Deck 19: Appendix A: Measurement and Statistics

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سؤال
Most psychological measurement can be characterized as being at a nominal level or lower.
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سؤال
Standard scores on intelligence tests represent the same level of measurement as temperature in degrees Celsius.
سؤال
Standard scores on an intelligence test are an example of measurement at a ratio level.
سؤال
The highest level of measurement is measurement on an equal interval scale.
سؤال
If John's IQ is 120 and Joe's IQ is 60, then John is twice as intelligent as Joe.
سؤال
The frequency distribution of a group of test scores must be determined before computing averages and measures of variability.
سؤال
Histogram is to bar as frequency polygon is to line.
سؤال
The frequency distributions of many biological characteristics are approximately normal in shape.
سؤال
It is more common for test scores to be positively skewed than negatively skewed.
سؤال
The most commonly used measure of central tendency is the arithmetic mean.
سؤال
The mean is less affected than the median by the shape of a frequency distribution.
سؤال
A symmetric distribution is to the mean as a highly skewed distribution is to the median.
سؤال
For the scores 5, 6, 7, 8, 9, 9, 9, the median is larger than the mean.
سؤال
The median is a more representative average than the arithmetic mean when the frequency distribution of scores is highly skewed.
سؤال
Arithmetic mean is to standard deviation as median is to semi-interquartile range.
سؤال
Correlation coefficients range from .00 to 1.00.
سؤال
A correlation of -1.00 indicates the absence of a relationship between two variables.
سؤال
Correlation implies prediction but not causation.
سؤال
The prediction of Y from X is just as accurate when r = -.50 as when r = .50.
سؤال
Only when the correlation between two variables is .90 or higher can one be certain that one variable is a cause of the other.
سؤال
Multiple correlation involves the relationships of multiple independent variables with multiple dependent variables.
سؤال
Factor analysis is a procedure for decomposing the variance of test scores into common factor variance, specific factor variance, and error variance.
سؤال
The major purpose of factor analysis is to find a small number of factors that account for the correlations among a group of variables.
سؤال
Orthogonal factors are independent, and oblique factors are correlated.
سؤال
Specificity plus reliability equals communality.
سؤال
Factors can be loaded on tests, but tests cannot be loaded on factors.
سؤال
The sum of the cross-products of a set of factors on two tests is an estimate of the correlation between those tests.
سؤال
Orthogonal rotation results in the factor axes being at right angles to each other.
سؤال
The highest level of measurement is a(n) __________ scale, which has a true zero.

A) interval
B) nominal
C) ordinal
D) ratio
سؤال
The correct order of the following scales of measurement, from lowest to highest, is

A) nominal, interval, ordinal, ratio.
B) nominal, ordinal, interval, ratio.
C) ordinal, nominal, interval, ratio.
D) ordinal, nominal, ratio, interval.
سؤال
Which of the following is an example of measurement at a nominal level?

A) numbers on athletic uniforms
B) order of finishing in a race
C) temperature in degrees Celsius
D) weight of baggage in kilograms
سؤال
On which of the following types of scales does the number "0" represent a true zero?

A) interval
B) nominal
C) ordinal
D) ratio
سؤال
Standard scores on intelligence tests are considered to be __________ numbers.

A) interval
B) nominal
C) ordinal
D) ratio
سؤال
A __________ is constructed as a series of vertical bars, whereas a __________ is constructed as a series of connecting straight lines.

A) histogram, frequency polygon
B) mental age scale, chronological age scale
C) negatively skewed distribution, positively skewed distribution
D) normal curve, frequency distribution
سؤال
When a test is too easy for a group of examinees the frequency distribution of their scores will probably be

A) leptokurtic.
B) negatively skewed.
C) platykurtic.
D) positively skewed.
سؤال
If a test is too difficult for a group of examinees, the

A) mean will be greater than the median and mode.
B) mean will be less than the median and mode.
C) median will be less than the mean and mode.
D) median will be greater than the mean and mode.
سؤال
A normal curve is all of the following except

A) bell-shaped.
B) a frequency distribution.
C) skewed.
D) symmetric.
سؤال
Approximately what percentage of the scores in a normal distribution fall between the z values of -.5 and +.5?

A) 2%
B) 38%
C) 68%
D) 95%
سؤال
Which of the following is true when the frequency distribution of scores is positively skewed?

A) mean = median = mode
B) mean>median>mode
C) meanD) mean>mode>median
سؤال
If 60% of the scores on an achievement test are low and 40% are high, the frequency distribution is

A) negatively skewed.
B) negatively spread.
C) positively skewed.
D) positively spread.
سؤال
The median of any group of scores is equal to all of the following except the

A) 2nd quartile.
B) 5th decile.
C) 50th percentile.
D) 5th stanine.
سؤال
Which of the following measures of variability would be most appropriate with a highly skewed distribution of scores?

A) average deviation
B) semi-interquartile range
C) standard deviation
D) variance
سؤال
Which of the following measures of variability should be reported when the arithmetic mean is the measure of average?

A) average deviation
B) range
C) semi-interquartile range
D) standard deviation
سؤال
Consider the frequency distribution of the scores of 25 examinees on a 50-item test:

Test Score Interval  Number of Examinees 96100491956869088185576802\begin{array}{lc}\hline \text {Test Score Interval }&\text { Number of Examinees }\\\hline96-100 & 4 \\ 91-95 & 6 \\ 86-90 & 8 \\81-85 & 5 \\76-80 & 2 \\\hline\end{array}

-The arithmetic mean of the above distribution of scores is

A) 59.5.
B) 88.0.
C) 89.0.
D) 92.5.
سؤال
Consider the frequency distribution of the scores of 25 examinees on a 50-item test:

Test Score Interval  Number of Examinees 96100491956869088185576802\begin{array}{lc}\hline \text {Test Score Interval }&\text { Number of Examinees }\\\hline96-100 & 4 \\ 91-95 & 6 \\ 86-90 & 8 \\81-85 & 5 \\76-80 & 2 \\\hline\end{array}

-The mode of the above distribution of scores is

A) 86.0.
B) 88.0.
C) 88.5.
D) 89.0.
سؤال
Consider the frequency distribution of the scores of 25 examinees on a 50-item test:

Test Score Interval  Number of Examinees 96100491956869088185576802\begin{array}{lc}\hline \text {Test Score Interval }&\text { Number of Examinees }\\\hline96-100 & 4 \\ 91-95 & 6 \\ 86-90 & 8 \\81-85 & 5 \\76-80 & 2 \\\hline\end{array}

-The median of the above distribution of scores is closest to

A) 85.5.
B) 86.0.
C) 88.0.
D) 89.0.
سؤال
Consider the frequency distribution of the scores of 25 examinees on a 50-item test:

Test Score Interval  Number of Examinees 96100491956869088185576802\begin{array}{lc}\hline \text {Test Score Interval }&\text { Number of Examinees }\\\hline96-100 & 4 \\ 91-95 & 6 \\ 86-90 & 8 \\81-85 & 5 \\76-80 & 2 \\\hline\end{array}

-The above standard deviation of the distribution of scores is approximately

A) 3.0.
B) 6.0.
C) 12.0.
D) 36.0.
سؤال
Computing the 50th percentile is equivalent to computing the __________ of a group of scores.

A) arithmetic mean
B) median
C) mode
D) skewness
سؤال
Semi-interquartile range is to standard deviation as

A) mean is to mode.
B) median is to mean.
C) median is to mode.
D) mode is to mean.
E) mode is to median.
سؤال
Consider the following group of scores: 5, 5, 5, 6, 7, 8, 9, 10. Without making any computations, which of the following two assertions do you consider to be true? (1) the mean is greater than the median;(2) the mode is less than the mean.

A) Both 1 and 2 are true.
B) Neither 1 nor 2 is true.
C) Only 1 is true.
D) Only 2 is true.
سؤال
The statistical method of "co-relations" was introduced by

A) Charles Darwin.
B) Francis Galton.
C) Charles Spearman.
D) Louis Thurstone.
سؤال
The range of the product-moment correlation coefficient is

A) -1.00 to .00.
B) -1.00 to +.50.
C) -.50 to 1.00.
D) -1.00 to 1.00.
سؤال
If two groups of test scores are perfectly but inversely related, the correlation between them will be closest to

A) -1.00.
B) -.50.
C) .00.
D) 1.00.
سؤال
Predicting a person's standing on variable Y from his or her standing on variable X is least accurate when the correlation between X and Y is

A) -1.00.
B) .00.
C) .50.
D) 1.00.
سؤال
Correlation does not imply

A) association.
B) causation.
C) prediction.
D) relationship.
سؤال
The correlation between variable X and variable Y is .50. From this information one may conclude that

A) X is not a cause of Y.
B) X and Y are moderately related.
C) Y is not predictable from X.
D) X and Y are inversely related.
سؤال
Information on the common dimensions or traits underlying the scores on a group of tests can be obtained by a __________ analysis of the correlations among the tests.

A) common correlational
B) factor
C) regression
D) variance
سؤال
A mathematical technique for studying various kinds of intelligence is known as

A) cluster constituent analysis.
B) component dissection.
C) factor analysis.
D) primary mental abilities analysis.
سؤال
Communality plus specificity equals

A) error variance.
B) reliability.
C) validity.
D) true variance.
سؤال
In Thurstone's centroid method of factoring, __________ are placed on the diagonals of the correlation matrix.

A) 1.00s
B) communality estimates
C) reliability coefficients
D) validity coefficients
سؤال
The correlations between factors and tests are referred to as

A) centroids.
B) communalities.
C) factor loadings.
D) specificity estimates.
سؤال
The square of a factor loading on a test is the proportion of the __________ variance of the test scores that is accounted for by the factor.

A) common-factor
B) error
C) observed
D) specific
سؤال
If 50% of the variability in the scores on a test having a reliability of .90 is attributable to common factors, then the specificity of the test is __________ and the proportion of the test?s total variance that is due to error is __________.

A) .10, .40
B) .10, .50
C) .40, .10
D) .50, .10
سؤال
The major purpose of factor rotation is to

A) compare the oblique and orthogonal procedures.
B) increase the number of non-zero factor loadings.
C) prepare the correlation matrix for factoring.
D) simplify the factor matrix for interpretation.
سؤال
Correlated factors result from __________ rotation.

A) centroid
B) oblique
C) orthogonal
D) principal axis
سؤال
The percentage of the total test variance accounted for by factors that the test has in common with other tests in a factor analysis is the __________ of the test.

A) communality
B) reliability
C) specificity
D) validity
سؤال
Factors are interpreted primarily by examining the factor

A) communalities.
B) loadings.
C) reliabilities.
D) specificities.
E) validities.
سؤال
Match the descriptive phrase with statistical term :

-index ranging from -1.00 to +1.00

A) correlation coefficient
B) frequency polygon
سؤال
Match the descriptive phrase with statistical term :

-measure of variability around the mean

A) standard deviation
B) semi-interquartile
سؤال
Match the descriptive phrase with statistical term :

-most frequently occurring score

A) mode
B) frequency polygon
سؤال
Match the descriptive phrase with statistical term :

-score below which half the scores fall

A) median
B) semi-interquartile
سؤال
Match the descriptive phrase with statistical term :

-sum of scores divided by number of scores

A) arithmetic mean
B) frequency polygon
سؤال
Match the descriptive phrase with statistical term :

-number of people making each score

A) frequency distribution
B) semi-interquartile
سؤال
Define four scales of measurements, and give examples of variables that can be measured on each scale.
سؤال
What is a ʺnormal curve,ʺ and what variables are likely to be distributed in a normal fashion?
سؤال
List and describe three measures of central tendency and the corresponding measures of variability.
سؤال
What are ʺcorrelation coefficientsʺ and ʺlinear regression,ʺ and for what purposes are they employed?
سؤال
When and how is a factor analysis of a set of n scores on m variables conducted, and in what way are the results interpreted?
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Deck 19: Appendix A: Measurement and Statistics
1
Most psychological measurement can be characterized as being at a nominal level or lower.
False
2
Standard scores on intelligence tests represent the same level of measurement as temperature in degrees Celsius.
True
3
Standard scores on an intelligence test are an example of measurement at a ratio level.
False
4
The highest level of measurement is measurement on an equal interval scale.
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5
If John's IQ is 120 and Joe's IQ is 60, then John is twice as intelligent as Joe.
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6
The frequency distribution of a group of test scores must be determined before computing averages and measures of variability.
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7
Histogram is to bar as frequency polygon is to line.
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8
The frequency distributions of many biological characteristics are approximately normal in shape.
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9
It is more common for test scores to be positively skewed than negatively skewed.
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10
The most commonly used measure of central tendency is the arithmetic mean.
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11
The mean is less affected than the median by the shape of a frequency distribution.
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12
A symmetric distribution is to the mean as a highly skewed distribution is to the median.
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13
For the scores 5, 6, 7, 8, 9, 9, 9, the median is larger than the mean.
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14
The median is a more representative average than the arithmetic mean when the frequency distribution of scores is highly skewed.
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15
Arithmetic mean is to standard deviation as median is to semi-interquartile range.
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16
Correlation coefficients range from .00 to 1.00.
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17
A correlation of -1.00 indicates the absence of a relationship between two variables.
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18
Correlation implies prediction but not causation.
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19
The prediction of Y from X is just as accurate when r = -.50 as when r = .50.
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20
Only when the correlation between two variables is .90 or higher can one be certain that one variable is a cause of the other.
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21
Multiple correlation involves the relationships of multiple independent variables with multiple dependent variables.
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22
Factor analysis is a procedure for decomposing the variance of test scores into common factor variance, specific factor variance, and error variance.
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23
The major purpose of factor analysis is to find a small number of factors that account for the correlations among a group of variables.
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24
Orthogonal factors are independent, and oblique factors are correlated.
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25
Specificity plus reliability equals communality.
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26
Factors can be loaded on tests, but tests cannot be loaded on factors.
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27
The sum of the cross-products of a set of factors on two tests is an estimate of the correlation between those tests.
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28
Orthogonal rotation results in the factor axes being at right angles to each other.
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29
The highest level of measurement is a(n) __________ scale, which has a true zero.

A) interval
B) nominal
C) ordinal
D) ratio
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30
The correct order of the following scales of measurement, from lowest to highest, is

A) nominal, interval, ordinal, ratio.
B) nominal, ordinal, interval, ratio.
C) ordinal, nominal, interval, ratio.
D) ordinal, nominal, ratio, interval.
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31
Which of the following is an example of measurement at a nominal level?

A) numbers on athletic uniforms
B) order of finishing in a race
C) temperature in degrees Celsius
D) weight of baggage in kilograms
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32
On which of the following types of scales does the number "0" represent a true zero?

A) interval
B) nominal
C) ordinal
D) ratio
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33
Standard scores on intelligence tests are considered to be __________ numbers.

A) interval
B) nominal
C) ordinal
D) ratio
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34
A __________ is constructed as a series of vertical bars, whereas a __________ is constructed as a series of connecting straight lines.

A) histogram, frequency polygon
B) mental age scale, chronological age scale
C) negatively skewed distribution, positively skewed distribution
D) normal curve, frequency distribution
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35
When a test is too easy for a group of examinees the frequency distribution of their scores will probably be

A) leptokurtic.
B) negatively skewed.
C) platykurtic.
D) positively skewed.
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36
If a test is too difficult for a group of examinees, the

A) mean will be greater than the median and mode.
B) mean will be less than the median and mode.
C) median will be less than the mean and mode.
D) median will be greater than the mean and mode.
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37
A normal curve is all of the following except

A) bell-shaped.
B) a frequency distribution.
C) skewed.
D) symmetric.
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38
Approximately what percentage of the scores in a normal distribution fall between the z values of -.5 and +.5?

A) 2%
B) 38%
C) 68%
D) 95%
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39
Which of the following is true when the frequency distribution of scores is positively skewed?

A) mean = median = mode
B) mean>median>mode
C) meanD) mean>mode>median
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40
If 60% of the scores on an achievement test are low and 40% are high, the frequency distribution is

A) negatively skewed.
B) negatively spread.
C) positively skewed.
D) positively spread.
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41
The median of any group of scores is equal to all of the following except the

A) 2nd quartile.
B) 5th decile.
C) 50th percentile.
D) 5th stanine.
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42
Which of the following measures of variability would be most appropriate with a highly skewed distribution of scores?

A) average deviation
B) semi-interquartile range
C) standard deviation
D) variance
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43
Which of the following measures of variability should be reported when the arithmetic mean is the measure of average?

A) average deviation
B) range
C) semi-interquartile range
D) standard deviation
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44
Consider the frequency distribution of the scores of 25 examinees on a 50-item test:

Test Score Interval  Number of Examinees 96100491956869088185576802\begin{array}{lc}\hline \text {Test Score Interval }&\text { Number of Examinees }\\\hline96-100 & 4 \\ 91-95 & 6 \\ 86-90 & 8 \\81-85 & 5 \\76-80 & 2 \\\hline\end{array}

-The arithmetic mean of the above distribution of scores is

A) 59.5.
B) 88.0.
C) 89.0.
D) 92.5.
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45
Consider the frequency distribution of the scores of 25 examinees on a 50-item test:

Test Score Interval  Number of Examinees 96100491956869088185576802\begin{array}{lc}\hline \text {Test Score Interval }&\text { Number of Examinees }\\\hline96-100 & 4 \\ 91-95 & 6 \\ 86-90 & 8 \\81-85 & 5 \\76-80 & 2 \\\hline\end{array}

-The mode of the above distribution of scores is

A) 86.0.
B) 88.0.
C) 88.5.
D) 89.0.
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46
Consider the frequency distribution of the scores of 25 examinees on a 50-item test:

Test Score Interval  Number of Examinees 96100491956869088185576802\begin{array}{lc}\hline \text {Test Score Interval }&\text { Number of Examinees }\\\hline96-100 & 4 \\ 91-95 & 6 \\ 86-90 & 8 \\81-85 & 5 \\76-80 & 2 \\\hline\end{array}

-The median of the above distribution of scores is closest to

A) 85.5.
B) 86.0.
C) 88.0.
D) 89.0.
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47
Consider the frequency distribution of the scores of 25 examinees on a 50-item test:

Test Score Interval  Number of Examinees 96100491956869088185576802\begin{array}{lc}\hline \text {Test Score Interval }&\text { Number of Examinees }\\\hline96-100 & 4 \\ 91-95 & 6 \\ 86-90 & 8 \\81-85 & 5 \\76-80 & 2 \\\hline\end{array}

-The above standard deviation of the distribution of scores is approximately

A) 3.0.
B) 6.0.
C) 12.0.
D) 36.0.
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48
Computing the 50th percentile is equivalent to computing the __________ of a group of scores.

A) arithmetic mean
B) median
C) mode
D) skewness
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49
Semi-interquartile range is to standard deviation as

A) mean is to mode.
B) median is to mean.
C) median is to mode.
D) mode is to mean.
E) mode is to median.
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50
Consider the following group of scores: 5, 5, 5, 6, 7, 8, 9, 10. Without making any computations, which of the following two assertions do you consider to be true? (1) the mean is greater than the median;(2) the mode is less than the mean.

A) Both 1 and 2 are true.
B) Neither 1 nor 2 is true.
C) Only 1 is true.
D) Only 2 is true.
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51
The statistical method of "co-relations" was introduced by

A) Charles Darwin.
B) Francis Galton.
C) Charles Spearman.
D) Louis Thurstone.
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52
The range of the product-moment correlation coefficient is

A) -1.00 to .00.
B) -1.00 to +.50.
C) -.50 to 1.00.
D) -1.00 to 1.00.
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53
If two groups of test scores are perfectly but inversely related, the correlation between them will be closest to

A) -1.00.
B) -.50.
C) .00.
D) 1.00.
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54
Predicting a person's standing on variable Y from his or her standing on variable X is least accurate when the correlation between X and Y is

A) -1.00.
B) .00.
C) .50.
D) 1.00.
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55
Correlation does not imply

A) association.
B) causation.
C) prediction.
D) relationship.
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56
The correlation between variable X and variable Y is .50. From this information one may conclude that

A) X is not a cause of Y.
B) X and Y are moderately related.
C) Y is not predictable from X.
D) X and Y are inversely related.
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57
Information on the common dimensions or traits underlying the scores on a group of tests can be obtained by a __________ analysis of the correlations among the tests.

A) common correlational
B) factor
C) regression
D) variance
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58
A mathematical technique for studying various kinds of intelligence is known as

A) cluster constituent analysis.
B) component dissection.
C) factor analysis.
D) primary mental abilities analysis.
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59
Communality plus specificity equals

A) error variance.
B) reliability.
C) validity.
D) true variance.
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60
In Thurstone's centroid method of factoring, __________ are placed on the diagonals of the correlation matrix.

A) 1.00s
B) communality estimates
C) reliability coefficients
D) validity coefficients
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61
The correlations between factors and tests are referred to as

A) centroids.
B) communalities.
C) factor loadings.
D) specificity estimates.
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62
The square of a factor loading on a test is the proportion of the __________ variance of the test scores that is accounted for by the factor.

A) common-factor
B) error
C) observed
D) specific
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63
If 50% of the variability in the scores on a test having a reliability of .90 is attributable to common factors, then the specificity of the test is __________ and the proportion of the test?s total variance that is due to error is __________.

A) .10, .40
B) .10, .50
C) .40, .10
D) .50, .10
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64
The major purpose of factor rotation is to

A) compare the oblique and orthogonal procedures.
B) increase the number of non-zero factor loadings.
C) prepare the correlation matrix for factoring.
D) simplify the factor matrix for interpretation.
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65
Correlated factors result from __________ rotation.

A) centroid
B) oblique
C) orthogonal
D) principal axis
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66
The percentage of the total test variance accounted for by factors that the test has in common with other tests in a factor analysis is the __________ of the test.

A) communality
B) reliability
C) specificity
D) validity
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67
Factors are interpreted primarily by examining the factor

A) communalities.
B) loadings.
C) reliabilities.
D) specificities.
E) validities.
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68
Match the descriptive phrase with statistical term :

-index ranging from -1.00 to +1.00

A) correlation coefficient
B) frequency polygon
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69
Match the descriptive phrase with statistical term :

-measure of variability around the mean

A) standard deviation
B) semi-interquartile
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70
Match the descriptive phrase with statistical term :

-most frequently occurring score

A) mode
B) frequency polygon
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71
Match the descriptive phrase with statistical term :

-score below which half the scores fall

A) median
B) semi-interquartile
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72
Match the descriptive phrase with statistical term :

-sum of scores divided by number of scores

A) arithmetic mean
B) frequency polygon
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73
Match the descriptive phrase with statistical term :

-number of people making each score

A) frequency distribution
B) semi-interquartile
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74
Define four scales of measurements, and give examples of variables that can be measured on each scale.
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75
What is a ʺnormal curve,ʺ and what variables are likely to be distributed in a normal fashion?
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76
List and describe three measures of central tendency and the corresponding measures of variability.
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77
What are ʺcorrelation coefficientsʺ and ʺlinear regression,ʺ and for what purposes are they employed?
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78
When and how is a factor analysis of a set of n scores on m variables conducted, and in what way are the results interpreted?
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