 minutes, with standard deviation 2 minutes. Histograms of travel times for the routes are roughly symmetric and show no outliers. a) Find a 95% confidence interval for the difference in average commuting time for the two routes. b) Should the man believe the old-timers claim that he can save an average of 5 minutes a day by always driving Route A? Explain.

Pulse rates A researcher wanted to see whether there is a significant difference in resting pulse rates for men and women. The data she collected are displayed in the boxplots and summarized below. a) What do the boxplots suggest about differences between male and female pulse rates? b) Is it appropriate to analyze these data using the methods of inference discussed in this chapter? Explain. c) Create a 90% confidence interval for the difference in mean pulse rates. d) Does the confidence interval confirm your answer to part a? Explain.

Cereal Here are the data for the sugar content (as a percentage of weight) of several national brands of childrens and adults cereals. Create and interpret a 95% confidence interval for the difference in mean sugar content. Be sure to check the necessary assumptions and conditions. Childrens cereals: 40.3, 55, 45.7, 43.3, 50.3, 45.9, 53.5, 43, 44.2, 44, 47.4, 44, 33.6, 55.1, 48.8, 50.4, 37.8, 60.3, 46.6 Adults cereals: 20, 30.2, 2.2, 7.5, 4.4, 22.2, 16.6, 14.5, 21.4, 3.3, 6.6, 7.8, 10.6, 16.2, 14.5, 4.1, 15.8, 4.1, 2.4, 3.5, 8.5, 10, 1, 4.4, 1.3, 8.1, 4.7, 18.4

Egyptians Some archaeologists theorize that ancient Egyptians interbred with several different immigrant populations over thousands of years. To see if there is any indication of changes in body structure that might have resulted, they measured 30 skulls of male Egyptians dated from 4000 b.c.e and 30 others dated from 200 b.c.e. (A. Thomson and R. Randall-Maciver, Ancient Races of the Thebaid, Oxford: Oxford University Press, 1905) a) Are these data appropriate for inference? Explain. b) Create a 95% confidence interval for the difference in mean skull breadth between these two eras. c) Do these data provide evidence that the mean breadth of males skulls changed over this period? Explain.

Reading An educator believes that new reading activities for elementary school children will improve reading comprehension scores. She randomly assigns third graders to an eight-week program in which some will use these activities and others will experience traditional teaching methods. At the end of the experiment, both groups take a reading comprehension exam. Their scores are shown in the back-to-back stem-and-leaf display. Do these results suggest that the new activities are better? Test an appropriate hypothesis and state your conclusion.

Streams Researchers collected samples of water from streams in the Adirondack Mountains to look for any differences in the effects of acid rain. They measured the pH (acidity) of the water and classified the streams with respect to the kind of substrate (type of rock over which they flow). A lower pH means the water is more acidic. Here is a plot of the pH of the streams by substrate (limestone, mixed, or shale): Here are selected parts of a software analysis comparing the pH of streams with limestone and shale substrates: 2-Sample t-Test of m1 - m2 Difference Between Means = 0.735 t-Statistic = 16.30 w>133 df p 0.0001 a) State the null and alternative hypotheses for this test. b) From the information you have, do the assumptions and conditions appear to be met? c) What conclusion would you draw?

Baseball American League baseball teams play their games with the designated hitter rule, meaning that pitchers do not bat. The league believes that replacing the pitcher, traditionally a weak hitter, with another player in the batting order produces more runs and generates more interest among fans. Below are the average numbers of home runs hit per game in American League and National League stadiums for the 2011 season. a) Create an appropriate display of these data. What do you see? b) With a 95% confidence interval, estimate the mean number of home runs hit in American League games. c) Coors Field, in Denver, stands a mile above sea level, an altitude far greater than that of any other major league ball park. Some believe that the thinner air makes it harder for pitchers to throw curve balls and easier for batters to hit the ball a long way. Do you think the 1.354 home runs hit per game at Coors is unusual? Explain.

Handy A factory hiring people to work on an assembly line gives job applicants a test of manual agility. This test counts how many strangely shaped pegs the applicant can fit into matching holes in a one-minute period. The table below summarizes the data by sex of the job applicant. Assume that all conditions necessary for inference are met. a) Find 95% confidence intervals for the average number of pegs that males and females can each place. b) Those intervals overlap. What does this suggest about any sex-based difference in manual agility? c) Find a 95% confidence interval for the difference in the mean number of pegs that could be placed by men and women. d) What does this interval suggest about any difference in manual agility between men and women? e) The two results seem contradictory. Which method is correct: doing two-sample inference or doing onesample inference twice? f) Why dont the results agree?

Double header Look again at the data in Exercise 21. a) Explain why you should not use two separate confidence intervals to decide whether the two leagues differ in average number of home runs per game. b) Using a 95% confidence interval, estimate the difference between the mean number of home runs hit in American and National League games. c) Interpret your interval. d) Does this interval suggest that the two leagues may differ in average number of home runs hit per game?

Hard water In an investigation of environmental causes of disease, data were collected on the annual mortality rate (deaths per 100,000) for males in 61 large towns in England and Wales. In addition, the water hardness was recorded as the calcium concentration (parts per million, ppm) in the drinking water. The data set also notes, for each town, whether it was south or north of Derby. Is there a significant difference in mortality rates in the two regions? Here are the summary statistics. a) Test appropriate hypotheses and state your conclusion. b) The boxplots of the two distributions show an outlier among the data north of Derby. What effect might that have had on your test?

Job satisfaction A company institutes an exercise break for its workers to see if this will improve job satisfaction, as measured by a questionnaire that assesses workers satisfaction. Scores for 10 randomly selected workers before and after implementation of the exercise program are shown. The company wants to assess the effectiveness of the exercise program. Explain why you cant use the methods discussed in this chapter to do that. (Dont worry, well give you another chance to do this the right way.)

Summer school Having done poorly on their math final exams in June, six students repeat the course in summer school, then take another exam in August. If we consider these students representative of all students who might attend this summer school in other years, do these results provide evidence that the program is worthwhile?

Sex and violence The Journal of Applied Psychology reported on a study that examined whether the content of TV shows influenced the ability of viewers to recall brand names of items featured in the commercials. The researchers randomly assigned volunteers to watch one of three programs, each containing the same nine commercials. One of the programs had violent content, another sexual content, and the third neutral content. After the shows ended, the subjects were asked to recall the brands of products that were advertised. Here are summaries of the results: a) Do these results indicate that viewer memory for ads may differ depending on program content? A test of the hypothesis that there is no difference in ad memory between programs with sexual content and those with violent content has a P-value of 0.136. State your conclusion. b) Is there evidence that viewer memory for ads may differ between programs with sexual content and those with neutral content? Test an appropriate hypothesis and state your conclusion.

Ad campaign You are a consultant to the marketing department of a business preparing to launch an ad campaign for a new product. The company can afford to run ads during one TV show, and has decided not to sponsor a show with sexual content. You read the study described in Exercise 27, then use a computer to create a confidence interval for the difference in mean number of brand names remembered between the groups watching violent shows and those watching neutral shows. TWO-SAMPLE T 95% CI FOR MUviol MUneut: (-1.578,-0.602) a) At the meeting of the marketing staff, you have to explain what this output means. What will you say? b) What advice would you give the company about the upcoming ad campaign?

Sex and violence II In the study described in Exercise 27, the researchers also contacted the subjects again, 24 hours later, and asked them to recall the brands advertised. Results are summarized below. a) Is there a significant difference in viewers abilities to remember brands advertised in shows with violent vs. neutral content? b) Find a 95% confidence interval for the difference in mean number of brand names remembered between the groups watching shows with sexual content and those watching neutral shows. Interpret your interval in this context.

Ad recall In Exercises 27 and 29, we see the number of advertised brand names people recalled immediately after watching TV shows and 24 hours later. Strangely enough, it appears that they remembered more about the ads the next day. Should we conclude this is true in general about peoples memory of TV ads? a) Suppose one analyst conducts a two-sample hypothesis test to see if memory of brands advertised during violent TV shows is higher 24 hours later. If his P- value is 0.00013, what might he conclude? b) Explain why his procedure was inappropriate. Which of the assumptions for inference was violated? c) How might the design of this experiment have tainted the results? d) Suggest a design that could compare immediate brandname recall with recall one day later.

View of the water How much extra is having a waterfront property worth? A student took a random sample of 170 recently sold properties in Upstate New York to examine the question. Here are her summaries and boxplots of the two groups of prices: Construct and interpret a 95% confidence interval for the mean additional amount that waterfront property is worth. (From technology, df = 105.48.)

New construction The sample of house sales we looked at in Exercise 31 also listed whether homes were new construction or not. Find and interpret a 95% confidence interval for how much more an agent can expect to sell a new home for. (From technology, df = 197.8.) Here are the summaries and boxplots of the Sale Prices:

More arrows In Chapter 22, Exercise 47, we looked at the penetration of stone-tipped versus wooden-tipped arrows. Do these data suggest that stone-tipped arrows penetrate further than wooden-tipped? Wooden (mm): 216 211 192 208 203 210 203 Stone (mm): 240 208 213 225 232 214 240 a) Perform a complete hypothesis test. b) Does the difference in penetration seem worth the extra time, effort and cost? Find a 95% confidence interval to measure the average difference in penetration.

Final Shot In Exercise 48 of Chapter 22, we considered the accuracy of stone-tipped versus wooden-tipped arrows. Do these data give statistically significant evidence of a difference in accuracy between the two types? Wooden: 9.3 16.7 7.1 14 1 1.2 Stone: 4.9 21.1 7 1.8 5.4 8.6

Fast or not? In 2009, Antiquity published isotope analyses of the human skeletal tissue excavated from 1957 to 1967 at Whithorn Cathedral Priory, Scotland. These analyses sought to use new isotope methods to test common assumptions about the lifestyle and diet of the bishops and clerics compared to lay individuals buried at the same site. Specifically, Dr. Muldner (and others) tested an isotope that would indicate whether or not individuals ate seafood regularly. It is believed that the bishops and priests had access to seafood for fast days and other holy days, while the lay individuals did not. A higher measurement of collagen (%) indicates more seafood in a persons diet. Here are the data: Is there statistically significant evidence of a higher collagen level among priests and bishops?

I can relate Professor Jody Gittell analyzed workers in the health care system. Specifically, she was interested to see if relational coordination (communicating and relating for the purpose of task integration) makes a worker more resilient in response to external threats that require a coordinated response across multiple roles in the organization. She rated whether physicians and nurses were selected for teamwork qualities, on a scale of 0 to 2. Do these summaries show evidence that teamwork qualities are valued differently in doctors than in nurses? Assume the conditions for inference have been met. ( Journal of Applied Behavioral Science, March 2008)

Hungry? Researchers investigated how the size of a bowl affects how much ice cream people tend to scoop when serving themselves.14 At an ice cream social, people were randomly given either a 17 oz or a 34 oz bowl (both large enough that they would not be filled to capacity). They were then invited to scoop as much ice cream as they liked. Did the bowl size change the selected portion size? Here are the summaries: Test an appropriate hypothesis and state your conclusions. Assume any assumptions and conditions that you cannot test are sufficiently satisfied to proceed.

Thirsty? Researchers randomly assigned participants either a tall, thin highball glass or a short, wide tumbler, each of which held 355 ml. Participants were asked to pour a shot (1.5 oz = 44.3 ml) into their glass. Did the shape of the glass make a difference in how much liquid they poured?15 Here are the summaries: Test an appropriate hypothesis and state your conclusions. Assume any assumptions and conditions that you cannot test are sufficiently satisfied to proceed.

Lower scores? Newspaper headlines recently announced a decline in science scores among high school seniors. In 2000, a total of 15,109 seniors tested by The National Assessment in Education Program (NAEP) scored a mean of 147 points. Four years earlier, 7537 seniors had averaged 150 points. The standard error of the difference in the mean scores for the two groups was 1.22. a) Have the science scores declined significantly? Cite appropriate statistical evidence to support your conclusion. b) The sample size in 2000 was almost double that in 1996. Does this make the results more convincing or less? Explain.

The Internet The NAEP report described in Exercise 39 compared science scores for students who had home Internet access to the scores of those who did not, as shown in the graph. They report that the differences are statistically significant. a) Explain what statistically significant means in this context. b) If their conclusion is incorrect, which type of error did the researchers commit? c) Does this prove that using the Internet at home can improve a students performance in science?

Running heats In Olympic running events, preliminary heats are determined by random draw, so we should expect that the abilities of runners in the various heats to be about the same, on average. Here are the times (in seconds) for the 400-m womens run in the 2004 Olympics in Athens for preliminary heats 2 and 5. Is there any evidence that the mean time to finish is different for randomized heats? Explain. Be sure to include a discussion of assumptions and conditions for your analysis.

Swimming heats In Exercise 41 we looked at the times in two different heats for the 400-m womens run from the 2004 Olympics. Unlike track events, swimming heats are not determined at random. Instead, swimmers are seeded so that better swimmers are placed in later heats. Here are the times (in seconds) for the womens 400-m freestyle from heats 2 and 5. Do these results suggest that the mean times of seeded heats are not equal? Explain. Include a discussion of assumptions and conditions for your analysis.

Tees Does it matter what kind of tee a golfer places the ball on? The company that manufactures Stinger tees claims that the thinner shaft and smaller head will lessen drag, reducing spin and allowing the ball to travel farther. In August 2003, Golf Laboratories, Inc., compared the distance traveled by golf balls hit off regular wooden tees to those hit off Stinger tees. All the balls were struck by the same golf club using a robotic device set to swing the club head at approximately 95 miles per hour. Summary statistics from the test are shown in the table. Assume that 6 balls were hit off each tee and that the data were suitable for inference. Is there evidence that balls hit off the Stinger tees would have a higher initial velocity?

Golf again Given the test results on golf tees described in Exercise 43, is there evidence that balls hit off Stinger tees would travel farther? Again, assume that 6 balls were hit off each tee and that the data were suitable for inference.

Crossing Ontario Between 1954 and 2003, swimmers have crossed Lake Ontario 43 times. Both women and men have made the crossing. Here are some plots (weve omitted a crossing by Vikki Keith, who swam a round tripNorth to South to Northin 3390 minutes): The summary statistics are: How much difference is there between the mean amount of time (in minutes) it would take female and male swimmers to swim the lake? a) Construct and interpret a 95% confidence interval for the difference between female and male times. b) Comment on the assumptions and conditions.

Music and memory Is it a good idea to listen to music when studying for a big test? In a study conducted by some Statistics students, 62 people were randomly assigned to listen to rap music, music by Mozart, or no music while attempting to memorize objects pictured on a page. They were then asked to list all the objects they could remember. Here are summary statistics: a) Does it appear that it is better to study while listening to Mozart than to rap music? Test an appropriate hypothesis and state your conclusion. b) Create a 90% confidence interval for the mean difference in memory score between students who study to Mozart and those who listen to no music at all. Interpret your interval.

Rap Using the results of the experiment described in Exercise 46, does it matter whether one listens to rap music while studying, or is it better to study without music at all? a) Test an appropriate hypothesis and state your conclusion. b) If you concluded there is a difference, estimate the size of that difference with a confidence interval and explain what your interval means.

Cuckoos Cuckoos lay their eggs in the nests of other (host) birds. The eggs are then adopted and hatched by the host birds. But the potential host birds lay eggs of different sizes. Does the cuckoo change the size of her eggs for different foster species? The numbers in the table are lengths (in mm) of cuckoo eggs found in nests of three different species of other birds. The data are drawn from the work of O.M. Latter in 1902 and were used in a fundamental textbook on statistical quality control by L.H.C. Tippett (19021985), one of the pioneers in that field. Investigate the question of whether the mean length of cuckoo eggs is the same for different species, and state your conclusion.