Deck 1: The Language of Statistics

ملء الشاشة (f)
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سؤال
A single value collected in the context of research is a ______, whereas multiple values collected in the context of research are ______ .

A) parameter, statistic
B) data, datum
C) statistic, parameter
D) datum, data
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لقلب البطاقة.
سؤال
A collection of data with different values based upon their source is a ______.

A) statistic
B) variable
C) population
D) parameter
سؤال
Which of the following would be considered quantitative data?

A) 1st, 3rd, 2nd, 4th
B) yes, no, no, yes
C) 5000, 7000, 9000, 3000
D) all of these
سؤال
Which of the following would be considered quantitative data?

A) 1st, 3rd, 2nd, 4th
B) yes, no, no, yes
C) 5000, 7000, 9000, 3000
D) all of these
سؤال
Which of the following would be considered qualitative data?

A) 0.1, 2.5, 3.6, 0.8
B) blue, green, red, purple
C) 34, 8, 15, 12
D) all of these
سؤال
Which of the following could be a variable?

A) height
B) annual salary
C) attitude
D) all of these
سؤال
Which of the following would most likely be considered nominal data?

A) age
B) height
C) salary
D) gender
سؤال
Nominal data would be considered dichotomous when ______.

A) labels have an order
B) the data are quantitative
C) the data have only two possible values
D) the data are ranked
سؤال
Which of the following would be considered ordinal data (but not interval data)?

A) ranked product preferences
B) favourite colour
C) sales in euros
D) all of these
سؤال
Interval data ______.

A) are quantitative
B) have meaningful distances between values
C) have all the properties of ordinal data
D) all of these
سؤال
The difference between interval and ratio data is ______.

A) ratio data have a meaningful zero whereas interval data do not
B) ratio data are qualitative whereas interval data are quantitative
C) ratio data are dichotomous whereas interval data are not
D) There is no difference between interval and ratio data.
سؤال
If "10" in a variable is twice as many as "5" in that variable, what is that variable's scale of measurement?

A) interval
B) ratio
C) nominal
D) ordinal
سؤال
A common type of numerically-scored survey item is a ______.

A) ratio scale
B) Likert-type scale
C) Pearson-type scale
D) discrete scale
سؤال
Which of the following would be an example of continuous data?

A) degrees Celsius
B) number of applicants
C) favourite colour
D) gender
سؤال
Data that cannot be divided beyond a certain point would be considered ______.

A) discrete
B) continuous
C) quantitative
D) dichotomous
سؤال
A ______ is a theoretical group that you want to draw conclusions about.

A) sample
B) subject
C) population
D) dataset
سؤال
Why do we examine samples rather than populations?

A) because populations cannot generally be measured
B) because populations provide only qualitative data
C) because samples are more accurate
D) because samples include all subjects of interest
سؤال
A construct is ______.

A) a characteristic or property of interest in a population
B) a measurement of how well characteristics of a sample represent characteristics of a population
C) a group gathered at random from a population
D) none of these
سؤال
A relationship between constructs can be considered a ______.

A) operational definition
B) theory
C) hypothesis
D) experiment
سؤال
Which of the following could be considered an operational definition for customer satisfaction?

A) a survey item asking about satisfaction on a 5-point scale
B) number of customer complaints
C) number of returns
D) all of these
سؤال
A hypothesis ______.

A) tests the relationship between operational definitions
B) tests the relationship between constructs
C) measures how well a sample reflects a population
D) defines characteristics of interest in a population
سؤال
Which of the following would be considered an experiment?

A) measuring the relationship between gender and salary
B) measuring the relationship between annual sales and position
C) measuring the difference in attitudes between customers randomly chosen to receive a free sample
D) measuring the difference in attitudes between men and women
سؤال
If you randomly split a sample of eight people into four groups, how many conditions do you have?

A) 0
B) 4
C) 8
D) 32
سؤال
If you randomly assign subjects to different groups, you are ______.

A) placing subjects into experimental conditions
B) selecting subjects from a population
C) creating associations for a correlational study
D) none of these
سؤال
If you were running an experiment in which employees completed a training program or no training program at all, participants who completed the training program would be in the ______ condition.

A) correlational
B) control
C) treatment
D) operational
سؤال
If you were create study where customers were randomly assigned to receive a free sample or not receive a free sample, those that did not receive a free sample would be in the ______ condition.

A) correlational
B) control
C) treatment
D) operational
سؤال
If you collected data on the age of your customers and how much they enjoyed shopping at your business, this would be an example of a(n) ______.

A) condition
B) experiment
C) quasi-experiment
D) correlational study
سؤال
The difference between an experiment and a quasi-experiment is that ______.

A) you can make conclusions about causality in a quasi-experiment, but not an experiment
B) you use more than one condition in a quasi-experiment, but not in an experiment
C) you can assess more than one variable in an experiment, but not in a quasi-experiment
D) you use random assignment in an experiment, but not in a quasi-experiment
سؤال
A dataset is a collection of data linked together in a meaningful way.
سؤال
A variable is a collection of data linked together in a meaningful way.
سؤال
A case is a source of data about one or more variables.
سؤال
Qualitative data refer to qualities, like letters or words.
سؤال
There are four scales of measurement.
سؤال
Favourite colour is an example of a dichotomous variable.
سؤال
Ratio data has all of the qualities of ordinal data but not interval data.
سؤال
Degrees Celsius are an example of a ratio-level scale of measurement.
سؤال
Data that can be divided infinitely while remaining meaningful are continuous data.
سؤال
Ten subjects drawn at random from a larger population would be considered a sample.
سؤال
A representative sample would be one that accurately reflects the characteristics of a population.
سؤال
A statement specifying the relationship between constructs would be considered a hypothesis.
سؤال
The following statement is an example of a theory: "There is a relationship between happiness and job success."
سؤال
If you operationalize a construct, you are defining it in a "real world" way.
سؤال
The following statement is an example of a hypothesis: "Employees who report being happier on a 5-point Likert-type scale will also report being more satisfied on a 5-point Likert-type scale."
سؤال
You should not draw conclusions about causality from an experiment.
سؤال
If you randomly assign participants to three conditions, you are conducting an experiment.
سؤال
If you collect data from participants on more than one variable without making any changes, you are conducting a correlational study.
سؤال
A quasi-experiment uses random assignment.
سؤال
Quasi-experiment should always be your first choice for study design.
سؤال
Define and give an example of each of the four scales of measurement.
سؤال
Some statisticians consider a Likert-type item to be an ordinal-level scale, whereas others consider it to be an interval-level scale. Why?
سؤال
Why is it important that samples are representative from the population? Define both sample and population and provide an example of each.
سؤال
Explain the difference between an experiment, correlational study, and a quasi-experiment. Give an example of each that could be used to address the following research question: "Does training impact job satisfaction?"
سؤال
For the following questions, consider the table below:
 Training  Test score 1 A 152 A 143 B 194 B205C106C11\begin{array}{ccc} & \text { Training } & \text { Test score } \\\hline 1 & \text { A } & 15 \\2 & \text { A } & 14 \\3 & \text { B } & 19 \\4 & \mathrm{~B} & 20 \\5 & \mathrm{C} & 10 \\6 & \mathrm{C} & 11\end{array}

-The table above, as a whole, depicts a ______.

A) data
B) datum
C) dataset
D) variable
سؤال
For the following questions, consider the table below:
 Training  Test score 1 A 152 A 143 B 194 B205C106C11\begin{array}{ccc} & \text { Training } & \text { Test score } \\\hline 1 & \text { A } & 15 \\2 & \text { A } & 14 \\3 & \text { B } & 19 \\4 & \mathrm{~B} & 20 \\5 & \mathrm{C} & 10 \\6 & \mathrm{C} & 11\end{array}

-In the table above, "19" is a ______.

A) data
B) datum
C) dataset
D) variable
سؤال
For the following questions, consider the table below:
 Training  Test score 1 A 152 A 143 B 194 B205C106C11\begin{array}{ccc} & \text { Training } & \text { Test score } \\\hline 1 & \text { A } & 15 \\2 & \text { A } & 14 \\3 & \text { B } & 19 \\4 & \mathrm{~B} & 20 \\5 & \mathrm{C} & 10 \\6 & \mathrm{C} & 11\end{array}

-In the table above, what is "Training"?

A) data
B) datum
C) dataset
D) variable
سؤال
For the following questions, consider the table below:
 Training  Test score 1 A 152 A 143 B 194 B205C106C11\begin{array}{ccc} & \text { Training } & \text { Test score } \\\hline 1 & \text { A } & 15 \\2 & \text { A } & 14 \\3 & \text { B } & 19 \\4 & \mathrm{~B} & 20 \\5 & \mathrm{C} & 10 \\6 & \mathrm{C} & 11\end{array}

-What is the value of "Training" for Case 5?

A) 10
B) B
C) 20
D) C
سؤال
For the following questions, consider the table below:
 Training  Test score 1 A 152 A 143 B 194 B205C106C11\begin{array}{ccc} & \text { Training } & \text { Test score } \\\hline 1 & \text { A } & 15 \\2 & \text { A } & 14 \\3 & \text { B } & 19 \\4 & \mathrm{~B} & 20 \\5 & \mathrm{C} & 10 \\6 & \mathrm{C} & 11\end{array}

-Which of the following describes the numbers under the "Training" heading?

A) qualitative
B) ordinal
C) interval
D) quantitative
سؤال
For the following questions, consider the table below:
 Training  Test score 1 A 152 A 143 B 194 B205C106C11\begin{array}{ccc} & \text { Training } & \text { Test score } \\\hline 1 & \text { A } & 15 \\2 & \text { A } & 14 \\3 & \text { B } & 19 \\4 & \mathrm{~B} & 20 \\5 & \mathrm{C} & 10 \\6 & \mathrm{C} & 11\end{array}

-If employees were randomly assigned to Training A, B or C, this table depicts ______.

A) a correlational study
B) a quasi-experiment
C) an experiment
D) none of these
سؤال
For the following questions, consider the table below:
 Training  Test score 1 A 152 A 143 B 194 B205C106C11\begin{array}{ccc} & \text { Training } & \text { Test score } \\\hline 1 & \text { A } & 15 \\2 & \text { A } & 14 \\3 & \text { B } & 19 \\4 & \mathrm{~B} & 20 \\5 & \mathrm{C} & 10 \\6 & \mathrm{C} & 11\end{array}

-If employees chose whether they wished to complete Training A, B or C, this table depicts ______.

A) a correlational study
B) a quasi-experiment
C) an experiment
D) none of these
سؤال
For the following questions, consider the table below:
 Training  Test score 1 A 152 A 143 B 194 B205C106C11\begin{array}{ccc} & \text { Training } & \text { Test score } \\\hline 1 & \text { A } & 15 \\2 & \text { A } & 14 \\3 & \text { B } & 19 \\4 & \mathrm{~B} & 20 \\5 & \mathrm{C} & 10 \\6 & \mathrm{C} & 11\end{array}

-How many cases are depicted in this table?

A) 2
B) 6
C) 12
D) 18
سؤال
For the following questions, consider the table below:
 Training  Test score 1 A 152 A 143 B 194 B205C106C11\begin{array}{ccc} & \text { Training } & \text { Test score } \\\hline 1 & \text { A } & 15 \\2 & \text { A } & 14 \\3 & \text { B } & 19 \\4 & \mathrm{~B} & 20 \\5 & \mathrm{C} & 10 \\6 & \mathrm{C} & 11\end{array}

-How many variables are depicted in this table?

A) 2
B) 6
C) 12
D) 18
سؤال
For the following questions, consider the table below:
 Training  Test score 1 A 152 A 143 B 194 B205C106C11\begin{array}{ccc} & \text { Training } & \text { Test score } \\\hline 1 & \text { A } & 15 \\2 & \text { A } & 14 \\3 & \text { B } & 19 \\4 & \mathrm{~B} & 20 \\5 & \mathrm{C} & 10 \\6 & \mathrm{C} & 11\end{array}

-How many data are depicted in this table?

A) 2
B) 6
C) 12
D) 18
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ملء الشاشة (f)
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Deck 1: The Language of Statistics
1
A single value collected in the context of research is a ______, whereas multiple values collected in the context of research are ______ .

A) parameter, statistic
B) data, datum
C) statistic, parameter
D) datum, data
D
2
A collection of data with different values based upon their source is a ______.

A) statistic
B) variable
C) population
D) parameter
B
3
Which of the following would be considered quantitative data?

A) 1st, 3rd, 2nd, 4th
B) yes, no, no, yes
C) 5000, 7000, 9000, 3000
D) all of these
C
4
Which of the following would be considered quantitative data?

A) 1st, 3rd, 2nd, 4th
B) yes, no, no, yes
C) 5000, 7000, 9000, 3000
D) all of these
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5
Which of the following would be considered qualitative data?

A) 0.1, 2.5, 3.6, 0.8
B) blue, green, red, purple
C) 34, 8, 15, 12
D) all of these
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6
Which of the following could be a variable?

A) height
B) annual salary
C) attitude
D) all of these
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7
Which of the following would most likely be considered nominal data?

A) age
B) height
C) salary
D) gender
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8
Nominal data would be considered dichotomous when ______.

A) labels have an order
B) the data are quantitative
C) the data have only two possible values
D) the data are ranked
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9
Which of the following would be considered ordinal data (but not interval data)?

A) ranked product preferences
B) favourite colour
C) sales in euros
D) all of these
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10
Interval data ______.

A) are quantitative
B) have meaningful distances between values
C) have all the properties of ordinal data
D) all of these
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11
The difference between interval and ratio data is ______.

A) ratio data have a meaningful zero whereas interval data do not
B) ratio data are qualitative whereas interval data are quantitative
C) ratio data are dichotomous whereas interval data are not
D) There is no difference between interval and ratio data.
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12
If "10" in a variable is twice as many as "5" in that variable, what is that variable's scale of measurement?

A) interval
B) ratio
C) nominal
D) ordinal
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13
A common type of numerically-scored survey item is a ______.

A) ratio scale
B) Likert-type scale
C) Pearson-type scale
D) discrete scale
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14
Which of the following would be an example of continuous data?

A) degrees Celsius
B) number of applicants
C) favourite colour
D) gender
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15
Data that cannot be divided beyond a certain point would be considered ______.

A) discrete
B) continuous
C) quantitative
D) dichotomous
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16
A ______ is a theoretical group that you want to draw conclusions about.

A) sample
B) subject
C) population
D) dataset
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17
Why do we examine samples rather than populations?

A) because populations cannot generally be measured
B) because populations provide only qualitative data
C) because samples are more accurate
D) because samples include all subjects of interest
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18
A construct is ______.

A) a characteristic or property of interest in a population
B) a measurement of how well characteristics of a sample represent characteristics of a population
C) a group gathered at random from a population
D) none of these
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19
A relationship between constructs can be considered a ______.

A) operational definition
B) theory
C) hypothesis
D) experiment
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20
Which of the following could be considered an operational definition for customer satisfaction?

A) a survey item asking about satisfaction on a 5-point scale
B) number of customer complaints
C) number of returns
D) all of these
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21
A hypothesis ______.

A) tests the relationship between operational definitions
B) tests the relationship between constructs
C) measures how well a sample reflects a population
D) defines characteristics of interest in a population
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22
Which of the following would be considered an experiment?

A) measuring the relationship between gender and salary
B) measuring the relationship between annual sales and position
C) measuring the difference in attitudes between customers randomly chosen to receive a free sample
D) measuring the difference in attitudes between men and women
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23
If you randomly split a sample of eight people into four groups, how many conditions do you have?

A) 0
B) 4
C) 8
D) 32
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24
If you randomly assign subjects to different groups, you are ______.

A) placing subjects into experimental conditions
B) selecting subjects from a population
C) creating associations for a correlational study
D) none of these
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25
If you were running an experiment in which employees completed a training program or no training program at all, participants who completed the training program would be in the ______ condition.

A) correlational
B) control
C) treatment
D) operational
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26
If you were create study where customers were randomly assigned to receive a free sample or not receive a free sample, those that did not receive a free sample would be in the ______ condition.

A) correlational
B) control
C) treatment
D) operational
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27
If you collected data on the age of your customers and how much they enjoyed shopping at your business, this would be an example of a(n) ______.

A) condition
B) experiment
C) quasi-experiment
D) correlational study
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28
The difference between an experiment and a quasi-experiment is that ______.

A) you can make conclusions about causality in a quasi-experiment, but not an experiment
B) you use more than one condition in a quasi-experiment, but not in an experiment
C) you can assess more than one variable in an experiment, but not in a quasi-experiment
D) you use random assignment in an experiment, but not in a quasi-experiment
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29
A dataset is a collection of data linked together in a meaningful way.
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30
A variable is a collection of data linked together in a meaningful way.
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31
A case is a source of data about one or more variables.
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32
Qualitative data refer to qualities, like letters or words.
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33
There are four scales of measurement.
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34
Favourite colour is an example of a dichotomous variable.
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35
Ratio data has all of the qualities of ordinal data but not interval data.
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36
Degrees Celsius are an example of a ratio-level scale of measurement.
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37
Data that can be divided infinitely while remaining meaningful are continuous data.
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38
Ten subjects drawn at random from a larger population would be considered a sample.
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39
A representative sample would be one that accurately reflects the characteristics of a population.
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40
A statement specifying the relationship between constructs would be considered a hypothesis.
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41
The following statement is an example of a theory: "There is a relationship between happiness and job success."
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42
If you operationalize a construct, you are defining it in a "real world" way.
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43
The following statement is an example of a hypothesis: "Employees who report being happier on a 5-point Likert-type scale will also report being more satisfied on a 5-point Likert-type scale."
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44
You should not draw conclusions about causality from an experiment.
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45
If you randomly assign participants to three conditions, you are conducting an experiment.
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46
If you collect data from participants on more than one variable without making any changes, you are conducting a correlational study.
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47
A quasi-experiment uses random assignment.
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48
Quasi-experiment should always be your first choice for study design.
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49
Define and give an example of each of the four scales of measurement.
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50
Some statisticians consider a Likert-type item to be an ordinal-level scale, whereas others consider it to be an interval-level scale. Why?
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51
Why is it important that samples are representative from the population? Define both sample and population and provide an example of each.
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52
Explain the difference between an experiment, correlational study, and a quasi-experiment. Give an example of each that could be used to address the following research question: "Does training impact job satisfaction?"
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53
For the following questions, consider the table below:
 Training  Test score 1 A 152 A 143 B 194 B205C106C11\begin{array}{ccc} & \text { Training } & \text { Test score } \\\hline 1 & \text { A } & 15 \\2 & \text { A } & 14 \\3 & \text { B } & 19 \\4 & \mathrm{~B} & 20 \\5 & \mathrm{C} & 10 \\6 & \mathrm{C} & 11\end{array}

-The table above, as a whole, depicts a ______.

A) data
B) datum
C) dataset
D) variable
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54
For the following questions, consider the table below:
 Training  Test score 1 A 152 A 143 B 194 B205C106C11\begin{array}{ccc} & \text { Training } & \text { Test score } \\\hline 1 & \text { A } & 15 \\2 & \text { A } & 14 \\3 & \text { B } & 19 \\4 & \mathrm{~B} & 20 \\5 & \mathrm{C} & 10 \\6 & \mathrm{C} & 11\end{array}

-In the table above, "19" is a ______.

A) data
B) datum
C) dataset
D) variable
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55
For the following questions, consider the table below:
 Training  Test score 1 A 152 A 143 B 194 B205C106C11\begin{array}{ccc} & \text { Training } & \text { Test score } \\\hline 1 & \text { A } & 15 \\2 & \text { A } & 14 \\3 & \text { B } & 19 \\4 & \mathrm{~B} & 20 \\5 & \mathrm{C} & 10 \\6 & \mathrm{C} & 11\end{array}

-In the table above, what is "Training"?

A) data
B) datum
C) dataset
D) variable
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56
For the following questions, consider the table below:
 Training  Test score 1 A 152 A 143 B 194 B205C106C11\begin{array}{ccc} & \text { Training } & \text { Test score } \\\hline 1 & \text { A } & 15 \\2 & \text { A } & 14 \\3 & \text { B } & 19 \\4 & \mathrm{~B} & 20 \\5 & \mathrm{C} & 10 \\6 & \mathrm{C} & 11\end{array}

-What is the value of "Training" for Case 5?

A) 10
B) B
C) 20
D) C
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57
For the following questions, consider the table below:
 Training  Test score 1 A 152 A 143 B 194 B205C106C11\begin{array}{ccc} & \text { Training } & \text { Test score } \\\hline 1 & \text { A } & 15 \\2 & \text { A } & 14 \\3 & \text { B } & 19 \\4 & \mathrm{~B} & 20 \\5 & \mathrm{C} & 10 \\6 & \mathrm{C} & 11\end{array}

-Which of the following describes the numbers under the "Training" heading?

A) qualitative
B) ordinal
C) interval
D) quantitative
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58
For the following questions, consider the table below:
 Training  Test score 1 A 152 A 143 B 194 B205C106C11\begin{array}{ccc} & \text { Training } & \text { Test score } \\\hline 1 & \text { A } & 15 \\2 & \text { A } & 14 \\3 & \text { B } & 19 \\4 & \mathrm{~B} & 20 \\5 & \mathrm{C} & 10 \\6 & \mathrm{C} & 11\end{array}

-If employees were randomly assigned to Training A, B or C, this table depicts ______.

A) a correlational study
B) a quasi-experiment
C) an experiment
D) none of these
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59
For the following questions, consider the table below:
 Training  Test score 1 A 152 A 143 B 194 B205C106C11\begin{array}{ccc} & \text { Training } & \text { Test score } \\\hline 1 & \text { A } & 15 \\2 & \text { A } & 14 \\3 & \text { B } & 19 \\4 & \mathrm{~B} & 20 \\5 & \mathrm{C} & 10 \\6 & \mathrm{C} & 11\end{array}

-If employees chose whether they wished to complete Training A, B or C, this table depicts ______.

A) a correlational study
B) a quasi-experiment
C) an experiment
D) none of these
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60
For the following questions, consider the table below:
 Training  Test score 1 A 152 A 143 B 194 B205C106C11\begin{array}{ccc} & \text { Training } & \text { Test score } \\\hline 1 & \text { A } & 15 \\2 & \text { A } & 14 \\3 & \text { B } & 19 \\4 & \mathrm{~B} & 20 \\5 & \mathrm{C} & 10 \\6 & \mathrm{C} & 11\end{array}

-How many cases are depicted in this table?

A) 2
B) 6
C) 12
D) 18
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61
For the following questions, consider the table below:
 Training  Test score 1 A 152 A 143 B 194 B205C106C11\begin{array}{ccc} & \text { Training } & \text { Test score } \\\hline 1 & \text { A } & 15 \\2 & \text { A } & 14 \\3 & \text { B } & 19 \\4 & \mathrm{~B} & 20 \\5 & \mathrm{C} & 10 \\6 & \mathrm{C} & 11\end{array}

-How many variables are depicted in this table?

A) 2
B) 6
C) 12
D) 18
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62
For the following questions, consider the table below:
 Training  Test score 1 A 152 A 143 B 194 B205C106C11\begin{array}{ccc} & \text { Training } & \text { Test score } \\\hline 1 & \text { A } & 15 \\2 & \text { A } & 14 \\3 & \text { B } & 19 \\4 & \mathrm{~B} & 20 \\5 & \mathrm{C} & 10 \\6 & \mathrm{C} & 11\end{array}

-How many data are depicted in this table?

A) 2
B) 6
C) 12
D) 18
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