Deck 14: Association Between Variables Measured at the Ordinal Level
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Deck 14: Association Between Variables Measured at the Ordinal Level
1
Which measure of association is based on predicting the order of pairs of cases?
A)gamma
B)Cramer's V
C)phi
D)lambda
A)gamma
B)Cramer's V
C)phi
D)lambda
gamma
2
Gamma will be zero if
A)the variables are strongly related.
B)the relationship is negative.
C)knowledge of the independent variable does not improve our ability to predict the dependent variable.
D)the scores of each case are symmetrical to the scores of all other cases.
A)the variables are strongly related.
B)the relationship is negative.
C)knowledge of the independent variable does not improve our ability to predict the dependent variable.
D)the scores of each case are symmetrical to the scores of all other cases.
knowledge of the independent variable does not improve our ability to predict the dependent variable.
3
Gamma is an appropriate measure of association for
A)examining the relationships between more than two ordinal-level variables.
B)nominal-level variables with more than 3 scores.
C)ordinal level variables arranged in a bivariate table.
D)ordinal level variables with many scores.
A)examining the relationships between more than two ordinal-level variables.
B)nominal-level variables with more than 3 scores.
C)ordinal level variables arranged in a bivariate table.
D)ordinal level variables with many scores.
ordinal level variables arranged in a bivariate table.
4
Since gamma is a PRE measure,it tells us
A)the improvement in predicting the order of pairs of cases by taking the dependent variable (Y)into account.
B)the improvement in predicting the order of pairs of cases by taking the independent variable (X)into account.
C)how much better off we are by knowing the value of the independent variable.
D)how much is gained by having full knowledge of both scores for each case.
A)the improvement in predicting the order of pairs of cases by taking the dependent variable (Y)into account.
B)the improvement in predicting the order of pairs of cases by taking the independent variable (X)into account.
C)how much better off we are by knowing the value of the independent variable.
D)how much is gained by having full knowledge of both scores for each case.
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5
For variables measured at the ordinal level,gamma measures
A)the statistical significance of the relationship.
B)the proportional reduction in error gained by predicting one variable while taking the other into account.
C)the relative importance of each variable to the association.
D)all of the above
A)the statistical significance of the relationship.
B)the proportional reduction in error gained by predicting one variable while taking the other into account.
C)the relative importance of each variable to the association.
D)all of the above
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6
For the relationship between social class and movie attendance,a researcher found a gamma of -0.45.This indicates that
A)as social class increases,so does movie attendance.
B)rich people watch more movies than poor people.
C)there is no relationship between these variables.
D)people from higher social classes are less likely to attend movies.
A)as social class increases,so does movie attendance.
B)rich people watch more movies than poor people.
C)there is no relationship between these variables.
D)people from higher social classes are less likely to attend movies.
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7
A researcher is interested in the relationship between social class (measured as upper,middle,or lower)and support (measured as strong,moderate,or weak)for a program of welfare reform.An appropriate measure of association for these two variables would be
A)Spearman's rho.
B)Phi.
C)Pearson's r.
D)Gamma.
A)Spearman's rho.
B)Phi.
C)Pearson's r.
D)Gamma.
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8
A researcher tested the relationship between occupational prestige and level of approval of a proposal to ban handguns in the state and found a gamma of -0.17.This relationship is
A)weak and negative.
B)strong and negative.
C)weakly moderate.
D)positive and weak.
A)weak and negative.
B)strong and negative.
C)weakly moderate.
D)positive and weak.
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9
If we cannot reduce our errors of prediction for the order of pairs of cases on one variable by predicting from the order of pairs of cases on the other variable,
A)gamma will be zero.
B)the association is moderate in strength.
C)the relationship is positive.
D)the relationship is negative.
A)gamma will be zero.
B)the association is moderate in strength.
C)the relationship is positive.
D)the relationship is negative.
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10
Gamma is based on two prediction rules.In the first,we ____ and in the second we ____.
A)ignore X,take X into account
B)ignore Y,take X into account
C)ignore X,take Y into account
D)ignore both X and Y,take only Y into account
A)ignore X,take X into account
B)ignore Y,take X into account
C)ignore X,take Y into account
D)ignore both X and Y,take only Y into account
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11
The lowest possible value (indicating the weakest possible relationship)for gamma is
A)-1.00.
B)-10.00.
C)0.05.
D)0
A)-1.00.
B)-10.00.
C)0.05.
D)0
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12
Gamma and lambda are based on the logic of
A)chi square.
B)associational percentaging.
C)proportional repartitioning.
D)proportional reduction in error.
A)chi square.
B)associational percentaging.
C)proportional repartitioning.
D)proportional reduction in error.
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13
For the relationship between social class and movie attendance,a researcher found a gamma of -0.45.This relationship is
A)weak and negative.
B)strong and positive.
C)negative and moderate.
D)moderate and weak.
A)weak and negative.
B)strong and positive.
C)negative and moderate.
D)moderate and weak.
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14
Gamma measures the proportional reduction in error when predicting
A)the order of pairs of cases on one variable.
B)the order of pairs of cases on both variables.
C)the order of a pair of cases on one variable with knowledge of the order of the pair on the other variable.
D)none of the above
A)the order of pairs of cases on one variable.
B)the order of pairs of cases on both variables.
C)the order of a pair of cases on one variable with knowledge of the order of the pair on the other variable.
D)none of the above
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15
Gamma ranges from
A)0 to 1.
B)1 to 100.
C)0 to -1.
D)-1 to +1.
A)0 to 1.
B)1 to 100.
C)0 to -1.
D)-1 to +1.
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16
In the case of gamma,a positive relationship means that
A)if case A ranks below case B on one variable,case A will rank below case B on the other variable.
B)if case A ranks above case B on one variable,it will rank below case B on the other variable.
C)if case A ranks below case B on one variable,it will rank above case B on the other variable.
D)the ranking of cases will be unrelateD.
A)if case A ranks below case B on one variable,case A will rank below case B on the other variable.
B)if case A ranks above case B on one variable,it will rank below case B on the other variable.
C)if case A ranks below case B on one variable,it will rank above case B on the other variable.
D)the ranking of cases will be unrelateD.
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17
In the case of gamma,a negative relationship means that
A)if case A ranks below case B on one variable,case A will rank below case B on the other variable.
B)if case A ranks above case B on one variable,it will rank below case B on the other variable.
C)if case A ranks above case B on one variable,it will rank above case B on the other variable.
D)the ranking of cases will be unrelateD.
A)if case A ranks below case B on one variable,case A will rank below case B on the other variable.
B)if case A ranks above case B on one variable,it will rank below case B on the other variable.
C)if case A ranks above case B on one variable,it will rank above case B on the other variable.
D)the ranking of cases will be unrelateD.
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18
For ordinal level variables with only a few categories or values,an appropriate measure of association would be
A)Spearman's rho.
B)Gamma.
C)Chi square.
D)Cramer's V.
A)Spearman's rho.
B)Gamma.
C)Chi square.
D)Cramer's V.
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19
A researcher tested the relationship between occupational prestige and level of approval of a proposal to ban handguns in the state and found a gamma of -0.17.This means that
A)as prestige goes up,support for the ban goes down.
B)the electorate will approve the ban.
C)support for the ban is highest among the rich.
D)support tends to increase as prestige increases.
A)as prestige goes up,support for the ban goes down.
B)the electorate will approve the ban.
C)support for the ban is highest among the rich.
D)support tends to increase as prestige increases.
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20
For a relationship involving education and library use,gamma was +0.37.This indicates that
A)library use increases with education.
B)the well educated are more likely to purchase books.
C)as education goes up,people are less likely to go to the library.
D)people with limited funds have greater need for free public libraries.
A)library use increases with education.
B)the well educated are more likely to purchase books.
C)as education goes up,people are less likely to go to the library.
D)people with limited funds have greater need for free public libraries.
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21
Ordinal level scales measuring religiosity and personal happiness range from 0 to 100.Which measure of association would be most appropriate to assess the relationship between these two variables?
A)chi square
B)phi
C)gamma
D)Spearman's rho
A)chi square
B)phi
C)gamma
D)Spearman's rho
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22
Gamma provides a summary measure of the
A)existence of a bivariate relationship.
B)strength of a relationship.
C)direction of a relationship.
D)all of the above
A)existence of a bivariate relationship.
B)strength of a relationship.
C)direction of a relationship.
D)all of the above
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23
For a relationship involving education and library use,gamma was +0.37.This relationship is
A)weak and positive.
B)strong and negative.
C)moderate and positive.
D)positive and weak.
A)weak and positive.
B)strong and negative.
C)moderate and positive.
D)positive and weak.
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24
In the formula for gamma,Nd represents the number of pairs of cases
A)in all dissimilar cells.
B)ranked differently on both variables.
C)with low scores.
D)that have different scores on either variable.
A)in all dissimilar cells.
B)ranked differently on both variables.
C)with low scores.
D)that have different scores on either variable.
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25
A bivariate table has 1843 pairs of cases ranked the same (Ns)and 345 pairs of cases ranked differently (Nd).This is
A)a negative relationship.
B)a positive relationship.
C)a very weak relationship.
D)impossible.These totals are mathematically impossible.
A)a negative relationship.
B)a positive relationship.
C)a very weak relationship.
D)impossible.These totals are mathematically impossible.
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26
Table 14.1
Table 14.1 shows a relationship between education and support for a policy to restrict immigration to the United States.The relationship between education and opposition is
A)positive.
B)negative.
C)neither a positive nor negative relationship since the variables are measured at the nominal level.
D)none of the above
Table 14.1 shows a relationship between education and support for a policy to restrict immigration to the United States.The relationship between education and opposition is
A)positive.
B)negative.
C)neither a positive nor negative relationship since the variables are measured at the nominal level.
D)none of the above
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27
A bivariate table has 723 pairs of cases ranked the same (Ns)and 1489 pairs of cases ranked differently (Nd).This is
A)a negative relationship.
B)a positive relationship.
C)a very weak relationship.
D)impossible.These totals are mathematically impossible.
A)a negative relationship.
B)a positive relationship.
C)a very weak relationship.
D)impossible.These totals are mathematically impossible.
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28
According to research presented in the text,a gamma measuring the relationship between TV viewing and involvement was -0.11.This means that
A)heavy TV viewers are less likely to volunteer.
B)there is no relationship between these variables.
C)there is a very strong relationship between these variables.
D)heavy TV viewers are more involveD.
A)heavy TV viewers are less likely to volunteer.
B)there is no relationship between these variables.
C)there is a very strong relationship between these variables.
D)heavy TV viewers are more involveD.
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29
Mathematically,gamma is the ratio of the difference between the number of pairs of cases ranked the same minus the number of pairs of cases ranked differently to
A)N.
B)Chi square.
C)the total number of pairs of cases (not counting ties).
D)1.00.
A)N.
B)Chi square.
C)the total number of pairs of cases (not counting ties).
D)1.00.
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30
According to the information reported in the text,the relationship between level of involvement in social life and amount of TV watching was
A)negative but statistically significant.
B)statistically significant,strong,and positive.
C)weak,negative,and statistically significant.
D)moderate,positive,but not significant.
A)negative but statistically significant.
B)statistically significant,strong,and positive.
C)weak,negative,and statistically significant.
D)moderate,positive,but not significant.
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31
Gamma is a symmetrical measure of association.This means that
A)values of gamma cluster around the center of the range of scores.
B)gamma is just as likely to be negative as positive.
C)gamma cannot exceed the value of the highest score.
D)the value of gamma will be the same regardless of which variable is assumed to be independent.
A)values of gamma cluster around the center of the range of scores.
B)gamma is just as likely to be negative as positive.
C)gamma cannot exceed the value of the highest score.
D)the value of gamma will be the same regardless of which variable is assumed to be independent.
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32
A gamma computed on the relationship between marital happiness and amount of TV viewing is +0.78.This relationship is
A)weak and positive.
B)strong and positive.
C)moderate and positive.
D)positive and weak.
A)weak and positive.
B)strong and positive.
C)moderate and positive.
D)positive and weak.
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33
Although the relationships were weak,the research reported in the text showed that people who were more involved socially tended to be
A)part-time workers and single.
B)unmarried,full time workers,people who watch relatively little TV.
C)unmarried,part-time workers,heavy TV viewers.
D)unmarried women with high levels of education.
A)part-time workers and single.
B)unmarried,full time workers,people who watch relatively little TV.
C)unmarried,part-time workers,heavy TV viewers.
D)unmarried women with high levels of education.
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34
To compute Spearman's rho,we
A)rank the scores from each variable from high to low.
B)take the difference between each score and the mean.
C)estimate the mean rank squared.
D)ignore all tied scores.
A)rank the scores from each variable from high to low.
B)take the difference between each score and the mean.
C)estimate the mean rank squared.
D)ignore all tied scores.
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35
A gamma computed on the relationship between marital happiness and amount of TV viewing is +0.78.This means that
A)if we know how pairs of couples compare on TV viewing,we would be 78% better off predicting their ranks on marital happiness.
B)happily married couples don't watch TV.
C)couples that watch a lot of TV tend to be unhappy.
D)TV causes divorce.
A)if we know how pairs of couples compare on TV viewing,we would be 78% better off predicting their ranks on marital happiness.
B)happily married couples don't watch TV.
C)couples that watch a lot of TV tend to be unhappy.
D)TV causes divorce.
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36
Spearman's rho is appropriate for use with
A)continuous ordinal variables.
B)variables whose categories have been collapsed.
C)tables larger than 2x2.
D)negative relationships only.
A)continuous ordinal variables.
B)variables whose categories have been collapsed.
C)tables larger than 2x2.
D)negative relationships only.
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37
A researcher has computed a gamma of -0.45 between marital happiness and number of children.What can she conclude?
A)families with more children are happier.This is a moderate relationship.
B)children have a strong,positive influence on levels of marital happiness.
C)there is a moderate,negative relationship between number of children and marital happiness.
D)there is a weak,negative relationship between the variables.
A)families with more children are happier.This is a moderate relationship.
B)children have a strong,positive influence on levels of marital happiness.
C)there is a moderate,negative relationship between number of children and marital happiness.
D)there is a weak,negative relationship between the variables.
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38
Table 14.1
In Table 14.1,support for immigration restriction ____ as education increases.
A)decreases
B)increases
C)moderates
D)weakens
In Table 14.1,support for immigration restriction ____ as education increases.
A)decreases
B)increases
C)moderates
D)weakens
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39
In the logic of gamma,pairs of cases in the same row or column are
A)tied on both X and Y.
B)always have different scores.
C)are tied on at least one of the variables.
D)subtracted from the value of gamma.
A)tied on both X and Y.
B)always have different scores.
C)are tied on at least one of the variables.
D)subtracted from the value of gamma.
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40
In the formula for gamma,Ns represents the number of pairs of cases
A)in all similar cells.
B)ranked the same on both variables.
C)in all cells.
D)that have the same score.
A)in all similar cells.
B)ranked the same on both variables.
C)in all cells.
D)that have the same score.
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41
Many studies have explored the relationship between smoking and health problems.If one of these studies found a Spearman's rho of +0.78 between amount of smoking and seriousness of health problems,this would indicate
A)that smoking causes health problems.
B)a positive,causal relationship between these variables.
C)a positive,strong relationship between these variables.
D)a positive,statistically significant relationship between these variables.
A)that smoking causes health problems.
B)a positive,causal relationship between these variables.
C)a positive,strong relationship between these variables.
D)a positive,statistically significant relationship between these variables.
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42
Tests of significance based on gamma and Spearman's rho assume
A)random sampling.
B)ordinal level of measurement.
C)normal sampling distribution.
D)all of the above
A)random sampling.
B)ordinal level of measurement.
C)normal sampling distribution.
D)all of the above
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43
Spearman's rho is appropriate for ordinal level variables because it is computed from
A)raw scores.
B)the square root of gamma.
C)ranks,not scores.
D)percentiles,not ranks.
A)raw scores.
B)the square root of gamma.
C)ranks,not scores.
D)percentiles,not ranks.
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44
The null hypothesis for test of significance with gamma states that
A)there is no association between the variables in the sample.
B)there is a perfect association between the variables in the sample.
C)there is no association between the variables in the population from which the samples were taken.
D)chi square is zero.
A)there is no association between the variables in the sample.
B)there is a perfect association between the variables in the sample.
C)there is no association between the variables in the population from which the samples were taken.
D)chi square is zero.
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45
Is there an association between support for the legalization of marijuana and age? Calculate percentages and gamma for the table below and write a sentence or two assessing the strength and direction of the relationship.


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46
To establish the critical area under the sampling distribution for Spearman's rho,we use
A)the Z distribution.
B)the t distribution.
C)the chi square distribution.
D)the distribution of rho.
A)the Z distribution.
B)the t distribution.
C)the chi square distribution.
D)the distribution of rho.
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47
The square of Spearman's rho is the proportional reduction in error when predicting
A)rank on one variable from rank on the other variable compared to predicting rank while ignoring the other variable.
B)the rank of a case from its score.
C)rank on gamma vs.rank on phi.
D)score on X while ignoring Y.
A)rank on one variable from rank on the other variable compared to predicting rank while ignoring the other variable.
B)the rank of a case from its score.
C)rank on gamma vs.rank on phi.
D)score on X while ignoring Y.
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48
Like lambda and gamma,Spearmans' rho can be interpreted by the logic of
A)proportional reduction in error.
B)hypothesis sorting.
C)critical ranking analysis.
D)semi-proportionate elliptical probing.
A)proportional reduction in error.
B)hypothesis sorting.
C)critical ranking analysis.
D)semi-proportionate elliptical probing.
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49
To establish the critical area under the sampling distribution for gamma,we use
A)the Z distribution.
B)the t distribution.
C)the chi square distribution.
D)the gamma distribution.
A)the Z distribution.
B)the t distribution.
C)the chi square distribution.
D)the gamma distribution.
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50
A study of the effects of fluoride in the water supply on level of calcium deficiency in women found a Spearman's rho of +0.30.Our PRE for this relationship is
A)30%.
B)90%
C)3%.
D)9%.
A)30%.
B)90%
C)3%.
D)9%.
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51
In computing Spearman's rho,the sum of the D column must be
A)1.
B)N.
C)0.
D)the mean rank squareD.
A)1.
B)N.
C)0.
D)the mean rank squareD.
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52
Scales have been administered to eleven individuals measuring their job satisfaction and the prestige of their occupations.Higher scores indicate greater satisfaction and more prestige.Calculate Spearman's rho and write a sentence or two analyzing the strength and direction of the relationship.


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