Deck 14: How Do Researchers Develop Deductive Findings Quantitative Data Analysis

ملء الشاشة (f)
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سؤال
When data has not been processed for use or analysis it is called ____ data.

A) Quantitative
B) Numeric
C) Raw
D) Qualitative
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سؤال
____________ is the process of examining, processing, and organizing data to gather information and develop conclusions.

A) Statistics
B) Data analysis
C) Correlation
D) Quantifying
سؤال
In quantitative research, data analysis is carried out __________ collection.

A) During
B) Before
C) After
D) Simultaneously with
سؤال
Which of the following is not a factor that quantitative researchers should keep in mind when designing their research?

A) Data decisions can wait until after data have been collected.
B) Statistical techniques that researchers can be used depend on how variables are measured.
C) The size and nature of the sample can impose limits on statistical techniques that can be used.
D) Quantitative analysis is often an iterative process.
سؤال
Quantitative researchers use _______ data to explain complex social phenomenon.

A) Narrative
B) Statistical
C) Numeric
D) Iterative
سؤال
An attribute or characteristic that may vary over time or from case to case is called a(n) _________________.

A) Concept
B) Category
C) Variable
D) Data point
سؤال
Which of the following is not a level of measurement?

A) Continuous
B) Nominal
C) Ratio
D) Interval
سؤال
Variables that are rank-ordered named categories are at the ____________ level of measurement.

A) Nominal
B) Interval
C) Ordinal
D) Ratio
سؤال
A level of measurement with no absolute zero value but with meaningful and consistent distances is _____________.

A) Nominal
B) Interval
C) Ordinal
D) Ratio
سؤال
What is the level of measurement for the following variable? Racial identity measured with the respondent selecting from the following categories: white/Caucasian; black/African American; Latino/a/x; Asian American/Pacific Islander; Native American/Indigenous; Other

A) Nominal
B) Interval
C) Ordinal
D) Ratio
سؤال
In order to perform certain statistical analyses on Likert-scale variables, researchers will assume they are at the ___________level of measurement.

A) Nominal
B) Ordinal
C) Interval
D) Ratio
سؤال
In order for a researcher to calculate an average, the variable must be at the __________ level.

A) Interval or ratio
B) Only ratio
C) Only interval
D) Any level of measurement
سؤال
Tools used to describe and interpret the key features of a data set is called _____________.

A) Quantitative research
B) Inferential statistics
C) Descriptive statistics
D) Data analysis
سؤال
____________ analyze the characteristics of a sample to make conclusions about the population from which it was drawn.

A) Quantitative research
B) Inferential statistics
C) Descriptive statistics
D) Data analysis
سؤال
Which of the following is not one of the statements that Fields' participatory research team drafted based on the data analysis process.

A) There are limited quality resources for women in jail and even fewer resources for monolingual Spanish-speaking women.
B) Women are unwilling to be in relationships with men who disrespect their bodies and sexual health.
C) Women often choose food, money, love, and/or drugs over safer sex
D) Many women of color want to learn about HIV so they can help their children make healthy choices about preventing the virus.
سؤال
Which of the following is not a finding from Chetty et al.'s research on how parental income affects the income levels of black and white children?

A) Hispanic and Asian children have steady rates of upward mobility compared to white children.
B) Whites had about the same level of mobility as other groups.
C) American Indian and Black children have lower rates of upward mobility.
D) Black boys' exposure to some neighborhood factors affected mobility.
سؤال
"62.5% of America's White children grow up in areas with low poverty" is an example of what type of statistic?

A) Descriptive
B) Inferential
C) Quantitative
D) Average
سؤال
Which of the following is not a type of sampling that D'Anna used in her research of Cambodian and Latinx community health needs?

A) Systematic random sampling
B) Multistate cluster sampling
C) Snowball sampling
D) All of these
سؤال
D'Anna found that _______ described their family and friends as strong support networks and their cultures as supportive of their health.

A) Latino respondents
B) Both Cambodian and Latino respondents
C) Cambodian respondents
D) White respondents
سؤال
Which group in D'Anna's study had a higher percentage of respondents who rated their health as poor?

A) Latino respondents
B) Cambodian and Latino respondents equally reported this
C) Cambodian respondents
D) White respondents
سؤال
Based on your data analysis, you find that 33% of whites in your sample have never had an interaction with the police compared to 10% of Latinx respondents. Why would it be misleading to end the analysis with this information?

A) You need to know the level of measurement for these variables.
B) You need to know the percentage of whites and Latinx respondents in the overall population.
C) You need to use qualitative methods to understand this phenomenon.
D) None of these.
سؤال
As variables are added to the analysis, the examination of the relationship becomes ______.

A) Less complex
B) Causal
C) Iterative
D) More complex
سؤال
The simplest form of quantitative analysis is _________________.

A) Bivariate analysis
B) Univariate analysis
C) Averages
D) Descriptive
سؤال
This is an example of a _________________. ______________ <strong>This is an example of a _________________. ______________  </strong> A) Frequency table B) Quantitative table C) Contingency table D) Dispersion <div style=padding-top: 35px>

A) Frequency table
B) Quantitative table
C) Contingency table
D) Dispersion
سؤال
The percentage column in a frequency table should add up to ____________.

A) 1
B) N
C) None of these
D) 100%
سؤال
With nominal or ordinal level variables, which chart is most appropriate?

A) Bar chart only
B) Pie chart only
C) Line graph
D) Bar chart or pie chart
سؤال
A measure designed to represent the central value in a set of scores is called _______________

A) Mean
B) Measures of central tendency
C) Measures of dispersion
D) Median
سؤال
The sum of all numbers in a distribution divided by the total number of scores is called the ___________.

A) Median
B) Standard deviation
C) Mode
D) Mean
سؤال
For which type of variable can the mode be calculated?

A) Nominal
B) All of these
C) Ordinal
D) Interval/ratio
سؤال
For which type of variable can the mean be calculated?

A) Nominal
B) All of these
C) Ordinal
D) Interval/ratio
سؤال
An extreme value (either very high or very low) in a distribution of scores that can distort the mean and the range is called a(n)__________.

A) Standard deviation
B) Median
C) Outlier
D) Variable
سؤال
The midpoint in a set of scores arranged in numerical order is the _________.

A) Median
B) Standard deviation
C) Mode
D) Mean
سؤال
For which type of variable can the mean be calculated?

A) Ratio
B) All of these
C) Ordinal
D) Interval
سؤال
What is the median in this set of scores: 3 5 6 8 11 2 1 0 0 10 4 7 7

A) 5
B) 7
C) 6
D) Hypothesis
سؤال
What is the mean in this set of scores: 3 5 6 8 11 2 1 0 0 10 4 7 7

A) 7.02
B) 6.11
C) 4.4
D) 4.92
سؤال
Based on the mean and median of this distribution, it is clear that the distribution is ____________.

A) Positively skewed
B) Symmetrical
C) Negatively skewed
D) Skewed
سؤال
A distribution in which the values do you not cluster around the center of the set but instead are in an extreme in one direction or another is _________.

A) Positively skewed
B) Symmetrical
C) Negatively skewed
D) Skewed
سؤال
The degree of variability of values in a sample is called ___________.

A) Dispersion
B) Range
C) The average
D) Standard deviation
سؤال
For which type of variable can measures of dispersion be calculated?

A) Nominal
B) All of these
C) Ordinal
D) Interval/ratio
سؤال
How scores are dispersed around the mean is referred to as the ___________.

A) Range
B) Variability
C) Deviation
D) Standard deviation
سؤال
When researchers analyze the relationship or differences between two variables, they are conducting a(n) _____________.

A) Univariate analysis
B) Frequency table
C) Measure of dispersion
D) Bivariate analysis
سؤال
The variable that has or is assumed to have an influence on another variable is the ______________.

A) Causal variable
B) Independent variable
C) Dependent variable
D) Ordinal variable
سؤال
In the following hypothesis, what is the dependent variable: Men are more likely to oppose marijuana legalization than women

A) Opinion about legalization of marijuana
B) Opposing marijuana
C) Sex
D) Women
سؤال
Perry found that as ___________ increased, ______________ decreased.

A) Interracial dating; church attendance
B) Church attendance; support for marijuana legalization
C) Support for marijuana legalization; church attendance
D) Church attendance; interracial dating
سؤال
Bunch and team found that people who had been victimized engaged in higher-risk behaviors. This was a _________ relationship.

A) Contingent
B) Causal
C) Spurious
D) Positive
سؤال
The examination of relationships among three or more variables is called ___________.

A) Statistical analysis
B) Univariate analysis
C) Spurious
D) Multivariate analysis
سؤال
An unobserved variable that can explain the relationship between independent and dependent variables and may be a cause of the dependent variable is called a(n) ______________ variable.

A) Intervening
B) Interaction
C) Independent
D) Control
سؤال
The process of examining, processing, and organizing data to gather information and develop conclusions from it is known as statistical tools.
سؤال
Raw data is data that has been collected and processed for analysis.
سؤال
Nominal variables are rank-ordered named categories.
سؤال
Religion measured by denomination is an example of an ordinal variable.
سؤال
Interval-ratio level variables are the highest level of measurement, allowing for the widest range of analysis techniques.
سؤال
The way that a variable is measured determines what type of statistical analysis can be used.
سؤال
Likert-scale variables can be treated as though they produce interval-ratio variables.
سؤال
Descriptive statistics are tools used to analyse the characteristics of a sample to make assumptions about the larger population.
سؤال
The following is an example of an inferential statistic: "55% of the sample was Cambodian, while 45% were Latinx."
سؤال
D'Anna and team generalized their findings using inferential statistics.
سؤال
Univariate analysis is the simplest form of quantitative analysis and focuses on one variable at a time.
سؤال
In a pie chart, the height of each bar represents the number of people in each category.
سؤال
It is appropriate to calculate the median for a variable regardless of the level of measurement.
سؤال
The mean is the value that occurs most frequently in a set of scores.
سؤال
An outlier is an extreme high value in a distribution of scores with the potential to distort the mean and the range
سؤال
In the following distribution, the median is 45 :
27, 31, 55, 45, 76, 12, 41
سؤال
Dispersion relates to the degree of variability of values in a sample.
سؤال
A standard deviation of 0 would indicate that there was no difference between the individual scores in a distribution and the mean.
سؤال
If both the independent and dependent variables are interval/ratio, you cannot use a chi-square χ2.
سؤال
Elder and Greene's bivariate analysis of gender and support for marijuana legalization found that men were more liberal than women on most of the measures indicating support for legalization.
سؤال
Perry found a weak relationship between church attendance and views on interracial dating.
سؤال
When a relationship is found between two variables, this does not indicate that one variable is causing change in the other.
سؤال
Multivariate analysis refers to a non-causal relationship between variables that can be attributed to the impact of a third variable.
سؤال
An intervening variable is an unobserved variable that can explain the relationship between the independent and dependent variable and may itself be a cause of the dependent variable.
سؤال
What main factors determine what statistical tools a researcher can use?
سؤال
Why is it important for researchers to think about the analysis they want to do when they are designing their study?
سؤال
Describe the iterative nature of quantitative analysis. How does this iterative nature shape the findings achieved in quantitative data analysis?
سؤال
Describe the three levels of measurement with an example of each. Why is it important to understand the level of measurement?
سؤال
Choose a variable that could be measured at different levels of measurement. Explain how the variable would work at the nominal, ordinal, and interval-ratio level.
سؤال
How are descriptive and inferential statistics different from each other? What can a researcher understand using descriptive statistics compared to when they use inferential statistics?
سؤال
What were the two main research questions explored by Chetty et al.? What did they find? Was this study based on inferential or descriptive statistics? How can you tell?
سؤال
Describe D'Anna and teams' study of community health needs. How did they gather their data? What were the major findings? Why was a mixed methods approach important?
سؤال
Why would we describe statistics as an analytical tool rather than just a set of mathematical equations? Use an example from the text.
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Deck 14: How Do Researchers Develop Deductive Findings Quantitative Data Analysis
1
When data has not been processed for use or analysis it is called ____ data.

A) Quantitative
B) Numeric
C) Raw
D) Qualitative
C
2
____________ is the process of examining, processing, and organizing data to gather information and develop conclusions.

A) Statistics
B) Data analysis
C) Correlation
D) Quantifying
B
3
In quantitative research, data analysis is carried out __________ collection.

A) During
B) Before
C) After
D) Simultaneously with
C
4
Which of the following is not a factor that quantitative researchers should keep in mind when designing their research?

A) Data decisions can wait until after data have been collected.
B) Statistical techniques that researchers can be used depend on how variables are measured.
C) The size and nature of the sample can impose limits on statistical techniques that can be used.
D) Quantitative analysis is often an iterative process.
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5
Quantitative researchers use _______ data to explain complex social phenomenon.

A) Narrative
B) Statistical
C) Numeric
D) Iterative
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6
An attribute or characteristic that may vary over time or from case to case is called a(n) _________________.

A) Concept
B) Category
C) Variable
D) Data point
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7
Which of the following is not a level of measurement?

A) Continuous
B) Nominal
C) Ratio
D) Interval
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8
Variables that are rank-ordered named categories are at the ____________ level of measurement.

A) Nominal
B) Interval
C) Ordinal
D) Ratio
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9
A level of measurement with no absolute zero value but with meaningful and consistent distances is _____________.

A) Nominal
B) Interval
C) Ordinal
D) Ratio
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10
What is the level of measurement for the following variable? Racial identity measured with the respondent selecting from the following categories: white/Caucasian; black/African American; Latino/a/x; Asian American/Pacific Islander; Native American/Indigenous; Other

A) Nominal
B) Interval
C) Ordinal
D) Ratio
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11
In order to perform certain statistical analyses on Likert-scale variables, researchers will assume they are at the ___________level of measurement.

A) Nominal
B) Ordinal
C) Interval
D) Ratio
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12
In order for a researcher to calculate an average, the variable must be at the __________ level.

A) Interval or ratio
B) Only ratio
C) Only interval
D) Any level of measurement
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13
Tools used to describe and interpret the key features of a data set is called _____________.

A) Quantitative research
B) Inferential statistics
C) Descriptive statistics
D) Data analysis
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14
____________ analyze the characteristics of a sample to make conclusions about the population from which it was drawn.

A) Quantitative research
B) Inferential statistics
C) Descriptive statistics
D) Data analysis
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15
Which of the following is not one of the statements that Fields' participatory research team drafted based on the data analysis process.

A) There are limited quality resources for women in jail and even fewer resources for monolingual Spanish-speaking women.
B) Women are unwilling to be in relationships with men who disrespect their bodies and sexual health.
C) Women often choose food, money, love, and/or drugs over safer sex
D) Many women of color want to learn about HIV so they can help their children make healthy choices about preventing the virus.
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16
Which of the following is not a finding from Chetty et al.'s research on how parental income affects the income levels of black and white children?

A) Hispanic and Asian children have steady rates of upward mobility compared to white children.
B) Whites had about the same level of mobility as other groups.
C) American Indian and Black children have lower rates of upward mobility.
D) Black boys' exposure to some neighborhood factors affected mobility.
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17
"62.5% of America's White children grow up in areas with low poverty" is an example of what type of statistic?

A) Descriptive
B) Inferential
C) Quantitative
D) Average
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18
Which of the following is not a type of sampling that D'Anna used in her research of Cambodian and Latinx community health needs?

A) Systematic random sampling
B) Multistate cluster sampling
C) Snowball sampling
D) All of these
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19
D'Anna found that _______ described their family and friends as strong support networks and their cultures as supportive of their health.

A) Latino respondents
B) Both Cambodian and Latino respondents
C) Cambodian respondents
D) White respondents
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20
Which group in D'Anna's study had a higher percentage of respondents who rated their health as poor?

A) Latino respondents
B) Cambodian and Latino respondents equally reported this
C) Cambodian respondents
D) White respondents
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21
Based on your data analysis, you find that 33% of whites in your sample have never had an interaction with the police compared to 10% of Latinx respondents. Why would it be misleading to end the analysis with this information?

A) You need to know the level of measurement for these variables.
B) You need to know the percentage of whites and Latinx respondents in the overall population.
C) You need to use qualitative methods to understand this phenomenon.
D) None of these.
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22
As variables are added to the analysis, the examination of the relationship becomes ______.

A) Less complex
B) Causal
C) Iterative
D) More complex
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23
The simplest form of quantitative analysis is _________________.

A) Bivariate analysis
B) Univariate analysis
C) Averages
D) Descriptive
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24
This is an example of a _________________. ______________ <strong>This is an example of a _________________. ______________  </strong> A) Frequency table B) Quantitative table C) Contingency table D) Dispersion

A) Frequency table
B) Quantitative table
C) Contingency table
D) Dispersion
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25
The percentage column in a frequency table should add up to ____________.

A) 1
B) N
C) None of these
D) 100%
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26
With nominal or ordinal level variables, which chart is most appropriate?

A) Bar chart only
B) Pie chart only
C) Line graph
D) Bar chart or pie chart
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27
A measure designed to represent the central value in a set of scores is called _______________

A) Mean
B) Measures of central tendency
C) Measures of dispersion
D) Median
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28
The sum of all numbers in a distribution divided by the total number of scores is called the ___________.

A) Median
B) Standard deviation
C) Mode
D) Mean
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29
For which type of variable can the mode be calculated?

A) Nominal
B) All of these
C) Ordinal
D) Interval/ratio
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30
For which type of variable can the mean be calculated?

A) Nominal
B) All of these
C) Ordinal
D) Interval/ratio
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31
An extreme value (either very high or very low) in a distribution of scores that can distort the mean and the range is called a(n)__________.

A) Standard deviation
B) Median
C) Outlier
D) Variable
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32
The midpoint in a set of scores arranged in numerical order is the _________.

A) Median
B) Standard deviation
C) Mode
D) Mean
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33
For which type of variable can the mean be calculated?

A) Ratio
B) All of these
C) Ordinal
D) Interval
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34
What is the median in this set of scores: 3 5 6 8 11 2 1 0 0 10 4 7 7

A) 5
B) 7
C) 6
D) Hypothesis
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35
What is the mean in this set of scores: 3 5 6 8 11 2 1 0 0 10 4 7 7

A) 7.02
B) 6.11
C) 4.4
D) 4.92
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36
Based on the mean and median of this distribution, it is clear that the distribution is ____________.

A) Positively skewed
B) Symmetrical
C) Negatively skewed
D) Skewed
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37
A distribution in which the values do you not cluster around the center of the set but instead are in an extreme in one direction or another is _________.

A) Positively skewed
B) Symmetrical
C) Negatively skewed
D) Skewed
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38
The degree of variability of values in a sample is called ___________.

A) Dispersion
B) Range
C) The average
D) Standard deviation
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39
For which type of variable can measures of dispersion be calculated?

A) Nominal
B) All of these
C) Ordinal
D) Interval/ratio
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40
How scores are dispersed around the mean is referred to as the ___________.

A) Range
B) Variability
C) Deviation
D) Standard deviation
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41
When researchers analyze the relationship or differences between two variables, they are conducting a(n) _____________.

A) Univariate analysis
B) Frequency table
C) Measure of dispersion
D) Bivariate analysis
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42
The variable that has or is assumed to have an influence on another variable is the ______________.

A) Causal variable
B) Independent variable
C) Dependent variable
D) Ordinal variable
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43
In the following hypothesis, what is the dependent variable: Men are more likely to oppose marijuana legalization than women

A) Opinion about legalization of marijuana
B) Opposing marijuana
C) Sex
D) Women
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44
Perry found that as ___________ increased, ______________ decreased.

A) Interracial dating; church attendance
B) Church attendance; support for marijuana legalization
C) Support for marijuana legalization; church attendance
D) Church attendance; interracial dating
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45
Bunch and team found that people who had been victimized engaged in higher-risk behaviors. This was a _________ relationship.

A) Contingent
B) Causal
C) Spurious
D) Positive
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46
The examination of relationships among three or more variables is called ___________.

A) Statistical analysis
B) Univariate analysis
C) Spurious
D) Multivariate analysis
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47
An unobserved variable that can explain the relationship between independent and dependent variables and may be a cause of the dependent variable is called a(n) ______________ variable.

A) Intervening
B) Interaction
C) Independent
D) Control
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48
The process of examining, processing, and organizing data to gather information and develop conclusions from it is known as statistical tools.
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49
Raw data is data that has been collected and processed for analysis.
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50
Nominal variables are rank-ordered named categories.
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51
Religion measured by denomination is an example of an ordinal variable.
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52
Interval-ratio level variables are the highest level of measurement, allowing for the widest range of analysis techniques.
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53
The way that a variable is measured determines what type of statistical analysis can be used.
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54
Likert-scale variables can be treated as though they produce interval-ratio variables.
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55
Descriptive statistics are tools used to analyse the characteristics of a sample to make assumptions about the larger population.
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56
The following is an example of an inferential statistic: "55% of the sample was Cambodian, while 45% were Latinx."
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57
D'Anna and team generalized their findings using inferential statistics.
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58
Univariate analysis is the simplest form of quantitative analysis and focuses on one variable at a time.
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59
In a pie chart, the height of each bar represents the number of people in each category.
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60
It is appropriate to calculate the median for a variable regardless of the level of measurement.
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61
The mean is the value that occurs most frequently in a set of scores.
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62
An outlier is an extreme high value in a distribution of scores with the potential to distort the mean and the range
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63
In the following distribution, the median is 45 :
27, 31, 55, 45, 76, 12, 41
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64
Dispersion relates to the degree of variability of values in a sample.
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65
A standard deviation of 0 would indicate that there was no difference between the individual scores in a distribution and the mean.
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66
If both the independent and dependent variables are interval/ratio, you cannot use a chi-square χ2.
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67
Elder and Greene's bivariate analysis of gender and support for marijuana legalization found that men were more liberal than women on most of the measures indicating support for legalization.
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68
Perry found a weak relationship between church attendance and views on interracial dating.
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69
When a relationship is found between two variables, this does not indicate that one variable is causing change in the other.
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70
Multivariate analysis refers to a non-causal relationship between variables that can be attributed to the impact of a third variable.
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71
An intervening variable is an unobserved variable that can explain the relationship between the independent and dependent variable and may itself be a cause of the dependent variable.
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72
What main factors determine what statistical tools a researcher can use?
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73
Why is it important for researchers to think about the analysis they want to do when they are designing their study?
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74
Describe the iterative nature of quantitative analysis. How does this iterative nature shape the findings achieved in quantitative data analysis?
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75
Describe the three levels of measurement with an example of each. Why is it important to understand the level of measurement?
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76
Choose a variable that could be measured at different levels of measurement. Explain how the variable would work at the nominal, ordinal, and interval-ratio level.
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77
How are descriptive and inferential statistics different from each other? What can a researcher understand using descriptive statistics compared to when they use inferential statistics?
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78
What were the two main research questions explored by Chetty et al.? What did they find? Was this study based on inferential or descriptive statistics? How can you tell?
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79
Describe D'Anna and teams' study of community health needs. How did they gather their data? What were the major findings? Why was a mixed methods approach important?
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80
Why would we describe statistics as an analytical tool rather than just a set of mathematical equations? Use an example from the text.
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