Deck 8: Analyzing Data: Understanding Statistics

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Question
Which type of statistics helps researchers to estimate the effects of sampling errors on their results?

A) univariate statistics
B) bivariate statistics
C) multivariate statistics
D) inferential statistics
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Question
Which type of statistics helps researchers examine the relationship between a population's age, height, and weight?

A) univariate statistics
B) bivariate statistics
C) multivariate statistics
D) inferential statistics
Question
Which type of statistics helps researchers describe a population's average age?

A) univariate statistics
B) bivariate statistics
C) multivariate statistics
D) inferential statistics
Question
Which variable type corresponds to the outcome being measured?

A) dependent
B) independent
C) categorical
D) nominal
Question
If a researcher asks participants to name the country in which they were born, the researcher is using which scale of measurement?

A) categorical
B) nominal
C) ratio
D) continuous
Question
Percentages for different groups are expressed on a common scale with what base?

A) 0.1
B) 1.0
C) 10
D) 100
Question
Proportions have a base of what?

A) 0.1
B) 1.0
C) 10
D) 100
Question
When reporting a percentage, it is a good idea to also report the underlying number of cases.
Question
Which of the following is the name of the curve that is symmetrical?

A) normal curve
B) frequency polygon
C) positive skew
D) negative skew
Question
In most populations, income has what type of curve?

A) normal curve
B) frequency polygon
C) positive skew
D) negative skew
Question
Which of the following is another name for a normal distribution?

A) mean
B) median
C) positive skew
D) negative skew
Question
"The value around which the deviations sum to zero" is the definition of which of the following?

A) mean
B) median
C) mode
D) null set
Question
Which of the following is useful for describing the averages of skewed distributions?

A) mean
B) median
C) mode
D) null set
Question
Which of the following is the middle of a distribution?

A) mean
B) median
C) mode
D) null set
Question
The standard deviation is used to describe what property of a set of scores?

A) sample size
B) variability
C) frequency distribution
D) reliability
Question
If the median for a group of participants is 25.00, what percentage of the participants has scores above a score of 25.00?

A) 25%
B) 50%
C) 75%
D) can't be determined from this information
Question
How is the range of a set of scores calculated?

A) highest score minus the lowest score
B) highest score plus the lowest score
C) highest score divided by the lowest score
D) lowest score minus the highest score
Question
What is interquartile range?

A) range of the middle 50% of results
B) range of the middle 25% of results
C) variability within each quarter of data
D) variability between each quarter of data
Question
Which of the following is used to describe the margin of error for a study?

A) alpha
B) p-value
C) confidence level
D) confidence interval
Question
Which of the following is used to describe the statistical significance of results?

A) alpha
B) p-value
C) confidence level
D) confidence interval
Question
Which of the following is a measure of how unlikely it is that results were obtained by chance?

A) alpha
B) p-value
C) confidence level
D) confidence interval
Question
Which of the following is calculated as 100% minus alpha?

A) frequency
B) p-value
C) confidence level
D) confidence interval
Question
Which of the following is a way to say a researcher has rejected the null hypothesis?

A) the results are statistically significant
B) the confidence interval is less than 0.05
C) the confidence level is greater than the p-value
D) the p-value is greater than the confidence interval
Question
What is the null hypothesis?

A) the possibility that the sample is fatally biased
B) the possibility that the results are improperly calculated
C) the possibility that the results are random chance
D) the possibility that the true result is within the margin of error
Question
What does sampling error result from?

A) random chance
B) biased sample selection
C) confounding variables
D) lack of a control group
Question
A Pearson product-moment correlation coefficient expresses what?

A) a linear relationship between two variables
B) a linear relationship between three or more variables
C) an asynchronous relationship between two variables
D) any relationship between dependent variables
Question
When the relationship between two variables is perfect and inverse, what is the value of r?

A) -0.1
B) -1.0
C) 0.1
D) 1.0
Question
Researchers convert values of Pearson r to the coefficient of determination to do which of the following?

A) account for the margin of error
B) represent variables in terms of percentages
C) represent correlation in terms of percentages
D) plot results on a graph
Question
Suppose you read that t = 2.000, df = 20, p > .05 for the difference between two means. Using conventional standards, the null hypothesis should be rejected.
Question
Suppose you read that t = 2.859, df = 40, p < .01 for the difference between two means. True or False: Using conventional standards, the null hypothesis should be rejected.
Question
Which of the following does NOT cause a t test to yield a low probability?

A) small sample size
B) small difference between means
C) low standard deviation
D) heterogeneous population
Question
If a researcher compares two means for significance, what difference in probability will the ANOVA and the t test find?

A) ANOVA will be slightly higher
B) t test will be slightly higher
C) none
D) can't be determined from this information
Question
Which of the following will consumers of research be most concerned with when considering an analysis of variance (ANOVA) test of the null hypothesis?

A) a statistic called F
B) mean square
C) sum of squares
D) p value
Question
What test might a researcher use to determine which individual pairs of means are significantly different from each other?

A) t test
B) ANOVA test
C) multiple comparisons test
D) statistical regression
Question
Researchers use two-way analysis of variance to determine what?

A) the interaction of multiple independent variables on dependent variables
B) the interaction of multiple dependent variables
C) the variance between multiple dependent variables
D) test of the null hypothesis
Question
In analysis of variance, each way in which participants are classified yields what?

A) a main effect
B) a side effect
C) a dependent variable
D) a p-value
Question
What does this topic recommend the consumer of research attend to in the reported results of the chi-square test?

A) degrees of freedom (df )
B) p-value
C) chi-square value
D) number of variables
Question
A chi-square test is used for what type of variable?

A) dependent
B) independent
C) nominal
D) ordinal
Question
If a researcher fails to reject a null hypothesis, the difference in question is statistically significant.
Question
What is the name of the error researchers make when they fail to reject the null hypothesis when, in fact, it is an incorrect hypothesis?

A) Type I error
B) Type II error
C) double negative
D) confirmation bias
Question
Which of the following is a Type I error?

A) failing to do a chi-square test on bivariate analysis
B) failing to reject the null hypothesis when it is an incorrect hypothesis
C) rejecting the null hypothesis when it is a correct hypothesis
D) performing the chi-square test before determining p-value
Question
When a researcher rejects the null hypothesis at exactly the .05 level (i.e., p = .05), there are how many chances in 100 that the null hypothesis is correct?

A) .05
B) .5
C) 5
D) 20
Question
How many dependent variables can there be in regression models?

A) none
B) one
C) two
D) three or more
Question
How many independent variables can there be in regression models?

A) none
B) one
C) two
D) three or more
Question
Regression is similar to correlation because it looks for what type of relationship between variables?

A) a linear association
B) an independent association
C) a dependent association
D) a causal link
Question
Statistical significance addresses whether a difference is reliable in light of what?

A) computational errors
B) sampling errors
C) study design errors
D) random errors
Question
Which of the following is NOT part of determining the practical significance of random error?

A) cost-benefit analysis
B) multiple regression analysis
C) crucial difference analysis
D) client acceptability
Question
This topic describes how many types of considerations for determining practical significance?

A) four
B) five
C) six
D) seven
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Deck 8: Analyzing Data: Understanding Statistics
1
Which type of statistics helps researchers to estimate the effects of sampling errors on their results?

A) univariate statistics
B) bivariate statistics
C) multivariate statistics
D) inferential statistics
D
2
Which type of statistics helps researchers examine the relationship between a population's age, height, and weight?

A) univariate statistics
B) bivariate statistics
C) multivariate statistics
D) inferential statistics
C
3
Which type of statistics helps researchers describe a population's average age?

A) univariate statistics
B) bivariate statistics
C) multivariate statistics
D) inferential statistics
A
4
Which variable type corresponds to the outcome being measured?

A) dependent
B) independent
C) categorical
D) nominal
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
5
If a researcher asks participants to name the country in which they were born, the researcher is using which scale of measurement?

A) categorical
B) nominal
C) ratio
D) continuous
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
6
Percentages for different groups are expressed on a common scale with what base?

A) 0.1
B) 1.0
C) 10
D) 100
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
7
Proportions have a base of what?

A) 0.1
B) 1.0
C) 10
D) 100
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
8
When reporting a percentage, it is a good idea to also report the underlying number of cases.
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
9
Which of the following is the name of the curve that is symmetrical?

A) normal curve
B) frequency polygon
C) positive skew
D) negative skew
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
10
In most populations, income has what type of curve?

A) normal curve
B) frequency polygon
C) positive skew
D) negative skew
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
11
Which of the following is another name for a normal distribution?

A) mean
B) median
C) positive skew
D) negative skew
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
12
"The value around which the deviations sum to zero" is the definition of which of the following?

A) mean
B) median
C) mode
D) null set
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
13
Which of the following is useful for describing the averages of skewed distributions?

A) mean
B) median
C) mode
D) null set
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
14
Which of the following is the middle of a distribution?

A) mean
B) median
C) mode
D) null set
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
15
The standard deviation is used to describe what property of a set of scores?

A) sample size
B) variability
C) frequency distribution
D) reliability
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
16
If the median for a group of participants is 25.00, what percentage of the participants has scores above a score of 25.00?

A) 25%
B) 50%
C) 75%
D) can't be determined from this information
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
17
How is the range of a set of scores calculated?

A) highest score minus the lowest score
B) highest score plus the lowest score
C) highest score divided by the lowest score
D) lowest score minus the highest score
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Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
18
What is interquartile range?

A) range of the middle 50% of results
B) range of the middle 25% of results
C) variability within each quarter of data
D) variability between each quarter of data
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
19
Which of the following is used to describe the margin of error for a study?

A) alpha
B) p-value
C) confidence level
D) confidence interval
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
20
Which of the following is used to describe the statistical significance of results?

A) alpha
B) p-value
C) confidence level
D) confidence interval
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
21
Which of the following is a measure of how unlikely it is that results were obtained by chance?

A) alpha
B) p-value
C) confidence level
D) confidence interval
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
22
Which of the following is calculated as 100% minus alpha?

A) frequency
B) p-value
C) confidence level
D) confidence interval
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
23
Which of the following is a way to say a researcher has rejected the null hypothesis?

A) the results are statistically significant
B) the confidence interval is less than 0.05
C) the confidence level is greater than the p-value
D) the p-value is greater than the confidence interval
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
24
What is the null hypothesis?

A) the possibility that the sample is fatally biased
B) the possibility that the results are improperly calculated
C) the possibility that the results are random chance
D) the possibility that the true result is within the margin of error
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
25
What does sampling error result from?

A) random chance
B) biased sample selection
C) confounding variables
D) lack of a control group
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
26
A Pearson product-moment correlation coefficient expresses what?

A) a linear relationship between two variables
B) a linear relationship between three or more variables
C) an asynchronous relationship between two variables
D) any relationship between dependent variables
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
27
When the relationship between two variables is perfect and inverse, what is the value of r?

A) -0.1
B) -1.0
C) 0.1
D) 1.0
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
28
Researchers convert values of Pearson r to the coefficient of determination to do which of the following?

A) account for the margin of error
B) represent variables in terms of percentages
C) represent correlation in terms of percentages
D) plot results on a graph
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
29
Suppose you read that t = 2.000, df = 20, p > .05 for the difference between two means. Using conventional standards, the null hypothesis should be rejected.
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
30
Suppose you read that t = 2.859, df = 40, p < .01 for the difference between two means. True or False: Using conventional standards, the null hypothesis should be rejected.
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
31
Which of the following does NOT cause a t test to yield a low probability?

A) small sample size
B) small difference between means
C) low standard deviation
D) heterogeneous population
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
32
If a researcher compares two means for significance, what difference in probability will the ANOVA and the t test find?

A) ANOVA will be slightly higher
B) t test will be slightly higher
C) none
D) can't be determined from this information
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
33
Which of the following will consumers of research be most concerned with when considering an analysis of variance (ANOVA) test of the null hypothesis?

A) a statistic called F
B) mean square
C) sum of squares
D) p value
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
34
What test might a researcher use to determine which individual pairs of means are significantly different from each other?

A) t test
B) ANOVA test
C) multiple comparisons test
D) statistical regression
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
35
Researchers use two-way analysis of variance to determine what?

A) the interaction of multiple independent variables on dependent variables
B) the interaction of multiple dependent variables
C) the variance between multiple dependent variables
D) test of the null hypothesis
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
36
In analysis of variance, each way in which participants are classified yields what?

A) a main effect
B) a side effect
C) a dependent variable
D) a p-value
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
37
What does this topic recommend the consumer of research attend to in the reported results of the chi-square test?

A) degrees of freedom (df )
B) p-value
C) chi-square value
D) number of variables
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
38
A chi-square test is used for what type of variable?

A) dependent
B) independent
C) nominal
D) ordinal
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
39
If a researcher fails to reject a null hypothesis, the difference in question is statistically significant.
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
40
What is the name of the error researchers make when they fail to reject the null hypothesis when, in fact, it is an incorrect hypothesis?

A) Type I error
B) Type II error
C) double negative
D) confirmation bias
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
41
Which of the following is a Type I error?

A) failing to do a chi-square test on bivariate analysis
B) failing to reject the null hypothesis when it is an incorrect hypothesis
C) rejecting the null hypothesis when it is a correct hypothesis
D) performing the chi-square test before determining p-value
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
42
When a researcher rejects the null hypothesis at exactly the .05 level (i.e., p = .05), there are how many chances in 100 that the null hypothesis is correct?

A) .05
B) .5
C) 5
D) 20
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
43
How many dependent variables can there be in regression models?

A) none
B) one
C) two
D) three or more
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
44
How many independent variables can there be in regression models?

A) none
B) one
C) two
D) three or more
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
45
Regression is similar to correlation because it looks for what type of relationship between variables?

A) a linear association
B) an independent association
C) a dependent association
D) a causal link
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
46
Statistical significance addresses whether a difference is reliable in light of what?

A) computational errors
B) sampling errors
C) study design errors
D) random errors
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
47
Which of the following is NOT part of determining the practical significance of random error?

A) cost-benefit analysis
B) multiple regression analysis
C) crucial difference analysis
D) client acceptability
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
48
This topic describes how many types of considerations for determining practical significance?

A) four
B) five
C) six
D) seven
Unlock Deck
Unlock for access to all 48 flashcards in this deck.
Unlock Deck
k this deck
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