Deck 12: Applying Statistical Methods in Your Own Research Project
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Deck 12: Applying Statistical Methods in Your Own Research Project
1
A common way to handle missing data when there are only a few missing values and the pattern seems more or less random is to:
A)substitute the mode of everyone else's score on that variable for each missing value
B)substitute the mean of everyone else's score on that variable for each missing value
C)delete the individual from the database
D)delete that particular variable from the database
A)substitute the mode of everyone else's score on that variable for each missing value
B)substitute the mean of everyone else's score on that variable for each missing value
C)delete the individual from the database
D)delete that particular variable from the database
substitute the mean of everyone else's score on that variable for each missing value
2
If a participant has a missing value on an item that is part of a multi-item measure (such as 1 item not answered on a 20-item depression questionnaire), the researcher might handle this by:
A)substituting that person's average on the items that were completed
B)substituting a similar person's score on that item
C)substituting the total score on the questionnaire for that item
D)all of the above are viable options
A)substituting that person's average on the items that were completed
B)substituting a similar person's score on that item
C)substituting the total score on the questionnaire for that item
D)all of the above are viable options
substituting that person's average on the items that were completed
3
Consider a study looking at the relation of gender and performance on a statistics examination. This study is about __________.
A)variance variables
B)associations among variables
C)pre-and post-testing of variables
D)dependent variables
A)variance variables
B)associations among variables
C)pre-and post-testing of variables
D)dependent variables
associations among variables
4
Before running statistical analyses, researchers should check their data for:
A)skewness
B)missing data
C)outliers
D)all of the above
A)skewness
B)missing data
C)outliers
D)all of the above
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5
A researcher should use __________ or __________ when there is one predictor variable.
A)multiple regression; correlation
B)correlation; bivariate prediction
C)Z scores; multiple regression
D)criterion variables; Z scores
A)multiple regression; correlation
B)correlation; bivariate prediction
C)Z scores; multiple regression
D)criterion variables; Z scores
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6
Consider a study comparing the effects of different paints colors (pale blue, bright red, pale yellow)in a child's play room on children's mood (rated on a 50-points scale). This study is comparing:
A)means of variables
B)modes of variables
C)nominal of association
D)levels of association
A)means of variables
B)modes of variables
C)nominal of association
D)levels of association
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7
If a researcher decides to handle missing data on a particular item by only including those participants who answered that item, he or she must keep in mind that results will:
A)be completely valid and applicable
B)apply to all members of the population
C)only apply to the kinds of people who are likely to answer such questions
D)not be publishable
A)be completely valid and applicable
B)apply to all members of the population
C)only apply to the kinds of people who are likely to answer such questions
D)not be publishable
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8
Once a researcher has decided whether to utilize a t test or ANOVA (based on the number of means being compared), the next decision relates to:
A)whether to determine the mean or median of the samples
B)whether to determine the variance or standard deviation of the samples
C)whether to refer to the Z table or t table
D)whether to use a between-subjects or within-subjects design
A)whether to determine the mean or median of the samples
B)whether to determine the variance or standard deviation of the samples
C)whether to refer to the Z table or t table
D)whether to use a between-subjects or within-subjects design
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9
If you wish to predict the likelihood of developing breast cancer from a combination of information about genes, environment, and lifestyle the appropriate analysis would be a:
A)t test
B)chi square
C)ANOVA
D)multiple regression
A)t test
B)chi square
C)ANOVA
D)multiple regression
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10
The following situation(s)could result in missing data:
A)a participant accidentally skips three questions
B)an observer misses a particular behavior
C)recording devices fail during an experiment
D)all of the above
A)a participant accidentally skips three questions
B)an observer misses a particular behavior
C)recording devices fail during an experiment
D)all of the above
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11
Suppose you are testing a hypothesis about which of various professors are most favored by psychology students at a particular university. The appropriate analysis would be:
A)ANOVA
B)t test for independence
C)chi-square test
D)correlation
A)ANOVA
B)t test for independence
C)chi-square test
D)correlation
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12
In a between-subjects design __________ people are in each group.
A)different
B)the same
C)more than 30
D)equal numbers of
A)different
B)the same
C)more than 30
D)equal numbers of
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13
Once a researcher has an idea for a research question, the next step is to:
A)run a statistical analysis
B)enter data into SPSS
C)develop a specific research plan to address the question
D)prepare a manuscript for publication
A)run a statistical analysis
B)enter data into SPSS
C)develop a specific research plan to address the question
D)prepare a manuscript for publication
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14
The appropriate type of analysis to use with rank-order scores is:
A)parametric
B)nonparametric
C)linear
D)log linear
A)parametric
B)nonparametric
C)linear
D)log linear
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15
What is meant by the phrase "data screening"?
A)typing all scores into the database
B)setting up the SPSS spreadsheet
C)labeling one's variables
D)checking data for accuracy and missing values
A)typing all scores into the database
B)setting up the SPSS spreadsheet
C)labeling one's variables
D)checking data for accuracy and missing values
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16
A statistical procedure involving more than one criterion or outcome variable is called a:
A)univariate test
B)multivariate test
C)rank-order test
D)chi-square test
A)univariate test
B)multivariate test
C)rank-order test
D)chi-square test
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17
Consider a study comparing the effects of different encoding methods (i.e., visual and auditory)on later retention of information. This study focuses on the arrange memory performance for each encoding modality; thus, this is a study comparing __________.
A)variance variables
B)the relationship between variables
C)the distribution of difference scores
D)the standard deviation of variables
A)variance variables
B)the relationship between variables
C)the distribution of difference scores
D)the standard deviation of variables
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18
Before embarking on a new study, experienced researchers carefully plan the statistical method(s)they will use when the study is complete. Why is it important to carry out this step?
A)To ensure that there are available and appropriate methods to use when the study is done
B)To determine how many participants you will need
C)To determine the power of your planned study
D)All of the above
A)To ensure that there are available and appropriate methods to use when the study is done
B)To determine how many participants you will need
C)To determine the power of your planned study
D)All of the above
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19
If your planned study has power below 80%, you should first consider:
A)increasing the size of the samples
B)raising the study's level of significance
C)using the true population variance
D)treating the two samples as one sample
A)increasing the size of the samples
B)raising the study's level of significance
C)using the true population variance
D)treating the two samples as one sample
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20
To figure statistical power of a planned study, one needs to:
A)decide what statistical test to use
B)make some estimate of effect size
C)carefully collect the data and analyze results
D)both A and B
A)decide what statistical test to use
B)make some estimate of effect size
C)carefully collect the data and analyze results
D)both A and B
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21
If a planned study has power below __________ , there are several ways a researcher can alter the study to increase power.
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22
To figure statistical power of a planned study, you first need to decide what statistical test you will use. Then you have to make some estimate of the expected __________.
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23
After carrying out your plan for the main statistical analyses, you may want to consider conducting a(n):
A)factor analysis
B)exploratory analysis
C)power analysis
D)hypothetical analysis
A)factor analysis
B)exploratory analysis
C)power analysis
D)hypothetical analysis
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24
One can visually check for skewness by looking for:
A)long tails going off to the right
B)long tails going off to the left
C)separated scores in the histograms
D)all of the above
A)long tails going off to the right
B)long tails going off to the left
C)separated scores in the histograms
D)all of the above
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25
The main cause of extreme skewness is:
A)outliers
B)bimodal distributions
C)rectangular distributions
D)average scores
A)outliers
B)bimodal distributions
C)rectangular distributions
D)average scores
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26
In what section of a research article should the authors describe each analysis in a systematic fashion?
A)Introduction
B)Methods
C)Results
D)Discussion
A)Introduction
B)Methods
C)Results
D)Discussion
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27
A researcher realizes that her data are seriously skewed. She could do all of the following EXCEPT:
A)log transform the scores
B)square-root transform the scores
C)substitute the median for the mean
D)use a rank-ordered method
A)log transform the scores
B)square-root transform the scores
C)substitute the median for the mean
D)use a rank-ordered method
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28
In a __________ design, the same people will be in each group (e.g., each participant will read one story with negative content and another story with positive content).
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29
Researchers use multiple regression when there are two or more predictor variables. (True or False)
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30
Suppose you determine that your new study will focus on differences between means. Your next question should be __________.
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31
One should use a chi-square test to study the change in distribution of preferred brand of toothpaste from before to after a new advertising campaign. (True or False)
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32
To avoid work and careless errors, it is recommended that researchers enter datasheet scores directly into a spreadsheet and let the computer do any needed __________.
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33
All of the following are appropriate and common ways to handle extreme scores EXCEPT:
A)exclude the participant from the analysis
B)use a rank-order test
C)use a t test for dependent means
D)recode the extreme score so that it is just slightly higher than the next highest score
A)exclude the participant from the analysis
B)use a rank-order test
C)use a t test for dependent means
D)recode the extreme score so that it is just slightly higher than the next highest score
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34
Most statistical tests require that the variables be _______________ in the population.
A)relatively equivalent
B)slightly skewed
C)normally distributed
D)easily graphed using LISREL
A)relatively equivalent
B)slightly skewed
C)normally distributed
D)easily graphed using LISREL
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35
You study three groups of students (normal, learning disability, and attention-deficit disorder)and measure performance on four outcome variables (four different reading ability tests). This type of research design would require __________.
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36
In a study of the effects of lighting on concentration, 30 participants performed a standard task while exposed to a dim light and another 30 participants performed the same task while exposed to a bright light. You would use a t test for __________ to analyze the results.
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37
In the Discussion section of a research article, one should:
A)summarize key conclusions
B)provide detailed information about participants
C)report on the reliability of one's measures
D)all of the above
A)summarize key conclusions
B)provide detailed information about participants
C)report on the reliability of one's measures
D)all of the above
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38
Before starting out on a new study, experienced researchers plan what __________ they will use.
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39
Which of the following is NOT one of the main sections of most research papers in the behavioral and social sciences?
A)Case Report
B)Introduction
C)Methods
D)Discussion
A)Case Report
B)Introduction
C)Methods
D)Discussion
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40
A nonsignificant result means:
A)"proof" for the research hypothesis
B)"proof" for the null hypothesis
C)"no difference"
D)"inconclusive"
A)"proof" for the research hypothesis
B)"proof" for the null hypothesis
C)"no difference"
D)"inconclusive"
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41
It is never a good idea to note the limitations of your study and anomalous results. (True or False)
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42
Often participants don't respond to every item on a questionnaire and the researcher is left with __________.
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43
When writing up the results of a research study, most of the results of the statistical analyses will go in the Results section of the paper, although some information about the study participants is usually given in the __________ section.
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44
The Results section of a research article in the behavioral and social sciences usually begins with a presentation of __________.
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45
Many important discoveries in the behavioral and social sciences came not from what was predicted in advance, but from unexpected findings during data exploration. (True or False)
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46
What are some ways to handle missing data in a study? How should these data be coded in a database?
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47
Some researchers simply make it a practice to exclude participants whose scores are very extreme. (True or False)
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48
Before conducting statistical analyses, what properties of the data should a researcher check and why? How should a researcher handle problematic data issues that arise?
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49
What are some important things to keep in mind during the data-gathering process that will make the statistical analyses go smoothly?
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50
Most research reports in the behavioral and social sciences include the following main sections:
(1)__________ , (2)__________ , (3)__________ , and (4)__________
(1)__________ , (2)__________ , (3)__________ , and (4)__________
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51
What are some considerations when entering your data into a computer spreadsheet or database?
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52
Most statistical tests require that the variables be __________ in the population.
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