Deck 13: Nominal Categorical Data and the Chi Square
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Deck 13: Nominal Categorical Data and the Chi Square
1
With chi square, the more categories there are, then
A) the fe's must each equal the fo's
B) the fe's must all equal each other
C) no single fe may ever equal a given fo
D) none of these
A) the fe's must each equal the fo's
B) the fe's must all equal each other
C) no single fe may ever equal a given fo
D) none of these
none of these
2
If a certain nominal scale, applied to a single group of subjects, showed observed frequencies of 30, 25 and 20, the frequencies expected on the basis of chance would be
A) 30, 25 and 20
B) 30, 30 and 25
C) 25, 30 and 25
D) 25, 25 and 25
A) 30, 25 and 20
B) 30, 30 and 25
C) 25, 30 and 25
D) 25, 25 and 25
D
3
If during a presidential campaign, a certain random sample of voters indicated 30 persons for Clinton, 25 for Bush, and 10 for Perot, the resulting scale would be
A) nominal
B) ordinal
C) interval
D) ratio
A) nominal
B) ordinal
C) interval
D) ratio
A
4
The degrees of freedom on a 3 by 3 chi square are equal to
A) 9
B) 4
C) 3
D) cannot tell from the above information
A) 9
B) 4
C) 3
D) cannot tell from the above information
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5
With chi square, the more categories there are
A) the fewer the degrees of freedom
B) the greater the degrees of freedom
C) the higher the fo values
D) the higher the fe values
A) the fewer the degrees of freedom
B) the greater the degrees of freedom
C) the higher the fo values
D) the higher the fe values
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6
When using the nominal scale to assess political-party affiliation,
A) the strength of each individual's party loyalty must be established
B) the subjects within each category must be rank-ordered with respect to affiliative strength
C) each and every subject must receive a different scale number
D) the individuals must be independently grouped as to party preference
A) the strength of each individual's party loyalty must be established
B) the subjects within each category must be rank-ordered with respect to affiliative strength
C) each and every subject must receive a different scale number
D) the individuals must be independently grouped as to party preference
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7
When the chi square fo's deviate significantly from the fe's, then
A) the independent rule has been violated
B) the data are not nominal
C) the chi square cannot be calculated
D) null is rejected
A) the independent rule has been violated
B) the data are not nominal
C) the chi square cannot be calculated
D) null is rejected
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8
When a single group of subjects is allocated among any number of categories, the chance fe's for the chi square are
A) equal to the size of the sample
B) equal to the fo's, divided by the sample size
C) equal to the sample size, divided by the fo's
D) equal to the fo's
A) equal to the size of the sample
B) equal to the fo's, divided by the sample size
C) equal to the sample size, divided by the fo's
D) equal to the fo's
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9
On a 1 by k chi square with a sample size of 100, the degrees of freedom must always equal
A) 100
B) 99
C) k-1
D) none of these
A) 100
B) 99
C) k-1
D) none of these
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10
When the chi square value is negative, it means
A) the relationship is inverse
B) the second group is higher than the first group
C) the fo's are greater than the fe's
D) none of these, since obtaining a negative chi square is impossible
A) the relationship is inverse
B) the second group is higher than the first group
C) the fo's are greater than the fe's
D) none of these, since obtaining a negative chi square is impossible
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11
All nominal categories
A) must share the same trait
B) must overlap
C) must be totally independent of each other
D) must be rank-ordered
A) must share the same trait
B) must overlap
C) must be totally independent of each other
D) must be rank-ordered
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12
The degrees of freedom for a 2 by 2 chi square must always equal
A) 4
B) 2
C) 1
D) none of these
A) 4
B) 2
C) 1
D) none of these
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13
For any chi square, the degrees of freedom are equal to
A) the size of the sample
B) sample size, minus 1
C) sample size, minus 2
D) none of these
A) the size of the sample
B) sample size, minus 1
C) sample size, minus 2
D) none of these
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14
When the fe's are determined, not on the basis of strict chance, but on the basis of some previous theory, then the tested hypothesis is
A) accepted
B) rejected
C) no longer appropriate to a chi square analysis
D) a priori
A) accepted
B) rejected
C) no longer appropriate to a chi square analysis
D) a priori
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15
When measuring individuals with the nominal scale, the key question is,
A) how much of the given trait does the individual possess?
B) does individual A possess more of the given trait than individual B?
C) does the individual possess or not possess the trait?
D) all of these are key questions when using the nominal scale
A) how much of the given trait does the individual possess?
B) does individual A possess more of the given trait than individual B?
C) does the individual possess or not possess the trait?
D) all of these are key questions when using the nominal scale
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16
The major mathematical rule underlying nominal scaling is
A) the greater-than, or less-than rule
B) the equality versus non-equality rule
C) the equal-appearing-intervals rule
D) none of these, since nominal scaling is not mathematical
A) the greater-than, or less-than rule
B) the equality versus non-equality rule
C) the equal-appearing-intervals rule
D) none of these, since nominal scaling is not mathematical
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17
When a single group of subjects is allocated among any number of categories, the chi square analysis is
A) r by k
B) r by 1
C) 2 by 2
D) 1 by k
A) r by k
B) r by 1
C) 2 by 2
D) 1 by k
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18
On a 1 by k chi square, the tabled value needed for significance, at a given alpha level, cannot be found unless
A) the number of subjects is known
B) the number of categories is known
C) the number of rows is known
D) all of these
A) the number of subjects is known
B) the number of categories is known
C) the number of rows is known
D) all of these
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19
The null hypothesis for chi square states that the
A) means for each group are equal
B) means for each group are equal to the fo's
C) fo's are equal to the fe's
D) population mean is equal to the sample mean
A) means for each group are equal
B) means for each group are equal to the fo's
C) fo's are equal to the fe's
D) population mean is equal to the sample mean
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20
When the obtained value of chi square is equal to the critical, table value for a given number of degrees of freedom, then
A) Ho is rejected
B) There is a failure to reject Ho
C) the alternate hypothesis is accepted
D) none of these, since no conclusions are possible when the obtained value
A) Ho is rejected
B) There is a failure to reject Ho
C) the alternate hypothesis is accepted
D) none of these, since no conclusions are possible when the obtained value
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21
This is an example of
A) post-facto research
B) experimental research
C) correlational research
D) none of these
A) post-facto research
B) experimental research
C) correlational research
D) none of these
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22
When several groups of subjects are being compared with regard to some observed frequencies, the appropriate chi square analysis would be
A) 1 by k
B) r by k
C) N by df
D) none of these
A) 1 by k
B) r by k
C) N by df
D) none of these
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23
The independent variable in this study was
A) assigned
B) not allowed to vary
C) manipulated
D) significant
A) assigned
B) not allowed to vary
C) manipulated
D) significant
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24
The Yates correction may only be applied
A) when any fo is less than 5
B) when any fo is less than fe
C) when chi square equals 0
D) none of these
A) when any fo is less than 5
B) when any fo is less than fe
C) when chi square equals 0
D) none of these
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25
The dependent variable in the study was
A) whether the subjects caught the flu
B) whether the subjects received the vitamin C
C) the control group
D) the placebo
A) whether the subjects caught the flu
B) whether the subjects received the vitamin C
C) the control group
D) the placebo
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26
A researcher obtains a 2 by 2 chi square value of 3.83. The appropriate degrees of freedom indicate required table values of 3.84 at .05, and 6.64 at .01. The researcher should
A) Fail to reject Ho
B) reject Ho at .05
C) reject Ho at .01
D) only test the a priori hypothesis
A) Fail to reject Ho
B) reject Ho at .05
C) reject Ho at .01
D) only test the a priori hypothesis
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27
In setting up the contingency table, whether the groups received the vitamin C should be placed in the
A) columns
B) rows
C) marginal totals
D) lower, right-hand corner
A) columns
B) rows
C) marginal totals
D) lower, right-hand corner
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28
When comparing two or more groups with regard to some observed frequencies, the dependent variable should be set in the
A) rows
B) columns
C) marginal totals
D) lower, right-hand corner
A) rows
B) columns
C) marginal totals
D) lower, right-hand corner
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29
When Yates is applied, the likelihood of obtaining a significant chi square is
A) slightly decreased
B) slightly increased
C) greatly increased
D) eliminated
A) slightly decreased
B) slightly increased
C) greatly increased
D) eliminated
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30
When doing a 2 by 2 chi square, when any expected frequency is less than 10, the Yates correction suggests that the researcher should
A) reduce the fo-fe value by .5
B) increase the fe by .5
C) reduce the fe by .5
D) not calculate a chi square because of the small fe
A) reduce the fo-fe value by .5
B) increase the fe by .5
C) reduce the fe by .5
D) not calculate a chi square because of the small fe
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31
Regardless of the fo or fe values, the Yates correction need only be applied when
A) the chi square is significant
B) the difference between a given fo and fe is less than 10
C) the df equals 1
D) none of these
A) the chi square is significant
B) the difference between a given fo and fe is less than 10
C) the df equals 1
D) none of these
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32
The independent variable in the study was
A) whether the subjects caught the flu
B) whether the subjects received the vitamin C
C) the control group
D) the placebo
A) whether the subjects caught the flu
B) whether the subjects received the vitamin C
C) the control group
D) the placebo
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33
The effect of the Yates correction on the chi square value is that chi square is
A) slightly decreased
B) slightly increased
C) greatly increased
D) none of these, since Yates does not influence the chi square value
A) slightly decreased
B) slightly increased
C) greatly increased
D) none of these, since Yates does not influence the chi square value
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34
In setting up the contingency table, whether the groups caught the flu should be placed in the
A) columns
B) rows
C) marginal totals
D) lower, right-hand corner
A) columns
B) rows
C) marginal totals
D) lower, right-hand corner
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35
When fe's are obtained by multiplying row totals by column totals, and then dividing by N, the chi square is a (n)
A) 1 by k
B) r by k
C) 1 by r
D) all of these, depending on the degrees of freedom
A) 1 by k
B) r by k
C) 1 by r
D) all of these, depending on the degrees of freedom
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36
Whenever a single group of subjects is being allocated among four independent categories, the chi square analysis would be
A) 1 by 3
B) 1 by 4
C) 2 by 2
D) cannot tell from the above information
A) 1 by 3
B) 1 by 4
C) 2 by 2
D) cannot tell from the above information
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37
The measurement scale employed in the study was
A) nominal
B) ordinal
C) interval
D) ratio
A) nominal
B) ordinal
C) interval
D) ratio
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38
The appropriate analysis of these data would involve
A) a 1 by k chi square
B) a 1 by r chi square
C) a 2 by 2 chi square
D) an F ratio, followed by a chi square
A) a 1 by k chi square
B) a 1 by r chi square
C) a 2 by 2 chi square
D) an F ratio, followed by a chi square
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39
In the chi square table of critical values, as degrees of freedom increase
A) so too do the critical values
B) the critical values decrease
C) the critical values remain constant
D) none of these, since for chi square the critical table values are
A) so too do the critical values
B) the critical values decrease
C) the critical values remain constant
D) none of these, since for chi square the critical table values are
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40
When comparing two or more groups with regard to some observed frequencies, the independent variable should be set in the
A) rows
B) columns
C) marginal totals
D) lower, right-hand corner
A) rows
B) columns
C) marginal totals
D) lower, right-hand corner
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41
When using chi square, the larger the alpha level
A) the more difficult it becomes to reject Ho
B) the easier it becomes to reject Ho
C) the greater the degrees of freedom
D) none of these
A) the more difficult it becomes to reject Ho
B) the easier it becomes to reject Ho
C) the greater the degrees of freedom
D) none of these
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42
Chi square, like t and F, always tests the hypothesis of
A) association
B) correlation
C) difference
D) a priori events
A) association
B) correlation
C) difference
D) a priori events
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43
Chi square may never be used with nominal data.
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44
The use of (C), the correlational technique cited in the text for nominal data, first requires
A) a manipulated independent variable
B) an a priori hypothesis
C) that the constant, .50, be subtracted from the chi square
D) that the chi square be significant
A) a manipulated independent variable
B) an a priori hypothesis
C) that the constant, .50, be subtracted from the chi square
D) that the chi square be significant
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45
With chi square, the larger the sample size
A) the smaller the alpha error
B) the larger the alpha error
C) the larger the critical, tabled value needed for significance
D) none of these
A) the smaller the alpha error
B) the larger the alpha error
C) the larger the critical, tabled value needed for significance
D) none of these
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46
Chi square is a non-parametric statistical test.
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47
The McNemar test may be used on nominal data taken from
A) a repeated-measures design
B) a matched-subjects design
C) both of these
D) neither of these
A) a repeated-measures design
B) a matched-subjects design
C) both of these
D) neither of these
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48
In order to use the McNemar test, the samples should be
A) independent of each other
B) dependent on each other
C) free of sampling error
D) normally distributed
A) independent of each other
B) dependent on each other
C) free of sampling error
D) normally distributed
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49
The null hypothesis for chi square states that the observed frequencies are equal to the expected frequencies.
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50
In analyzing the data from this research, the Yates correction should only be applied if
A) one or more of the fo's was less than 10
B) one or more of the fo's was greater than 10
C) one or more of the fe's was less than 10
D) none of these
A) one or more of the fo's was less than 10
B) one or more of the fo's was greater than 10
C) one or more of the fe's was less than 10
D) none of these
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51
The McNemar test may only be used when the contingency table is
A) 1 by k
B) 2 by 2
C) 2 by 3
D) none of these, since the McNemar test may be applied to contingency tables
A) 1 by k
B) 2 by 2
C) 2 by 3
D) none of these, since the McNemar test may be applied to contingency tables
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52
Whenever the chi square is applied to interval data, the resulting value will be
A) inflated
B) lowered
C) the same as when applied to nominal data
D) none of these, since chi square may not be applied to interval data
A) inflated
B) lowered
C) the same as when applied to nominal data
D) none of these, since chi square may not be applied to interval data
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53
The chi square is a
A) parametric test of mean differences
B) a non-parametric test of frequency differences
C) a parametric test of frequency differences
D) an interval test of rank differences
A) parametric test of mean differences
B) a non-parametric test of frequency differences
C) a parametric test of frequency differences
D) an interval test of rank differences
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54
In evaluating these data, the chi square's degrees of freedom would equal
A) 1
B) 4
C) 2
D) cannot tell from the information provided
A) 1
B) 4
C) 2
D) cannot tell from the information provided
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55
The chi square statistical test may handle data from
A) experimental research
B) post-facto research
C) both of these
D) neither of these
A) experimental research
B) post-facto research
C) both of these
D) neither of these
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56
In order to calculate a chi square, it is assumed that
A) the underlying distributions are normal
B) the population mean is a known value
C) the mean of the sample does not deviate significantly from the population mean
D) none of these
A) the underlying distributions are normal
B) the population mean is a known value
C) the mean of the sample does not deviate significantly from the population mean
D) none of these
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57
The chi square test may not be used when
A) the underlying distributions are skewed
B) the variability within the sample differs
C) the intervals between successive scale points are not equal
D) none of these
A) the underlying distributions are skewed
B) the variability within the sample differs
C) the intervals between successive scale points are not equal
D) none of these
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58
When the 2 by 2 chi square contingency table contains expected frequencies of less than 5, most statisticians agree that
A) the Yates correction must be applied
B) coefficient of contingency must be applied
C) the degrees of freedom then must increase by 5
D) the chi square should not be calculated
A) the Yates correction must be applied
B) coefficient of contingency must be applied
C) the degrees of freedom then must increase by 5
D) the chi square should not be calculated
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59
In order to use the chi square
A) all data must be in nominal form
B) the categories must be independent of each other
C) the sum total of all fo's must equal N
D) all of these
A) all data must be in nominal form
B) the categories must be independent of each other
C) the sum total of all fo's must equal N
D) all of these
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60
The coefficient of contingency (C) may be applied when
A) using a 2 by 2 contingency table
B) using a 3 by 4 contingency table
C) both of these
D) neither of these
A) using a 2 by 2 contingency table
B) using a 3 by 4 contingency table
C) both of these
D) neither of these
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61
When any expected frequency is less than 10, some statisticians argue that Yates should be applied when df=1).
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62
Every 2 by 2 chi square, regardless of sample size, contains only 1 degree of freedom.
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63
The degrees of freedom for chi square are based on the sample size.
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64
Correlations may never be established when the data form is nominal.
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65
The Yates correction is designed to reduce the value of chi square.
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66
The chi square test demands that cell entries be independent of each other.
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67
Chi square may only be used to compare frequencies, never sample means.
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68
Chi square may not be used when comparing two or more samples.
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69
Because of the independence restriction, the McNemar test cannot be used on dependent samples.
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70
When applying chi square to a 3 by 5 contingency table, Yates must be used whenever any fe is less than 10.
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71
When chi square equals zero, there is a failure to reject Ho
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72
When applying chi square to a 2 by 2 contingency table, each fo must be at least equal to 10.
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73
Other things being equal, the larger the chi square value, the greater the likelihood of rejecting Ho.
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74
Unlike t of F, as the degrees of freedom increase for chi square, the critical, table values also increase.
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75
Chi square may only be used for the analysis of post-facto research data.
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76
Applying the Yates correction, makes it somewhat easier to accept Ho.
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77
In order to use chi square, the underlying distribution must be normal.
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78
In a 1 by k chi square, the expected frequency is always equal to k-1.
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79
As long as the data are in nominal form, the McNemar test may be applied to results from matched-subjects' designs.
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80
When analyzing research data via the chi square, the independent variable should be placed in the rows.
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