Deck 2: Foundational Concepts for Quantitative Research

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سؤال
What is the definition of the term data?

A) a numeric value within a specified range
B) information collected on characteristics
C) a collection of numbers within a set
D) positive or negative numeric values
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سؤال
What distinguishes data from a number or numbers?

A) Both terms are interchangeable.
B) Numbers with unit measures are data.
C) Data are numbers with attached meaning.
D) A number collected on a topic is data.
سؤال
What does the term raw data refer to?

A) information gathered but not processed
B) naked numbers without any units
C) data that are outside of a database
D) numeric values from multiple sources
سؤال
Which of the following is an observational unit?

A) each row of a data set
B) a data set within a database
C) an individual entity
D) a variable in a data set
سؤال
In longitudinal studies, what does the term observation refer to?

A) data for each time point
B) value for each study subject
C) each row in a data set
D) all rows for a time point
سؤال
What is a variable?

A) a data field or data column
B) a characteristic that varies
C) a row in a data set
D) a level of aggregation
سؤال
What does the term "data set" mean?

A) a table within a database
B) collection of different data points
C) case information on set variables
D) rows and columns of data
سؤال
What factor differentiates quantitative research from qualitative research?

A) the method for data collection
B) statistical methods for analysis
C) the types of variables used
D) numbers are used as evidence
سؤال
Which of the following best describes inductive research?

A) outlines a theory from observation
B) uses data to develop a theory
C) generates a hypothesis
D) tests a hypothesis using data
سؤال
What does the term deductive research refer to?

A) testing a hypothesis using data
B) using data to build a theory
C) build a theory from observation
D) develop a hypothesis
سؤال
In research terminology, what does the word "theory" mean?

A) a hypothetical explanation of some social event
B) an idea about some aspect of the world
C) a hypothesis developed from observation or data
D) an explanation of some phenomena
سؤال
An assumption is made that adults between the ages of 18-25 have more points on their driving record than adults aged 26-60 years. Data are collected from the driving records of a random sample to test this assumption. What type of research does this signify?

A) descriptive
B) inductive
C) empirical
D) deductive
سؤال
Which of the following best describes the term "hypothesis?"

A) a theory or idea based on empirical evidence
B) a statement predicting association between two variables
C) a conclusion made based on data analysis
D) a conjecture on correlation between several variables
سؤال
A statistical model is developed by a team of researchers who predict the probability of a financial debt going bad after 90 days. The prediction made by the model is based on several variables such as age, education, credit score, and average savings balance of the debtor. Which is the dependent variable in this model?

A) probability of bad debt
B) age of debtor
C) education of debtor
D) average savings balance
سؤال
What are the components of a research circle?

A) inductive, deductive
B) descriptive, deductive, inductive
C) deductive, empirical, descriptive
D) descriptive, deductive
سؤال
A telecommunications company seeks to classify its customers based on their network usage and revenue generated per customer. Which type of goal does this research fall under?

A) exploratory
B) evaluation
C) descriptive
D) explanatory
سؤال
Which of the following statements best describes the goal of exploratory research?

A) understand how a phenomenon works
B) identify cause and effect relationship
C) describe a pattern in the data
D) explore several variables in data
سؤال
What is primary goal of evaluation research?

A) approve a government policy
B) gauge impact of social programs
C) assess the impact of programs
D) identify the effect of public policy
سؤال
What does the term "reporting" refer to?

A) graph numeric variables
B) create tables of numbers
C) create a summary of the data
D) present numbers for analysis
سؤال
Which of the following defines the expression "interpret numbers?"

A) explain how numbers answer a question
B) present numbers in a chart or table
C) identify how variables are associated
D) make a decision with numbers
سؤال
When comparing two or more values, what does direction of association refer to?

A) the trend in the values
B) Which value is higher
C) negative or positive change
D) difference between numbers
سؤال
A newspaper publishes a chart showing the frequency of residents of the local city by six age groups. Which of the following best describes this chart?

A) a bar chart
B) a bivariate pattern
C) a univariate distribution
D) a histogram
سؤال
What is magnitude of an association?

A) highest value among set of numbers
B) ratio of values among two numbers
C) cumulative number of a set of values
D) size of the difference between values
سؤال
What is the requirement of a good hypothesis?

A) state the predicted direction of association
B) give the predicted magnitude of association
C) specify both direction and magnitude of association
D) define the outcome and independent variables
سؤال
The quarterly registration of students for the undergraduate Calculus 101 class was found to fluctuate significantly during the last 2 years. How would you term the number of students registered?

A) respondent
B) variable
C) observation
D) unit measure
سؤال
The term "datum" is the singular form of the term "data."
سؤال
The term "raw data" refers to data that has been transformed.
سؤال
Data collected on a case across time are called observation units.
سؤال
A study seeks to compare GDP growth of countries in Asia from 1990 to 2010. Country is a variable in the study.
سؤال
Missing values occur when a particular question in a survey is not relevant for the respondent.
سؤال
There are two types of research strategies, Descriptive and Deductive.
سؤال
The goal of exploratory research is to understand how a phenomenon works and its causes.
سؤال
The W's refer to who, what, when, where, and, how of a study.
سؤال
An analyst gave a presentation of his exploratory research to the marketing department of his company. He showed them charts and tables of distributions of each variable in the data, their quantile spread, and their moments. This is an example of interpretation of numbers.
سؤال
The net profit of a fertilizer company fell by 4% from 2018 to 2019. This statement enumerates the magnitude of association between net profit and time.
سؤال
With the help of an example, illustrate the difference between data and numbers.
سؤال
How would you distinguish an observation from an observation unit? Explain with a real-world example.
سؤال
A research study is conducted on the profitability, that is, net quarterly profit, of small businesses (less than 20 employees) in the township of East Brunswick, NJ, for the year 2019. Identify the variables and constants of the study. Explain your answer.
سؤال
In your own words, explain a mixed methods research study. Provide an example of this type of study.
سؤال
Explain the components of the research circle. In which direction of the circle do the components need to be executed?
سؤال
Give a real-world example of inductive research. List the steps generally taken in this type of research.
سؤال
Describe the goal of evaluation research in a study, with an example.
سؤال
Explain why it is important to both report and interpret numbers when presenting the results of a research study.
سؤال
Describe the difference between direction and magnitude of an association.
سؤال
Provide an example of a bivariate association found in a research study.
سؤال
Construct a real-world study of explanatory research to be conducted by you. Describe the steps you would take, including defining the hypothesis, to complete the study. Use research terminology to explain your steps.
سؤال
Identify and expand on the W's for the research study you described in Question 1. Include the "how" attribute of the W's for data collection and analysis.
سؤال
For the research study you outlined in Question 1, describe the types of reports you would create to present the numbers and analysis results of the study.
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Deck 2: Foundational Concepts for Quantitative Research
1
What is the definition of the term data?

A) a numeric value within a specified range
B) information collected on characteristics
C) a collection of numbers within a set
D) positive or negative numeric values
B
2
What distinguishes data from a number or numbers?

A) Both terms are interchangeable.
B) Numbers with unit measures are data.
C) Data are numbers with attached meaning.
D) A number collected on a topic is data.
C
3
What does the term raw data refer to?

A) information gathered but not processed
B) naked numbers without any units
C) data that are outside of a database
D) numeric values from multiple sources
A
4
Which of the following is an observational unit?

A) each row of a data set
B) a data set within a database
C) an individual entity
D) a variable in a data set
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5
In longitudinal studies, what does the term observation refer to?

A) data for each time point
B) value for each study subject
C) each row in a data set
D) all rows for a time point
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6
What is a variable?

A) a data field or data column
B) a characteristic that varies
C) a row in a data set
D) a level of aggregation
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7
What does the term "data set" mean?

A) a table within a database
B) collection of different data points
C) case information on set variables
D) rows and columns of data
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8
What factor differentiates quantitative research from qualitative research?

A) the method for data collection
B) statistical methods for analysis
C) the types of variables used
D) numbers are used as evidence
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9
Which of the following best describes inductive research?

A) outlines a theory from observation
B) uses data to develop a theory
C) generates a hypothesis
D) tests a hypothesis using data
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10
What does the term deductive research refer to?

A) testing a hypothesis using data
B) using data to build a theory
C) build a theory from observation
D) develop a hypothesis
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11
In research terminology, what does the word "theory" mean?

A) a hypothetical explanation of some social event
B) an idea about some aspect of the world
C) a hypothesis developed from observation or data
D) an explanation of some phenomena
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12
An assumption is made that adults between the ages of 18-25 have more points on their driving record than adults aged 26-60 years. Data are collected from the driving records of a random sample to test this assumption. What type of research does this signify?

A) descriptive
B) inductive
C) empirical
D) deductive
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13
Which of the following best describes the term "hypothesis?"

A) a theory or idea based on empirical evidence
B) a statement predicting association between two variables
C) a conclusion made based on data analysis
D) a conjecture on correlation between several variables
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14
A statistical model is developed by a team of researchers who predict the probability of a financial debt going bad after 90 days. The prediction made by the model is based on several variables such as age, education, credit score, and average savings balance of the debtor. Which is the dependent variable in this model?

A) probability of bad debt
B) age of debtor
C) education of debtor
D) average savings balance
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15
What are the components of a research circle?

A) inductive, deductive
B) descriptive, deductive, inductive
C) deductive, empirical, descriptive
D) descriptive, deductive
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16
A telecommunications company seeks to classify its customers based on their network usage and revenue generated per customer. Which type of goal does this research fall under?

A) exploratory
B) evaluation
C) descriptive
D) explanatory
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17
Which of the following statements best describes the goal of exploratory research?

A) understand how a phenomenon works
B) identify cause and effect relationship
C) describe a pattern in the data
D) explore several variables in data
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18
What is primary goal of evaluation research?

A) approve a government policy
B) gauge impact of social programs
C) assess the impact of programs
D) identify the effect of public policy
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19
What does the term "reporting" refer to?

A) graph numeric variables
B) create tables of numbers
C) create a summary of the data
D) present numbers for analysis
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20
Which of the following defines the expression "interpret numbers?"

A) explain how numbers answer a question
B) present numbers in a chart or table
C) identify how variables are associated
D) make a decision with numbers
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21
When comparing two or more values, what does direction of association refer to?

A) the trend in the values
B) Which value is higher
C) negative or positive change
D) difference between numbers
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22
A newspaper publishes a chart showing the frequency of residents of the local city by six age groups. Which of the following best describes this chart?

A) a bar chart
B) a bivariate pattern
C) a univariate distribution
D) a histogram
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23
What is magnitude of an association?

A) highest value among set of numbers
B) ratio of values among two numbers
C) cumulative number of a set of values
D) size of the difference between values
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24
What is the requirement of a good hypothesis?

A) state the predicted direction of association
B) give the predicted magnitude of association
C) specify both direction and magnitude of association
D) define the outcome and independent variables
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25
The quarterly registration of students for the undergraduate Calculus 101 class was found to fluctuate significantly during the last 2 years. How would you term the number of students registered?

A) respondent
B) variable
C) observation
D) unit measure
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26
The term "datum" is the singular form of the term "data."
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27
The term "raw data" refers to data that has been transformed.
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28
Data collected on a case across time are called observation units.
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29
A study seeks to compare GDP growth of countries in Asia from 1990 to 2010. Country is a variable in the study.
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30
Missing values occur when a particular question in a survey is not relevant for the respondent.
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31
There are two types of research strategies, Descriptive and Deductive.
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32
The goal of exploratory research is to understand how a phenomenon works and its causes.
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33
The W's refer to who, what, when, where, and, how of a study.
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34
An analyst gave a presentation of his exploratory research to the marketing department of his company. He showed them charts and tables of distributions of each variable in the data, their quantile spread, and their moments. This is an example of interpretation of numbers.
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35
The net profit of a fertilizer company fell by 4% from 2018 to 2019. This statement enumerates the magnitude of association between net profit and time.
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36
With the help of an example, illustrate the difference between data and numbers.
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37
How would you distinguish an observation from an observation unit? Explain with a real-world example.
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38
A research study is conducted on the profitability, that is, net quarterly profit, of small businesses (less than 20 employees) in the township of East Brunswick, NJ, for the year 2019. Identify the variables and constants of the study. Explain your answer.
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39
In your own words, explain a mixed methods research study. Provide an example of this type of study.
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40
Explain the components of the research circle. In which direction of the circle do the components need to be executed?
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41
Give a real-world example of inductive research. List the steps generally taken in this type of research.
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42
Describe the goal of evaluation research in a study, with an example.
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43
Explain why it is important to both report and interpret numbers when presenting the results of a research study.
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44
Describe the difference between direction and magnitude of an association.
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45
Provide an example of a bivariate association found in a research study.
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46
Construct a real-world study of explanatory research to be conducted by you. Describe the steps you would take, including defining the hypothesis, to complete the study. Use research terminology to explain your steps.
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47
Identify and expand on the W's for the research study you described in Question 1. Include the "how" attribute of the W's for data collection and analysis.
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48
For the research study you outlined in Question 1, describe the types of reports you would create to present the numbers and analysis results of the study.
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