CLARIFYING THE CONCEPTS
1. Write a sentence describing in your own words the field of statistics. (p. 5)
1.2.1
Answers will vary.
2. What do we call the entities from which the data are collected? (p. 7)
3. Describe the difference between a qualitative and a quantitative variable. (p. 9)
1.2.3
A qualitative variable is usually classified into categories; a quantitative variable takes on numerical values.
4. What is another term for a qualitative variable? (p. 9)
5. True or false: The actual value of a population parameter is usually unknown. (p. 12)
1.2.5
True
6. What is the difference between a sample and a population? (p. 12)
7. Explain what a statistic is. (p. 12)
1.2.7
A statistic is a characteristic of a sample.
8. Describe one difference between a statistic and a parameter. (p. 12)
9. What is a census? (p. 13)
1.2.9
Collections of data from every element in the population
10. True or false: Statistical inference refers to methods for summarizing and organizing the information in a data set. (p. 14)
PRACTICING THE TECHNIQUES
CHECK IT OUT!
To do | Check out | Topic |
---|---|---|
Exercises 11–13, 17–19, and 23–25 |
Example 5 | Elements, variables, and observations |
Exercises 14, 20, and 26 |
Example 6 | Qualitative and quantitative variables |
Exercises 15, 21, and 27 |
Example 7 | Discrete and continuous variables |
Exercises 16, 22, and 28 |
Example 8 | Levels of measurement |
Exercises 29–42 |
Examples 6, 7, and 8 |
Types of variables and levels of measurement |
Exercises 43–45 | Example 9 | Population and sample |
Exercises 46–48 | Example 10 | Parameter and statistic |
Exercises 49–51 | Example 11 | Statistical inference |
Exercises 52–57 | Example 9 | Population and sample |
Exercises 58–64 | Example 11 | Statistical inference |
For Exercises 11–16, answer the following questions about the data in Table 6.
Team | Captain's gender |
Wins | Rank | Winning percentage |
---|---|---|---|---|
Dragonborn | Male | 10 | 1 | 0.667 |
Sprites | Female | 9 | 2 | 0.600 |
Enchanters | Female | 7 | 3 | 0.467 |
Trolls | Male | 4 | 4 | 0.267 |
11. What are the elements?
1.2.11
Teams: Dragonborn, Sprites, Enchanters, Trolls
12. List the variables.
13. Do the following.
1.2.13
(a) Male, female (b) Female, 9, 2, 0.600
14. List the quantitative variables and the qualitative variables.
15. Which variables are discrete and which variables are continuous?
1.2.15
Discrete: wins; Continuous: winning percentage
16. For each variable, determine whether it represents nominal, ordinal, interval, or ratio data.
For Exercises 17–22, answer the following questions about the data in Table 7.
Player | Team | Batting average |
Hits | Rank | Year of birth |
---|---|---|---|---|---|
Miguel Cabrera |
Detroit Tigers |
0.348 | 193 | 1 | 1983 |
Michael Cuddyer |
Colorado Rockies |
0.331 | 162 | 2 | 1979 |
Joe Mauer |
Minnesota Twins |
0.324 | 144 | 3 | 1991 |
Michael Trout |
Los Angeles Angels |
0.323 | 190 | 4 | 1983 |
Chris Johnson |
Atlanta Braves |
0.321 | 165 | 5 | 1984 |
17
17. What are the elements?
1.2.17
The players: Miguel Cabrera, Michael Cuddyer, Joe Mauer, Michael Trout, Chris Johnson
18. List the variables.
19. Do the following.
1.2.19
(a) Detroit Tigers, Colorado Rockies, Minnesota Twins, Los Angeles Angels, Atlanta Braves (b) Detroit Tigers, 0.348, 193, 1, 1983
20. List the quantitative variables and the qualitative variables.
21. Which variables are discrete and which variables are continuous?
1.2.21
Discrete: hits, year of birth; Continuous: batting average
22. For each variable, determine whether it represents nominal, ordinal, interval, or ratio data.
For Exercises 23–28, answer the following questions regarding the data in Table 8, which contains the five universities with the most federal student loan recipients for the 2013–2014 academic year.
23. What are the elements?
1.2.23
Schools: University of Phoenix, Devry University, ITT Technical Institute, Penn State University, Kaplan University
24. List the variables.
25. Do the following.
1.2.25
(a) Proprietary and public (b) PA, Public, 42,011, $151 million
26. List the quantitative variables and the qualitative variables.
27. Which variables are discrete and which variables are continuous?
1.2.27
Discrete: recipients, total loan amount ($ millions)
28. For each variable, determine whether it represents nominal, ordinal, interval, or ratio data.
School | State | School type | Recipients | Total loan amount ($ millions) |
---|---|---|---|---|
University of Phoenix |
AZ | Proprietary | 123,583 | 453 |
Devry University |
IL | Proprietary | 45,361 | 215 |
ITT Technical Institute |
IN | Proprietary | 43,671 | 155 |
Penn State University |
PA | Public | 42,011 | 151 |
Kaplan University |
IA | Proprietary | 36,001 | 140 |
For Exercises 29–42:
29. The year you were born
1.2.29
(a) Quantitative, discrete (b) Interval
30. Whether you own a cell phone or not
31. The price of tea in China
1.2.31
(a) Quantitative, discrete (b) Ratio
32. The SAT Math score of the person sitting next to you (scores range from 200 to 800)
33. The winning score in next year's Super Bowl
1.2.33
(a) Quantitative, discrete (b) Ratio
34. The winning team in next year's Super Bowl
35. The rank of the winning Super Bowl team in its division
1.2.35
(a) Qualitative (b) Ordinal
36. The number of friends on a student's Facebook page
37. Your favorite television show
1.2.37
(a) Qualitative (b) Nominal
38. How many contacts you have on your cell phone
39. Your favorite ice cream
1.2.39
(a) Qualitative (b) Nominal
40. Your credit card balance
41. How old your car is
1.2.41
(a) Quantitative, continuous (b) Ratio
42. What model your car is
For Exercises 43–45, state whether the data in the indicated table represent a sample or a population.
43. Table 6: Note that the four teams represent all the teams in the intramural league.
1.2.43
Population
44. Table 7
45. Table 8
1.2.45
Sample
For Exercises 46–48, state whether the indicated measure represents a statistic or a parameter.
46. Refer to Table 6 and Exercise 43. The most wins in the league is 10.
47. Refer to Table 7 and Exercise 44. The oldest player was born in 1979.
1.2.47
Statistic
48. Refer to Table 8 and Exercise 45. Four out of five (80%) of the universities in Table 8 are proprietary.
For Exercises 49–51, state whether descriptive statistics or statistical inference is indicated.
49. Refer to Table 6. Half of the teams in the league have female team captains.
1.2.49
Descriptive statistics
50. Refer to Table 7. Suppose we find the average number of hits of the players in Table 7, and infer this value to represent the average number of hits for all players in the league.
51. Refer to Table 8. Suppose we infer from Exercise 48 that 80% of all universities are proprietary.
1.2.51
Statistical inference
For Exercises 52–57, identify the population and the sample.
52. A researcher is interested in the median home sales price in Tarrant County, Texas. He collects sales data on 100 home sales.
53. A psychologist is concerned about the health of veterans returning from war. She examines 20 veterans and assesses whether they show signs of post-traumatic stress disorder.
1.2.53
Population: all veterans returning from war; Sample: the 20 veterans selected.
54. A sociologist wants to learn about the number of meetings per year of the 4-H clubs in Maricopa County, Arizona. He collects information from 10 different 4-H clubs in various parts of the county.
55. A physical therapist would like to determine whether a new exercise method can delay the onset of osteoporosis in older women. She chooses 10 of her patients to use the new method.
1.2.55
Population: all older women; Sample: the physical therapist's 10 selected patients.
56. An educator asks a sample of students at Portland Community College whether they would be interested in taking a course online.
57. A financial adviser would like to assess the effect of mergers on price/earnings ratio. She collects data on 50 companies that recently underwent a merger.
1.2.57
Population: all companies that recently underwent a merger; Sample: the 50 selected companies that recently underwent a merger.
18
For Exercises 58–64, state whether descriptive statistics or statistical inference was used, and explain why.
58. The average price in a sample of 15 homes sold in Jacksonville, Florida, for the week of April 21 was $253,200.
59. According to the Department of Transportation, 60% of all automobile passengers wear seat belts. This is based on a survey of 1000 automobile passengers, of whom 600 wore seat belts.
1.2.59
Inferential statistics; the sample was used to draw a conclusion about the entire population.
60. In a sample of 500 subjects, it was found that daily exercise lowered the average cholesterol level by 10%. A medical spokesperson then stated that daily exercise can lower everyone's cholesterol level by 10%.
61. In a sample of 140 traffic fatalities in New York, 75 involved alcohol.
1.2.61
Descriptive statistics; the variable describes a sample.
62. The goals-against average for the Charlestown Chiefs hockey team in a sample of 20 games was 3.57 goals per game.
63. The Department of Health and Human Services conducted a survey, in which it was found that the percentage of 15- to 18-year-olds using illicit drugs has dropped in the last two years. The department concluded that illicit drug use has fallen among all 15- to 18-year-olds.
1.2.63
Inferential statistics; the sample was used to draw a conclusion about the entire population.
64. The average on the first statistics exam for a sample of 10 students in Ms. Reynolds' class was 70.
APPLYING THE CONCEPTS
For Exercises 65–71, do the following.
65. Endangered Species. Refer to the following table, which lists four of the endangered animal species in the United States, as listed by www.earthsendangered.com. Do (a)–(d) and then provide the observation for the Florida panther.
Endangered species |
Year listed as endangered |
Estimated number remaining |
Range |
---|---|---|---|
Pygmy rabbit | 2001 | 20 | Washington State |
Florida panther | 1973 | 50 | Florida |
Red wolf | 1967 | 200 | North Carolina |
West Indian manatee |
1967 | 2500 | Florida |
1.2.65
(a) Elements: Endangered species pygmy rabbit, Florida panther, red wolf, and West Indian manatee; Variables: year listed as endangered, estimated number remaining, and range. (b) Qualitative variables: range; Quantitative variables: year listed as endangered and estimated number remaining. (c) Year listed as endangered—discrete, estimated number remaining—discrete. (d) Year listed as endangered—interval; estimated number remaining—ratio, range—nominal. (e) 1973, 50, Florida.
66. Top Five Employers in Santa Monica, CA. Refer to the following table. Do (a)–(d), and then provide the observation for the city of Santa Monica.
Company | Employees | Industry |
---|---|---|
City of Santa Monica | 1892 | Government |
St. John's Health Center | 1755 | Health services |
The Macerich Company | 1605 | Real estate |
Fremont General Corp | 1600 | Insurance |
Entravision Corp | 1206 | Media company |
67. Genetically Engineered Crops. Genetically engineered (GE) crops are now planted on the majority of acreage in many states around the country. GE corn comes in three varieties: insect-resistant, herbicide-tolerant, and stacked genes. The following table contains the proportion of the corn grown in each of five states that is GE, along with the GE type most prevalent in each state, for 2013.5 Do (a)–(d), and then provide the observation for the state of Texas.
State | Proportion of GE corn |
Most prevalent type |
---|---|---|
Texas | 89% | Herbicide-tolerant |
Missouri | 92% | Insect-resistant |
Minnesota | 91% | Herbicide-tolerant |
Ohio | 85% | Herbicide-tolerant |
South Dakota | 96% | Herbicide-tolerant |
1.2.67
(a) Elements: States Texas, Missouri, Minnesota, Ohio, and South Dakota; Variables: proportion of GE corn and most prevalent type.
(b) Qualitative variables: most prevalent type; quantitative variables: proportion of GE corn (c) proportion of GE corn—ratio; most prevalent type—nominal (d) proportion of GE corn—continuous (e) 89%, herbicide-tolerant
68. Hospitals Near Jackson, MS. Refer to the following table. Do (a)–(d). What is the observation for Rankin Medical Center?
Hospital | Beds | City | Zip |
---|---|---|---|
Hardy Wilson | 49 | Hazlehurst | 39083 |
Humphreys County | 34 | Belzoni | 39038 |
Jefferson County | 30 | Fayette | 39069 |
Lackey Memorial | 15 | Forest | 39074 |
Leake Memorial | 25 | Carthage | 39051 |
Madison County | 67 | Canton | 39046 |
Montfort Jones | 72 | Kosciusko | 39090 |
Rankin Medical Center | 134 | Brandon | 39042 |
69. Births and Maternal Age in Westchester County, NY. The following table represents the number of births and the average maternal age in 10 hospitals in northwest Westchester County, New York. Do (a)–(d). What is the observation for Sleepy Hollow?
19
Hospital | Births | Average maternal age |
---|---|---|
Briarcliff Manor | 71 | 34.1 |
Buchanan | 25 | 31.6 |
Cortlandt | 348 | 32.2 |
Croton-on-Hudson | 93 | 33.5 |
Mount Pleasant | 277 | 32.8 |
Ossining 1 | 80 | 32.1 |
Ossining 2 | 371 | 29.2 |
Peekskill | 365 | 29.0 |
Pleasantville | 79 | 32.9 |
Sleepy Hollow | 134 | 29.2 |
1.2.69
(a) Elements: Hospitals Briarcliff Manor, Buchanan, Cortlandt, Croton-on-Hudson, Mount Pleasant, Ossining 1, Ossining 2, Peekskill, Pleasantville, and Sleepy Hollow; Variables: births and average maternal age (b) Qualitative variables: There are no qualitative variables; Quantitative variables: births and average maternal age (c) Births—discrete; average maternal age— continuous (d) Births—ratio; average maternal age—ratio (e) 134, 29.2
70. Commodity Prices. The financial company Bloomberg (www.bloomberg.com) reported that, on June 4, 2014, the prices in dollars for the following commodities were oil ($102.79, +0.13%), gold ($1243.62, −0.110%), and wheat ($616.25, +0.61%). Do (a)–(d). What is the observation for gold?
71. Worst Tornadoes. CNN.com reports6 that the five worst tornadoes in American history in terms of death toll are as shown in the following table. Do (a)–(d). What is the observation for the St. Louis Tornado?
Tornado name | Deaths | Year |
---|---|---|
Tri-State | 695 | 1925 |
Natchez | 317 | 1840 |
St. Louis | 255 | 1896 |
Tupelo | 216 | 1936 |
Gainesville | 203 | 1936 |
1.2.71
(a) Elements are the tornado names: Tri-State, Natchez, St. Louis, Tupelo, Gainesville; Variables: deaths, year (b) Quantitative variables: deaths, year (c) Discrete: deaths, year (d) Deaths is ratio, year is interval (e) 255, 1896
72. Top Five Employers in Santa Monica, CA. Refer to Exercise 66 to answer the following questions.
73. Worst Tornadoes. Refer to Exercise 71 to answer the following questions.
1.2.73
(a) Sample (b) No, only the five tornadoes with the highest death toll are included.
Light Bulb Lifetime. Use the following information for Exercises 74 and 75. An electrical company has developed a new form of light bulb that it claims lasts longer than current models. The company has 1 million bulbs in its inventory.
74. How do you think the company found evidence for its claim?
75. Suppose you take a representative sample of 100 of the new light bulbs and find the average lifetime to be 2000 hours.
1.2.75
(a) Statistic (b) An estimate of the average lifetime of all new light bulbs is the average lifetime of the sample of 100 light bulbs, which is 2000 hours.
Largest University Campuses. The National Center for Education Statistics reported that the colleges or university campuses with the largest enrollment in 2014 are as shown in the table. Use this information for Exercises 76 and 77.
Institution | State | Enrollment | Rank |
---|---|---|---|
Ashford University | Iowa | 74,596 | 1 |
Arizona State University | Arizona | 72,254 | 2 |
Liberty University | Virginia | 64,096 | 3 |
Miami Dade College | Florida | 63,736 | 4 |
Lone Star College System |
Texas | 63,029 | 5 |
76. Do the following.
77. Answer the following.
1.2.77
(a) Sample (b) No, only the five campuses with the largest enrollment are included. (c) Arizona, 72,254, 2
BRINGING IT ALL TOGETHER
Chapter 1 Case Study: Video Game Sales.
Use Table 3 (page 8) to answer Exercises 78–88.
videogamesales
78. Which of the variables are qualitative?
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79. List the quantitative variables.
1.2.79
Sales for week, sales total, weeks on list
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80. Is Weeks on list a discrete variable or a continuous variable?
videogamesales
81. Does the list in Table 3 represent a sample or a population? Explain.
1.2.81
Sample, only the 30 best-selling video games are included.
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82. The number for highest sales for the week is 36,732. Does this represent a parameter or a statistic?
videogamesales
83. State the nominal variables.
1.2.83
Platform, studio, type, weeks on list
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84. Are there any ordinal variables?
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85. Which variables represent ratio data?
1.2.85
Sales for week, sales total
videogamesales
86. Is there a variable that can be viewed as interval data? Explain.
videogamesales
87. The Xbox 360 version of Grand Theft Auto V outsold the PS3 version of the game for the week of May 14, 2014. Is this considered descriptive statistics or statistical inference?
1.2.87
Descriptive statistics
videogamesales
88. Refer to the previous question. Suppose we then predict that the Xbox 360 version of Grand Theft Auto V will outsell the PS3 version of the game for the following week. Does this represent descriptive statistics or statistical inference?