Deck 2: Describing the Distribution of a Single Variable
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Deck 2: Describing the Distribution of a Single Variable
1
Researchers may try to gain insight into the characteristics of a population by examining a(n) _____ of the population.
A) model
B) sample
C) exemplar
D) replica
A) model
B) sample
C) exemplar
D) replica
sample
2
The number of car insurance policy holders is an example of a discrete numerical variable.
True
3
Data can be categorized as cross-sectional or time series.
True
4
In order for the characteristics of a sample to be generalized to the entire population, the sample should be:
A) symbolic of the population
B) atypical of the population
C) representative of the population
D) illustrative of the population
A) symbolic of the population
B) atypical of the population
C) representative of the population
D) illustrative of the population
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5
Cross-sectional data are data on a population at a distinct point in time, whereas time series data are data collected over time.
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6
Age, height, and weight are examples of numerical data.
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7
A sample of a population taken at one particular point in time is categorized as:
A) categorical
B) discrete
C) cross-sectional
D) time-series
A) categorical
B) discrete
C) cross-sectional
D) time-series
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8
Gender and states of residence are examples of ____ data.
A) discrete
B) continuous
C) categorical
D) ordinal
A) discrete
B) continuous
C) categorical
D) ordinal
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9
A data set is typically a rectangular array of data, with observations in columns and variables in rows.
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10
A variable is classified as ordinal if:
A) there is a natural ordering of categories
B) there is no natural ordering of categories
C) the data arise from continuous measurements
D) we track the variable through a period of time
A) there is a natural ordering of categories
B) there is no natural ordering of categories
C) the data arise from continuous measurements
D) we track the variable through a period of time
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11
A variable (or field or attribute) is a characteristic of members of a population, whereas an observation (or case or record) is a list of all variable values for a single member of a population.
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12
Categorizing age variables as "young," "middle-aged," and "elderly" is an example of:
A) counting
B) ordering
C) value adding
D) binning
E) categorizing
A) counting
B) ordering
C) value adding
D) binning
E) categorizing
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13
Coding males as 1 and females as 0 in a data set illustrates the use of:
A) nominal variables
B) dummy variables
C) numerical variables
D) ordinal variables
A) nominal variables
B) dummy variables
C) numerical variables
D) ordinal variables
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14
A population includes all elements or objects of interest in a study, whereas a sample is a subset of the population used to gain insights into the characteristics of the population.
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15
Data that arise from counts are best described as _____ data.
A) continuous
B) nominal
C) counted
D) discrete
A) continuous
B) nominal
C) counted
D) discrete
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16
The daily closing values of the Dow Jones Industrial Average over a period of 30 days are best described as _____ data.
A) cross-sectional
B) discrete
C) time-series
D) nominal
A) cross-sectional
B) discrete
C) time-series
D) nominal
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17
Categorical variables can be classified as either discrete or continuous.
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18
Phone numbers, Social Security numbers, and zip codes are typically treated as numerical variables.
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19
All nominal data may be treated as ordinal data.
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20
Excel® stores dates as:
A) numbers
B) variables
C) records
D) text
A) numbers
B) variables
C) records
D) text
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21
What is the most common type of chart for showing the distribution of a numerical variable?
A) time series graph
B) histogram
C) bin
D) box plot
A) time series graph
B) histogram
C) bin
D) box plot
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22
Which statement is true for the following data values: 7, 5, 6, 4, 7, 8, and 12?
A) The mean, median, and mode are all equal.
B) Only the mean and median are equal.
C) Only the mean and mode are equal.
D) Only the median and mode are equal.
A) The mean, median, and mode are all equal.
B) Only the mean and median are equal.
C) Only the mean and mode are equal.
D) Only the median and mode are equal.
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23
The interquartile range (IQR) encompasses what percent of the observations?
A) lower 25%
B) middle 50%
C) upper 75%
D) upper 90%
E) 100%
A) lower 25%
B) middle 50%
C) upper 75%
D) upper 90%
E) 100%
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24
The mode is best described as the:
A) middle observation
B) same as the average
C) 50th percentile
D) most frequently occurring value
E) third quartile
A) middle observation
B) same as the average
C) 50th percentile
D) most frequently occurring value
E) third quartile
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25
What are the three most common measures of central tendency?
A) mean, median, and mode
B) mean, variance, and standard deviation
C) mean, median, and variance
D) mean, median, and standard deviation
E) first quartile, second quartile, and third quartile
A) mean, median, and mode
B) mean, variance, and standard deviation
C) mean, median, and variance
D) mean, median, and standard deviation
E) first quartile, second quartile, and third quartile
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26
Indicate the type of data for each of the six variables included in this set.
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27
The median of a data set with 30 values would be the average of the 15th and the 16th values when the data values are arranged in ascending order.
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28
The length of the box in the box plot portrays the:
A) mean
B) median
C) range
D) interquartile range
E) third quartile
A) mean
B) median
C) range
D) interquartile range
E) third quartile
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29
The only meaningful way to summarize categorical data is with counts of observations in the categories.
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30
The median can also be described as the:
A) middle observation when the data values are arranged in ascending order
B) best estimate of the population mean based on multiple samples
C) second percentile
D) the average of all values
A) middle observation when the data values are arranged in ascending order
B) best estimate of the population mean based on multiple samples
C) second percentile
D) the average of all values
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31
With symmetric, "bell-shaped" distributions, approximately what percent of the observations are within two standard deviations of the mean?
A) 50%
B) 68%
C) 95%
D) 99.7%
E) 100%
A) 50%
B) 68%
C) 95%
D) 99.7%
E) 100%
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32
Both ordinal and nominal variables are categorical.
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33
How is the median defined if the number of observations is even?
A) the average of the two middle observations
B) the difference between the two middle observations
C) the most frequent observation
D) the difference between the highest and smallest observation
A) the average of the two middle observations
B) the difference between the two middle observations
C) the most frequent observation
D) the difference between the highest and smallest observation
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34
If a value represents the 95th percentile, this means that:
A) 95% of all values are below this value
B) 95% of all values are above this value
C) 95% of the time you will observe this value
D) there is a 5% chance that this value is incorrect
E) there is a 95% chance that this value is correct
A) 95% of all values are below this value
B) 95% of all values are above this value
C) 95% of the time you will observe this value
D) there is a 5% chance that this value is incorrect
E) there is a 95% chance that this value is correct
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35
The difference between the first and third quartile is called the:
A) interquartile range
B) interdependent range
C) unimodal range
D) bimodal range
E) mid-range
A) interquartile range
B) interdependent range
C) unimodal range
D) bimodal range
E) mid-range
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36
A histogram that is positively skewed is also called:
A) skewed to the right
B) skewed to the left
C) balanced
D) symmetric
A) skewed to the right
B) skewed to the left
C) balanced
D) symmetric
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37
As a measure of variability, what is defined as the maximum value minus the minimum value?
A) variance
B) standard deviation
C) mean
D) range
E) median
A) variance
B) standard deviation
C) mean
D) range
E) median
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38
Statistics professor has just given a final examination in his statistical inference course. He is particularly interested in learning how his class of 40 students performed on this exam. The scores are shown below. 
What are the mean and median scores on this exam?

What are the mean and median scores on this exam?
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39
What measure of distribution relates to extreme events, such as a stock market crash?
A) asymmetric
B) kurtosis
C) negatively skewed
D) skewness
A) asymmetric
B) kurtosis
C) negatively skewed
D) skewness
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40
Using dummy variables is an efficient way of determining counts of categorical variables.
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41
A distribution of a numerical variable with no skewness is said to be symmetric.
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42
In an extremely right-skewed distribution, the mean is much smaller than the median.
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43
Assume that the histogram of a data set is symmetric and bell shaped, with a mean of 75 and standard deviation of 10. Then, approximately 95% of the data values were between 55 and 95.
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44
The mean is a measure of central tendency.
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45
Suppose that a sample of 10 observations has a standard deviation of 3. Then the sum of the squared deviations from the sample mean is 30.
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46
A frequency table indicates how many observations fall within each category, and a histogram is its graphical analog.
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47
A distribution with a high kurtosis has almost all of its observations within three standard deviations of the mean.
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48
The difference between the largest and smallest values in a data set is called the range.
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49
A sample of 20 observations has a standard deviation of 4. The sum of the squared deviations from the sample mean is:
A) 400
B) 320
C) 304
D) 288
E) 180
A) 400
B) 320
C) 304
D) 288
E) 180
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50
The median is one of the most frequently used measures of variability.
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51
There are four quartiles that divide the values in a data set into four equal parts.
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52
The value of the mean times the number of observations equals the sum of all of the data values.
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53
If the mean is 75 and two observations have values of 65 and 85, what is the squared deviation of each?
A) 100
B) 20
C) 400
D) 10
A) 100
B) 20
C) 400
D) 10
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54
In the term "frequency table," frequency refers to the counts of observations in specified categories.
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55
As a graphical tool, the histogram is ideal for showing whether the distribution of a numerical variable is symmetric or skewed.
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56
A histogram is based on binning the variable, which means putting the variable into discrete categories.
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57
Unlike histograms, box plots depict only one aspect of a variable.
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58
Expressed in percentiles, the interquartile range is the difference between the:
A) 10th and 60th percentiles
B) 15th and 65th percentiles
C) 20th and 70th percentiles
D) 25th and 75th percentiles
E) 35th and 85th percentiles
A) 10th and 60th percentiles
B) 15th and 65th percentiles
C) 20th and 70th percentiles
D) 25th and 75th percentiles
E) 35th and 85th percentiles
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59
Mean absolute deviation (MAD) is the average of the squared deviations.
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60
The average score for a class of 30 students was 75. The 20 male students in the class averaged 70. The 10 female students in the class averaged:
A) the same as the males
B) higher than the males
C) significantly lower than the males
D) little lower than the males
A) the same as the males
B) higher than the males
C) significantly lower than the males
D) little lower than the males
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61
The data shown below contains family incomes (in thousands of dollars) for a set of 50 families sampled in 2007 and 2017. Assume that these families are good representatives of the entire United States.
Find the mean, median, standard deviation, first and third quartiles, and the 95th percentile for family incomes in both years.

Find the mean, median, standard deviation, first and third quartiles, and the 95th percentile for family incomes in both years.
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62
A political figure running for re-election claimed that the country was better off in 2017 than in 2007, because the average income increased. Do you agree?
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63
What salary amount represents the second quartile?
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64
A manager for Marko Manufacturing, Inc. has recently been hearing some complaints that women are being paid less than men for the same type of work in one of their manufacturing plants. The box plots shown below represent the annual salaries for all salaried workers in that facility (40 men and 34 women). 
Would you conclude that there is a difference between the salaries of women and men in this plant? Justify your answer.

Would you conclude that there is a difference between the salaries of women and men in this plant? Justify your answer.
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65
Generate a box plot to summarize the data. What does the box plot indicate?
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66
Calculate the interquartile range. What does this tell you about the data?
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67
Suppose that an analysis of a set of test scores reveals that:
, and 
What can you say about the relative position of each of the observations 34, 84, and 104?



What can you say about the relative position of each of the observations 34, 84, and 104?
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68
Suppose that an analysis of a set of test scores reveals that:
, and 
What do these statistics tell you about the shape of the distribution?



What do these statistics tell you about the shape of the distribution?
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69
How would you describe the salary of Virginia's teachers compared to those across the entire United States? Justify your answer.
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70
Compute the mean number of children.
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71
Explain why the mean is slightly lower than the median in this case.
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72
Below you will find summary measures on starting salaries for classroom teachers across the United States. You will also find a list of selected states and their average starting teacher salary. All values are in thousands of dollars.
Starting salaries for classroom teachers across the United States
Selected states and their average starting teacher salary (in thousands of dollars) 
Which of the states listed paid their teachers average salaries that exceed at least 75% of all average salaries?
Starting salaries for classroom teachers across the United States


Which of the states listed paid their teachers average salaries that exceed at least 75% of all average salaries?
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73
Compute the median number of children.
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74
How large must a person's salary should be to qualify as an outlier on the high side? How many outliers are there in these data?
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75
Statistics professor has just given a final examination in his statistical inference course. He is particularly interested in learning how his class of 40 students performed on this exam. The scores are shown below. 
Explain why the mean and median are different.

Explain why the mean and median are different.
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76
Below you will find summary measures on starting salaries for classroom teachers across the United States. You will also find a list of selected states and their average starting teacher salary. All values are in thousands of dollars.
Starting salaries for classroom teachers across the United States
Selected states and their average starting teacher salary (in thousands of dollars) 
Which of the states listed paid their teachers average salaries that are below 75% of all average salaries?
Starting salaries for classroom teachers across the United States


Which of the states listed paid their teachers average salaries that are below 75% of all average salaries?
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77
A sample of 8 observations with a standard deviation of 2.50 has a sum of the squared deviations from the sample mean equal to 17.50.
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78
What can you say about the shape of the distributions given the accompanying box plots?
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79
Are the empirical rules applicable in this case? If so, apply them and interpret your results. If not, explain why the empirical rules are not applicable here.
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80
In an effort to provide more consistent customer service, the manager of a local fast-food restaurant would like to know the dispersion of customer service times in relation to their average value for the facility's drive-up window. The table below provides summary measures for the customer service times (in minutes) for a sample of 50 customers collected over the past week. 
Interpret the variance and standard deviation of this sample.

Interpret the variance and standard deviation of this sample.
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