Deck 7: Measurement

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Question
To achieve standardization the content of job application tests should be the same for all applicants.
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Question
Scoring keys for tests should be developed immediately after the test has been administered.
Question
A correlation between two variables does not necessarily that one causes the other.
Question
With very large samples, it is possible for a fairly weak relationship to still be statistically significant.
Question
Research shows that when an attribute is measured by both objective and subjective means, there is often relatively low agreement between scores from the two types of measures.
Question
If scores are classified as "low", "medium", and high", the scale of measurement is nominal.
Question
When numbers are assigned by category, this reflects an ordinal scale of measurement.
Question
The most appropriate measure of central tendency for nominal scale data is the median.
Question
Measures are methods or techniques for describing and assessing attributes of objects that are of concern to us.
Question
Numerical employment interview ratings represent objective measures.
Question
If an individual has a z-score of 2.0 on a performance test, this indicates this person's score is twice as high as the average test score.
Question
The standard deviation is a measure of the central tendency of a scale.
Question
Most staffing measures can be best described as being on a ratio scale.
Question
A correlation coefficient ranges from 0 to +1.
Question
Human body weight is an example of a variable measured on a ratio scale of measure.
Question
Standard scores are also useful for determining how a person performed, in a relative sense, on two or more tests. This is helpful for comparing relative standing across several tests.
Question
A standard level for statistical significance is p<.50.
Question
When developing measures, it is a good idea to give each rater some license to interpret the meaning of scores as fits the specific situation.
Question
Measurement standardization applies to measurement content, not the administration of measurements.
Question
A rank ordering of five job candidates in terms of overall qualification for the job is an example of an ordinal scale.
Question
Which of the following results represents statistically significance as it is commonly understood?

A) r = .30
B) p < .05
C) r > .10
D) all of the above
Question
While correlation is valuable as an indicator of the degree of association between variables, it is generally not used as a tool for prediction.
Question
Which of the following statements about measurement is not correct?

A) It assigns numbers to objects.
B) It is based on rules determined in advance.
C) It measures the object not the attribute.
D) It measures constructs.
Question
If the correlation coefficient between variables X and Y is .90, this means that the proportion of common variance shared by the two variables is ninety percent.
Question
A scale in which objects are rank ordered according to how much of the attribute they possess.

A) nominal
B) ordinal
C) interval
D) ratio
Question
A correlation score of minus one between two sets of scores indicates an exceptionally low association or relationship between the two sets.
Question
The most appropriate measure of central tendency for nominal data is the ______.

A) mean
B) median
C) standard deviation
D) mode
Question
Which of the following is not part of the process of measurement?

A) choosing an attribute of concern
B) assessing the attribute's acceptability to applicants
C) using the measure to gauge the attribute
D) constructing a measure of the attribute
Question
The correlation coefficient does not measure the change in one variable caused by another variable.
Question
Length in inches is an example of a(n) _________.

A) ratio scale
B) nominal scale
C) ordinal scale
D) interval scale
Question
A correlation coefficient of 1.0 between variables X and Y indicates that there is a perfect linear relationship between these two variables.
Question
A nominal scale of measurement has ________.

A) rank order
B) an absolute true zero point
C) classification by categories
D) equal differences between points on a scale of measurement
Question
A scale in which a given attribute is categorized, and numbers are assigned to the categories, but there is no order or level implied among the categories.

A) nominal
B) ordinal
C) interval
D) ratio
Question
The research literature indicates a high correlation between subjective and objective measures of performance.
Question
The process of ensuring that all test takers receive the same tests in the same context, as a way to eliminate extraneous influences on test performance is called ____________________.

A) standardization
B) optimization
C) rationalization
D) inflation
Question
The likelihood that a correlation exists in a population, based on knowledge of the actual value of r in a sample from that population is the ____________.

A) practical significance
B) likelihood ratio
C) functional statistic
D) statistical significance
Question
The variability of a measure is best captured by the _____________.

A) mean and standard deviation
B) range and standard deviation
C) range and median
D) mode and mean
Question
A scale in which objects are rank ordered according to how much of the attribute they possess, with equal space between objects.

A) nominal
B) ordinal
C) interval
D) ratio
Question
Rankings of the finishes of competitors in a foot race is an example of a(n) _______.

A) ratio scale
B) ordinal scale
C) interval scale
D) none of the above
Question
Performance appraisal ratings are subjective measures.
Question
The consistency of measurement of an attribute refers to its validity.
Question
Measuring the accuracy of a mechanical ability test in predicting the job performance of current employees involves a predictive validity design.
Question
The extent to which scores on a knowledge test truly reflect a job applicant's knowledge is a measure of the test's validity.
Question
The correlation coefficient expresses _________.

A) causality
B) variance
C) strength of the relationship between two variables
D) the range between two variables
Question
The larger the correlation coefficient, _________.

A) the greater the practical significance
B) the smaller its practical significance
C) the larger its range
D) the smaller its statistical significance
Question
The proper test to determine that a given sample correlation is statistically significant as an estimate of a correlation in a population is the __________.

A) z score
B) standard deviation
C) squared correlation coefficient
D) the t test
Question
Even when measurement error is present, true scores can be measured with perfect precision.
Question
In staffing the scores of individuals are treated as if they were the attribute itself, rather than merely indicators of the attribute.
Question
The standard error of measurement is a useful indicator of how accurate actual scores of applicants are in assessing the true scores of a given measure.
Question
Perfect reliability is virtually impossible to achieve because of the presence of measurement error.
Question
Error caused by failing to measure a key aspect of the attribute of interest (i.e., the attribute we wish to measure), is known as contamination error.
Question
Asking different questions of job applicants during comparisons of interview ratings between these same job applicants is an example of contamination error.
Question
Comparing scores of objective measures within the same time period is a measure of internal consistency.
Question
A complete lack of correlation between two variables is expressed by a correlation coefficient of _________.

A) .50
B) 1.00
C) -1.00
D) zero
Question
A z score of 3.0 for a job applicant's score on an aptitude test indicates the applicant ______.

A) achieved a score 3 points higher than the average score
B) received a score 3 standard deviations above the mean score
C) had a score 3 percent higher than the average score
D) had a score plus or minus 3 points relative to the mean score
Question
Calculation of the test-retest reliability of scores between time periods is done for objective measures, not subjective measures.
Question
If an attribute of job performance is "planning and setting work priorities," and the raters fail to rate people on that dimension during their performance appraisal, then the performance measure is contaminated.
Question
If all the members of a panel interview reach the same conclusion regarding a person who is being interviewed, it could be said that the interview ratings are reliable.
Question
A measure with a coefficient alpha of .55 should generally be regarding as having adequate reliability.
Question
Reliability sets the lower limit on validity.
Question
The assessment of concurrent validity is more convenient and more efficient than the assessment of predictive validity.
Question
Criterion measures are not used in the calculation of content validity.
Question
When predictor and criterion scores have been obtained, the predictor can be considered valid if __________.

A) the correlation coefficient has the desired practical and statistical significance
B) the correlation coefficient has statistical significance alone
C) the correlation coefficient is insignificant
D) the correlation coefficient has practical significance alone
Question
Which of the following is a true statement?

A) true score divided by error equals actual score
B) actual score equals true score plus error
C) actual score plus error equals true score
D) true score equals variance plus error
Question
Contamination error _________.

A) is easy to minimize and control
B) is the same as deficiency error
C) represents unwanted sources of influence on a measure
D) shows a lack of an acceptable coefficient alpha
Question
Reliability of a measure places ________.

A) no limit on the validity of a measure
B) a lower limit on the validity of a measure
C) an average limit on the validity of a measure
D) an upper limit on the validity of a measure
Question
The standard error of measurement allows ________.

A) calculation of confidence intervals for true scores
B) estimates of content validity
C) calculation of confidence intervals for actual scores
D) calculation of confidence intervals for error
Question
Which of the following is an example of contamination error?

A) irrelevant material on the test
B) guessing by the test taker
C) different time limits for the same test
D) all of the above
Question
Content validation is most appropriate when ____________.

A) reliability is too high
B) sample size is large
C) criterion measures are readily available
D) sample size is too small for criterion validity calculation
Question
Reliability of measurement is defined as __________.

A) frequency of measurement
B) magnitude of measurement
C) accuracy of measurement
D) consistency of measurement
Question
The process of criterion-related validation begins with the identification of criterion measures.
Question
Comparing the same supervisor's rating of an employee's performance at T1 to T2 is a method for assessing ______ reliability.

A) intrarater
B) fixed-point
C) test-retest
D) interrater
Question
Comparing objective scores from T1 to T2 is a method for assessing _____ reliability.

A) maximal asymptotic
B) internal consistency
C) test-retest
D) interrater
Question
Validity of a measure is best defined as ________.

A) the upper limit of reliability
B) the degree to which the measure does indeed measure what it is intended to measure
C) the lower limit of reliability
D) the consistency of measurement
Question
Deficiency error would not indicate a failure to _________.

A) measure some portion of the attribute of interest
B) adequately define the attribute of interest
C) construct a proper measure of the totality of the attribute
D) calculate the standard deviation
Question
Even if methodological and statistical differences across criterion-related validation studies are not controlled for statistically, it is still probable that validity can be generalized from one specific situation to another.
Question
Which of the following is a type of validity?

A) test-retest
B) coefficient alpha
C) criterion
D) parallel forms
Question
Coefficient alpha assesses ____________.

A) reliability within a single time period
B) reliability between time periods
C) reliability between samples
D) test-retest reliability
E) A and B are correct
Question
One guideline for effective staffing practice is that all predictors should be routinely subjected to content validation.
Question
Organizations that collect assessment data need to attend to professional standards that govern their use.
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Deck 7: Measurement
1
To achieve standardization the content of job application tests should be the same for all applicants.
True
2
Scoring keys for tests should be developed immediately after the test has been administered.
False
3
A correlation between two variables does not necessarily that one causes the other.
True
4
With very large samples, it is possible for a fairly weak relationship to still be statistically significant.
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k this deck
5
Research shows that when an attribute is measured by both objective and subjective means, there is often relatively low agreement between scores from the two types of measures.
Unlock Deck
Unlock for access to all 91 flashcards in this deck.
Unlock Deck
k this deck
6
If scores are classified as "low", "medium", and high", the scale of measurement is nominal.
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k this deck
7
When numbers are assigned by category, this reflects an ordinal scale of measurement.
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k this deck
8
The most appropriate measure of central tendency for nominal scale data is the median.
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k this deck
9
Measures are methods or techniques for describing and assessing attributes of objects that are of concern to us.
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k this deck
10
Numerical employment interview ratings represent objective measures.
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11
If an individual has a z-score of 2.0 on a performance test, this indicates this person's score is twice as high as the average test score.
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12
The standard deviation is a measure of the central tendency of a scale.
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13
Most staffing measures can be best described as being on a ratio scale.
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14
A correlation coefficient ranges from 0 to +1.
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15
Human body weight is an example of a variable measured on a ratio scale of measure.
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16
Standard scores are also useful for determining how a person performed, in a relative sense, on two or more tests. This is helpful for comparing relative standing across several tests.
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17
A standard level for statistical significance is p<.50.
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18
When developing measures, it is a good idea to give each rater some license to interpret the meaning of scores as fits the specific situation.
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19
Measurement standardization applies to measurement content, not the administration of measurements.
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k this deck
20
A rank ordering of five job candidates in terms of overall qualification for the job is an example of an ordinal scale.
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k this deck
21
Which of the following results represents statistically significance as it is commonly understood?

A) r = .30
B) p < .05
C) r > .10
D) all of the above
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k this deck
22
While correlation is valuable as an indicator of the degree of association between variables, it is generally not used as a tool for prediction.
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k this deck
23
Which of the following statements about measurement is not correct?

A) It assigns numbers to objects.
B) It is based on rules determined in advance.
C) It measures the object not the attribute.
D) It measures constructs.
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Unlock for access to all 91 flashcards in this deck.
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k this deck
24
If the correlation coefficient between variables X and Y is .90, this means that the proportion of common variance shared by the two variables is ninety percent.
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Unlock for access to all 91 flashcards in this deck.
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k this deck
25
A scale in which objects are rank ordered according to how much of the attribute they possess.

A) nominal
B) ordinal
C) interval
D) ratio
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k this deck
26
A correlation score of minus one between two sets of scores indicates an exceptionally low association or relationship between the two sets.
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k this deck
27
The most appropriate measure of central tendency for nominal data is the ______.

A) mean
B) median
C) standard deviation
D) mode
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k this deck
28
Which of the following is not part of the process of measurement?

A) choosing an attribute of concern
B) assessing the attribute's acceptability to applicants
C) using the measure to gauge the attribute
D) constructing a measure of the attribute
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Unlock for access to all 91 flashcards in this deck.
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k this deck
29
The correlation coefficient does not measure the change in one variable caused by another variable.
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k this deck
30
Length in inches is an example of a(n) _________.

A) ratio scale
B) nominal scale
C) ordinal scale
D) interval scale
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k this deck
31
A correlation coefficient of 1.0 between variables X and Y indicates that there is a perfect linear relationship between these two variables.
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k this deck
32
A nominal scale of measurement has ________.

A) rank order
B) an absolute true zero point
C) classification by categories
D) equal differences between points on a scale of measurement
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Unlock for access to all 91 flashcards in this deck.
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k this deck
33
A scale in which a given attribute is categorized, and numbers are assigned to the categories, but there is no order or level implied among the categories.

A) nominal
B) ordinal
C) interval
D) ratio
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k this deck
34
The research literature indicates a high correlation between subjective and objective measures of performance.
Unlock Deck
Unlock for access to all 91 flashcards in this deck.
Unlock Deck
k this deck
35
The process of ensuring that all test takers receive the same tests in the same context, as a way to eliminate extraneous influences on test performance is called ____________________.

A) standardization
B) optimization
C) rationalization
D) inflation
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Unlock for access to all 91 flashcards in this deck.
Unlock Deck
k this deck
36
The likelihood that a correlation exists in a population, based on knowledge of the actual value of r in a sample from that population is the ____________.

A) practical significance
B) likelihood ratio
C) functional statistic
D) statistical significance
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Unlock for access to all 91 flashcards in this deck.
Unlock Deck
k this deck
37
The variability of a measure is best captured by the _____________.

A) mean and standard deviation
B) range and standard deviation
C) range and median
D) mode and mean
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k this deck
38
A scale in which objects are rank ordered according to how much of the attribute they possess, with equal space between objects.

A) nominal
B) ordinal
C) interval
D) ratio
Unlock Deck
Unlock for access to all 91 flashcards in this deck.
Unlock Deck
k this deck
39
Rankings of the finishes of competitors in a foot race is an example of a(n) _______.

A) ratio scale
B) ordinal scale
C) interval scale
D) none of the above
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Unlock for access to all 91 flashcards in this deck.
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k this deck
40
Performance appraisal ratings are subjective measures.
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41
The consistency of measurement of an attribute refers to its validity.
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k this deck
42
Measuring the accuracy of a mechanical ability test in predicting the job performance of current employees involves a predictive validity design.
Unlock Deck
Unlock for access to all 91 flashcards in this deck.
Unlock Deck
k this deck
43
The extent to which scores on a knowledge test truly reflect a job applicant's knowledge is a measure of the test's validity.
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Unlock for access to all 91 flashcards in this deck.
Unlock Deck
k this deck
44
The correlation coefficient expresses _________.

A) causality
B) variance
C) strength of the relationship between two variables
D) the range between two variables
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k this deck
45
The larger the correlation coefficient, _________.

A) the greater the practical significance
B) the smaller its practical significance
C) the larger its range
D) the smaller its statistical significance
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k this deck
46
The proper test to determine that a given sample correlation is statistically significant as an estimate of a correlation in a population is the __________.

A) z score
B) standard deviation
C) squared correlation coefficient
D) the t test
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47
Even when measurement error is present, true scores can be measured with perfect precision.
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48
In staffing the scores of individuals are treated as if they were the attribute itself, rather than merely indicators of the attribute.
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k this deck
49
The standard error of measurement is a useful indicator of how accurate actual scores of applicants are in assessing the true scores of a given measure.
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50
Perfect reliability is virtually impossible to achieve because of the presence of measurement error.
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k this deck
51
Error caused by failing to measure a key aspect of the attribute of interest (i.e., the attribute we wish to measure), is known as contamination error.
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52
Asking different questions of job applicants during comparisons of interview ratings between these same job applicants is an example of contamination error.
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k this deck
53
Comparing scores of objective measures within the same time period is a measure of internal consistency.
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54
A complete lack of correlation between two variables is expressed by a correlation coefficient of _________.

A) .50
B) 1.00
C) -1.00
D) zero
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55
A z score of 3.0 for a job applicant's score on an aptitude test indicates the applicant ______.

A) achieved a score 3 points higher than the average score
B) received a score 3 standard deviations above the mean score
C) had a score 3 percent higher than the average score
D) had a score plus or minus 3 points relative to the mean score
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56
Calculation of the test-retest reliability of scores between time periods is done for objective measures, not subjective measures.
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Unlock Deck
k this deck
57
If an attribute of job performance is "planning and setting work priorities," and the raters fail to rate people on that dimension during their performance appraisal, then the performance measure is contaminated.
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k this deck
58
If all the members of a panel interview reach the same conclusion regarding a person who is being interviewed, it could be said that the interview ratings are reliable.
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k this deck
59
A measure with a coefficient alpha of .55 should generally be regarding as having adequate reliability.
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k this deck
60
Reliability sets the lower limit on validity.
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61
The assessment of concurrent validity is more convenient and more efficient than the assessment of predictive validity.
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62
Criterion measures are not used in the calculation of content validity.
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63
When predictor and criterion scores have been obtained, the predictor can be considered valid if __________.

A) the correlation coefficient has the desired practical and statistical significance
B) the correlation coefficient has statistical significance alone
C) the correlation coefficient is insignificant
D) the correlation coefficient has practical significance alone
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Unlock for access to all 91 flashcards in this deck.
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64
Which of the following is a true statement?

A) true score divided by error equals actual score
B) actual score equals true score plus error
C) actual score plus error equals true score
D) true score equals variance plus error
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Unlock for access to all 91 flashcards in this deck.
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65
Contamination error _________.

A) is easy to minimize and control
B) is the same as deficiency error
C) represents unwanted sources of influence on a measure
D) shows a lack of an acceptable coefficient alpha
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Unlock for access to all 91 flashcards in this deck.
Unlock Deck
k this deck
66
Reliability of a measure places ________.

A) no limit on the validity of a measure
B) a lower limit on the validity of a measure
C) an average limit on the validity of a measure
D) an upper limit on the validity of a measure
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Unlock for access to all 91 flashcards in this deck.
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67
The standard error of measurement allows ________.

A) calculation of confidence intervals for true scores
B) estimates of content validity
C) calculation of confidence intervals for actual scores
D) calculation of confidence intervals for error
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k this deck
68
Which of the following is an example of contamination error?

A) irrelevant material on the test
B) guessing by the test taker
C) different time limits for the same test
D) all of the above
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Unlock for access to all 91 flashcards in this deck.
Unlock Deck
k this deck
69
Content validation is most appropriate when ____________.

A) reliability is too high
B) sample size is large
C) criterion measures are readily available
D) sample size is too small for criterion validity calculation
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Unlock for access to all 91 flashcards in this deck.
Unlock Deck
k this deck
70
Reliability of measurement is defined as __________.

A) frequency of measurement
B) magnitude of measurement
C) accuracy of measurement
D) consistency of measurement
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k this deck
71
The process of criterion-related validation begins with the identification of criterion measures.
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k this deck
72
Comparing the same supervisor's rating of an employee's performance at T1 to T2 is a method for assessing ______ reliability.

A) intrarater
B) fixed-point
C) test-retest
D) interrater
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Unlock for access to all 91 flashcards in this deck.
Unlock Deck
k this deck
73
Comparing objective scores from T1 to T2 is a method for assessing _____ reliability.

A) maximal asymptotic
B) internal consistency
C) test-retest
D) interrater
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k this deck
74
Validity of a measure is best defined as ________.

A) the upper limit of reliability
B) the degree to which the measure does indeed measure what it is intended to measure
C) the lower limit of reliability
D) the consistency of measurement
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Unlock for access to all 91 flashcards in this deck.
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k this deck
75
Deficiency error would not indicate a failure to _________.

A) measure some portion of the attribute of interest
B) adequately define the attribute of interest
C) construct a proper measure of the totality of the attribute
D) calculate the standard deviation
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Unlock for access to all 91 flashcards in this deck.
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76
Even if methodological and statistical differences across criterion-related validation studies are not controlled for statistically, it is still probable that validity can be generalized from one specific situation to another.
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Unlock for access to all 91 flashcards in this deck.
Unlock Deck
k this deck
77
Which of the following is a type of validity?

A) test-retest
B) coefficient alpha
C) criterion
D) parallel forms
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Unlock for access to all 91 flashcards in this deck.
Unlock Deck
k this deck
78
Coefficient alpha assesses ____________.

A) reliability within a single time period
B) reliability between time periods
C) reliability between samples
D) test-retest reliability
E) A and B are correct
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79
One guideline for effective staffing practice is that all predictors should be routinely subjected to content validation.
Unlock Deck
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Unlock Deck
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80
Organizations that collect assessment data need to attend to professional standards that govern their use.
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