CHAPTER 15 HOMEWORK A study shows that there is a positive correlation between the size of a Question hospital (measured by its number of beds) and the median number of days the patients remain in the hospital. The reason for the positive correlation is: A. You can shorten a hospital stay by choosing a small hospital. B. Answer Small hospitals are less expensive than large hospitals. C. Patients suffering from more serious illnesses are more likely to go to larger hospitals, which may have more or better facilities for treatment. The lengths of two bones, the humerus and the femur, in the fossils of the extinct beast Archaeopteryx closely follow a straight-line pattern. The equation of the least-squares line is : Question humerus length = -3.66 + (1.197 × femur length) True or false: The correlation between the length of the humerus and the length of the femur is negative. Answer True False The least-squares line for predicting school GPA from IQ score, based on a sample of 78 students, is given as: GPA = -3.56 + (0.101 × IQ). Question Identify the statement that correctly interprets the meaning of slope b = 0.101, with reference to the relationship between the two variables. A. Answer If the IQ score increases by 1 point, we expect the GPA to decrease by 0.101 points. B. If the IQ score increases by 1 point, we expect the GPA to increase by 0.101 points. C. If the GPA increases by 1 point, we expect the IQ score to increase by 0.101 points. A study of class attendance and grades among first-year students at a state university showed that, in general, students who attended a higher percentage of classes earned higher grades. Class attendance explained 16 percent of the Question variation in grade index among students. What is the numerical value of the correlation between the percentage of classes attended and the grade index? A. 0.04 B. Answer 0.40 C. 0.16 D. -0.16 The data on the prices charged for a 16-ounce soda and for a hot dog at Major League Baseball stadiums is displayed below. Question Team Hot Dog Soda Angels 2.75 2.29 Astros 4.00 2.86 Braves 3.75 2.80 Brewers 2.50 2.67 Cardinals 3.00 3.14 Dodgers 3.75 2.50 Expos 1.47 2.20 Giants 3.75 3.00 Indians 2.50 3.00 Marlins 3.00 2.67 Mets 4.50 2.55 Padres 3.00 3.00 Phillies 3.25 2.40 Pirates 2.25 2.25 Rangers 2.25 2.25 Red Sox 3.75 2.86 Rockies 3.25 3.00 Royals 2.50 2.29 Tigers 1.60 2.00 Twins 3.00 2.20 White Sox 2.75 2.57 The correlation between the prices is r = 0.51. What is the proportion of the variation in hot dog prices explained by the least-squares regression of hot dog prices on 16-ounce soda prices? A. 0.26 B. Answer 0.51 C. -0.51 D. 0.71 The correlation between IQ score and school GPA is r = 0.634. The correlation between mileage (miles per gallon) of an automobile and its speed (miles per hour) is 0. The correlation between wine consumption and deaths Question due to heart disease is r = -0.645. Identify the set of variables that has the strongest straight-line relationship. A. IQ score and school GPA Answer B. Wine consumption and deaths due to heart-disease C. Mileage of an automobile and speed of the automobile People who do well tend to feel good about themselves. Perhaps helping people feel good about themselves will help them do better in school and life. Raising self-esteem became for a time a goal in many schools. California even Question created a state commission to advance the cause. Which of the following factors is responsible for the association between high self-esteem and good school performance? A. The cause-and-effect relationship in one direction: high self-esteem motivating to do well. B. Answer The cause-and-effect relationship in one direction: doing well raising selfesteem. C. The cause-and-effect relationship may be in both directions. The February 2, 2008, issue of Columbus Dispatch reported about a study on the distance to the residences of students from the campus and the average GPA. The summary of the results is displayed. Residence Avg. GPA Residence hall 3.33 Walking distance 3.16 Near campus, long walk or short drive 3.12 Within the county, not near campus 2.97 2.94 Question Outside the county Based on this data, the association between the distance at which a student lives from the campus and the GPA is negative. Many universities require freshmen to live on the campus, but these data have prompted some to suggest that sophomores should also be required to live on the campus in order to improve grades. Complete the following statement by choosing the appropriate option: The data about the distance at which a student lives from the campus and the grades of the student implies that ___: A. There is no association between the distance at which a student lives from the campus and the grades of the student. Answer B. There is an association between the distance at which a student lives from the campus and the grades of the student. C. There is a direct cause-and-effect relationship between the distance at which a student lives from the campus and the grades of the student. The opening of a newspaper report about a College Board study of 15,941 high school graduates says: Question Minority students who take high school algebra and geometry succeed in college at almost the same rate as whites, a new study says. The link between high school math and college graduation is “almost magical,” says College Board President Donald Stewart, suggesting “math is the gatekeeper for success in college.” “These findings,” he says, “justify serious consideration of a national policy to ensure that all students take algebra and geometry." True or false: The positive association between taking algebra and geometry in college and succeeding in college is most likely caused by the effect of a third variable. Answer True False The gas mileage of an automobile first increases and then decreases as the speed increases. The data on speed (miles per hour) and mileage (miles per gallon) is displayed. Speed(x) Mileage(y) 30 20 40 24 50 26 60 24 70 20 The least-squares line for predicting mileage from speed is: mileage = 22.8 + (0 × speed) Refer to the given scatterplot. Questio n The correlation between mileage and speed is r = 0. Identify the reason why the regression line is insignificant in predicting mileage. A. There is no relationship between the two variables. Answer B. The relationship between the two variables is not linear. C. The relationship between the two variables is very weak. Drinking moderate amounts of wine may help prevent heart attacks. The data on yearly wine consumption (liters of alcohol from drinking wine, per person) and yearly deaths from heart disease (deaths per 100,000 people) in 19 developed countries in 2001 is displayed. Country Alcohol from wine death rate Australia 3.25 80 Austria 4.75 100 Belgium 2.75 60 Canada 1.50 80 Denmark 4.50 90 Finland 3.00 120 France 8.50 40 Question Germany 3.75 90 Iceland 1.25 110 Ireland 2.00 130 Italy 7.50 60 Netherlands 2.75 70 New Zealand 2.50 100 Norway 1.75 80 Spain 5.00 50 Sweden 2.50 90 Switzerland 6.00 70 United Kingdom 2.75 120 United States 1.25 120 The correlation for these variables is r = -0.645. What does this value indicate about the direction and strength of the association between the two variables? A. The association is positive and moderately strong. Answer B. The association is negative and moderately strong. C. The association is negative and moderately weak. Researchers studied the data on yearly wine consumption (liters of alcohol from drinking wine, per person) and yearly deaths due to heart disease (deaths per 100,000 people) in 19 developed countries in 2001. The least-squares regression line for predicting rate of death (y) due to heart disease caused by wine consumption (x), is: y = 115.86 - 8.05x. The correlation for the two variables is r = -0.645. Note that both the correlation and the slope of regression line, are positive. Question The least-squares line for predicting school GPA from IQ score, based on 78 students, is given as: GPA = -3.56 + (0.101 × IQ). The correlation between these variables is r = 0.634. Note that both the correlation and the slope of regression line, are negative. True or false: For any given data, the correlation and the slope of least-squares regression line will have the same sign. Answer True False The least-squares line for predicting school GPA (measured on an 11-point Question scale) from IQ score, based on a sample of 78 seventh-grade students, is given as: GPA = -3.56 + (0.101 × IQ). The estimated GPA of a student whose IQ score is 115 is ____. A. -409.3 B. 3.56 Answer C. 1.01 D. 8.055 CHAPTER 23 HOMEWORK A researcher looking for evidence of extrasensory perception (ESP) tests 200 subjects. Only one of the subjects does significantly better (P-value < 0.01) than random guessing. Question Do the results of this study provide strong evidence that this person has ESP? Explain. A. Yes. The p-value is quite small for this subject. B. No. The p-value is too large for this subject. Answer C. No. When testing 200 subjects, each using alpha = 0.01, even if all subjects are truly "ordinary", it is expected that one or two will display statistically significant results just by random chance. Question A company compares two bottle designs by placing bottles with both designs on the shelves of several markets in a large city. Checkout scanner data on more than 10,000 bottles bought show that more shoppers bought Design A than Design B. The difference is statistically significant (P-value = 0.018). What can we conclude about the strength of the preference for Design A? A. The magnitude of the preference for Design A is likely to be overwhelming, given the large sample size. B. Answer The difference is statistically significant, but it may not be practically important. C. The difference is statistically significant and certainly practically important. D. The sample size is relatively small compared to the population of the city, so we cannot be too sure of the results. Question Answer As the sample size (or number of subjects in a study) increases, the margin of error of a 95% confidence interval will increase. True False As the sample size (or the number of subjects in a study) increases, then the PQuestion value will decrease, if the null hypothesis H0 is false and all facts about the population remain unchanged as n increases. Answer True False