Deck 9: Making Sense of the Numbers

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Question
What is the mode in this group of numbers: 1,1,1,1,5,6,16,33,1

A)1
B)3
C)16
D)5
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Question
What is the median in the following set of numbers: 1,16,35,14,7

A)1
B)35
C)14
D)7
Question
A bivariate table

A)is used infrequently.
B)works with variables that have 2 - 5 categories and data at nominal or ordinal levels of measurement.
C)is exactly the same as a scattergram.
D)uses percentages exclusively.
Question
Inferential statistics uses___________to allow a researcher to test hypotheses,permit inferences from sample to population and to evaluate the strength of relationships among variables.

A)probability theory
B)levels of significance
C)multiple regression
D)statistical significance
Question
The results of Dr.Mottleȇs study indicate a level of statistical significance at the .01 level.What does this mean?

A)Results like these are due to chance factors only 1 in 100 times.
B)There is a 95 percent chance that the sample results are not due to chance factors alone.
C)The odds of such results based on chance alone are .05.
D)One can be 95 percent confident that the results are due to a real relationship in the population.
Question
A graph that allows a researcher to see bivariate relationships and usually has independent variables on the horizontal axis and dependent variables on the vertical axis is called a

A)percent table.
B)Bell curve.
C)scattergram.
D)covariation.
Question
A scattergram reveals three aspects of a bivariate relationship.Which of the following is NOT an aspect?

A)form
B)frame
C)direction
D)precision
Question
R-squared in multiple regression analysis is

A)always 20 percent.
B)considered good if it is at least .50.
C)based on improvement over zero.
D)never a helpful measurement.
Question
When using bivariate statistics,the researcher

A)can look at 2 variables together simultaneously and evaluate the statistical relationships between variables.
B)uses 8-10 variables at the same time.
C)uses a diagram and map together.
D)None of the above
Question
A type II error

A)is falsely accepting a null hypothesis.
B)is falsely rejecting a null hypothesis.
C)is the same as a type I error
D)None of the above
Question
When coding categories of variables it is essential to keep written records of coding rules in a

A)diary.
B)research log.
C)video tape.
D)codebook.
Question
What is the mean of the following set of numbers: 6,3,9

A)3
B)5
C)9
D)6
Question
After coding,a researcher needs to

A)write the research paper.
B)design a new trial.
C)finish the research.
D)clean the data.
Question
Statistical significance indicates

A)the probability of finding a relationship in sample data when there is none in the population.
B)the probability of not finding a relationship in sample data when there is none in the population.
C)the probability of not finding a relationship in sample data when there is one in the population.
D)the probability of finding a relationship in sample data when there is one in the population.
Question
Covariance means to vary together.What is the opposite of covariance in a bivariate relationship?

A)scattergram
B)anticovariance
C)univariance
D)statistical independence
Question
A skewed distribution has

A)the mean,median and mode exactly in the center of the bell curve.
B)has many cases at extremes of the curve.
C)is in the shape of a cup,otherwise known as a cup curve.
D)six curves stacked sideways across the field.
Question
Variation can be measured in three ways: range,percentile,and

A)mean.
B)median.
C)standard deviation.
D)mode.
Question
Multiple Regression Analysis results tell the researcher two things,the percentage of prediction accuracy and

A)length of time to calculate.
B)standard deviation.
C)scattergram accuracy.
D)size and direction of effects.
Question
The level of statistical significance

A)is not related to random error.
B)should be 5% or smaller by rule of thumb.
C)is irrelevant to inferential statistics.
D)is the same as standard deviation.
Question
Which of the following is NOT a technique to help decide if there is a relationship between two variables?

A)a scattergram
B)cross-tabulation
C)bell curve
D)measures of association
Question
Multiple regression analysis is only for interval- and ratio-level data.
Question
The arithmetic average is the most widely used measure of central tendency,it is also called what?

A)mode
B)central tendency average
C)median
D)mean
Question
The plot of a positive directional relationship on a scattergram looks like a diagonal line that begins in the lower left and goes to the upper right.
Question
The power of multiple regression is an ability to control for many variables simultaneously.
Question
Scattergrams can determine linear relationships.A positive relationship

A)is not possible.
B)is circular in shape.
C)looks like a diagonal line that begins in the lower left and goes to the upper right.
D)looks like a diagonal line that begins in the upper left and goes to the lower right.
Question
It is sufficient to say when showing an association between an independent variable and a dependent variable that the independent variable causes a dependent variable.
Question
A researcher gathering his/her own data needs to convert raw data into a computer friendly format or engage in data coding.
Question
Because standard deviation is not easy to interpret,Dr.Mottle uses another standard measure that expresses scores on a frequency distribution in terms of a number of standard deviations from the mean.What is Dr.Mottle using?

A)Z-score
B)X-score
C)mean score
D)standard deviation score
Question
Mr.Marsh discovers that the measure of association is zero in his data relationship.What does this mean?

A)He should stop the study right away and refuse to publish.
B)It means that there is statistical independence.The variables do not covary.
C)He has made a mistake in his data collection.
D)It means that there is strong covariation.
Question
Mr.Marsh lost his codebook at a meeting.Is this a problem? If so,why?
Question
What are three measures of central tendency?
Question
The distribution across the center of a curve can be measured three ways.What are they?
Question
A researcher shouldnȇt think about coding until halfway through the research process.
Question
A Z-score is a standardized measure that uses what two measures in one score?
Question
Levels of significance tell a researcher whether a relationship among variables is likely due to chance alone.
Question
If a researcher demands a very high standard of significance,he may make a mistake - saying there is no relationship in the population when in reality one exists.
Question
This measure is the most comprehensive measure of variability,giving an ȈaverageȈ difference between all scores and the mean.It is called what?

A)median
B)standard deviation
C)Z-score
D)mode
Question
Why does a researcher assign numbers to variable attributes or categories in each variable?
Question
Covariation and statistical independence are the same concept.
Question
Statistics refers both to a set of collected numbers such as existing statistics in the Statistical Abstract and a branch of applied mathematics.
Question
A___________is a graph that allows the researcher to see bivariate relationships.Usually the independent variable goes on the horizontal axis and the dependent variable on the vertical axis.
Question
Many naturally occurring phenomena fit the___________curve when data points are plotted.
Question
This coefficient tells the researcher the size and direction of effects in multiple regression analysis and is known as the___________coefficient.
Question
______________________is one of the most widely used statistical techniques for nonexperimental data analysis in professional research reports.
Question
When there is an absence of an association or covariation between two variables this is called what?
Question
A simple table showing how many,or what percent of the cases fall into each variable category is called___________.
Question
The___________of statistical significance tells the researcher the likelihood that results are due to chance factors - that is,that a relationship appears in the sample when there is none in the population.
Question
What is a control variable in a nonexperimental research study?
Question
A graph that allows a researcher to see bivariate relationships using an X and Y axis is called what?
Question
______________________indicates the probability of finding a relationship in sample data when there is none in the population.
Question
A scattergram reveals three aspects of a bivariate relationship:___________,direction and precision.
Question
A measure of spread around the center of distribution that gives the researcher the score at a specific place within the distribution is called a___________.
Question
If the level of significance is 0.001,this means that the results are due to chance factors 1 in
times?
Question
A___________error falsely accepts the null hypothesis when there is a relationship in the population.
Question
What three aspects of a bivariate relationship are revealed in a scattergram?
Question
This measure of central tendency requires that one half of the variables are above it and half are below it on a curve.This is called the___________.
Question
Bivariate relationships vary in their degree of___________.A very precise relationship occurs when all the cases fit right along the line that indicates the relationship and direction.The amount of spread among the points on the graph indicates___________(same as above).
Question
When more cases in a distribution curve are in the extreme upper or lower areas of the curve,the curve is no longer bell-shaped; it becomes___________.
Question
The spread around the center of a distribution can be measured three ways.The
gives the highest and lowest ends of a set of numbers.
Question
The statistical analysis technique used for nonexperimental data analysis in interval and ratio level data is called what?
Question
What is the purpose of multiple regression analysis? What two things does it tell a researcher?
Question
Discuss measurements used in distribution around the center of a curve: range,percentile,standard deviation,and Z-score.
Question
Mr.Marsh wants to see if smokers like to gamble at casinos.Once he has his data,he plots the information in a scattergram.What three aspects of the bivariate relationship will the scattergram reveal? Explain the significance of each.
Question
Discuss three measures of central tendencyNmean,median,mode.Which is the most widely used?
Question
What does an .01 level of significance mean?
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Deck 9: Making Sense of the Numbers
1
What is the mode in this group of numbers: 1,1,1,1,5,6,16,33,1

A)1
B)3
C)16
D)5
A
2
What is the median in the following set of numbers: 1,16,35,14,7

A)1
B)35
C)14
D)7
C
3
A bivariate table

A)is used infrequently.
B)works with variables that have 2 - 5 categories and data at nominal or ordinal levels of measurement.
C)is exactly the same as a scattergram.
D)uses percentages exclusively.
B
4
Inferential statistics uses___________to allow a researcher to test hypotheses,permit inferences from sample to population and to evaluate the strength of relationships among variables.

A)probability theory
B)levels of significance
C)multiple regression
D)statistical significance
Unlock Deck
Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
5
The results of Dr.Mottleȇs study indicate a level of statistical significance at the .01 level.What does this mean?

A)Results like these are due to chance factors only 1 in 100 times.
B)There is a 95 percent chance that the sample results are not due to chance factors alone.
C)The odds of such results based on chance alone are .05.
D)One can be 95 percent confident that the results are due to a real relationship in the population.
Unlock Deck
Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
6
A graph that allows a researcher to see bivariate relationships and usually has independent variables on the horizontal axis and dependent variables on the vertical axis is called a

A)percent table.
B)Bell curve.
C)scattergram.
D)covariation.
Unlock Deck
Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
7
A scattergram reveals three aspects of a bivariate relationship.Which of the following is NOT an aspect?

A)form
B)frame
C)direction
D)precision
Unlock Deck
Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
8
R-squared in multiple regression analysis is

A)always 20 percent.
B)considered good if it is at least .50.
C)based on improvement over zero.
D)never a helpful measurement.
Unlock Deck
Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
9
When using bivariate statistics,the researcher

A)can look at 2 variables together simultaneously and evaluate the statistical relationships between variables.
B)uses 8-10 variables at the same time.
C)uses a diagram and map together.
D)None of the above
Unlock Deck
Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
10
A type II error

A)is falsely accepting a null hypothesis.
B)is falsely rejecting a null hypothesis.
C)is the same as a type I error
D)None of the above
Unlock Deck
Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
11
When coding categories of variables it is essential to keep written records of coding rules in a

A)diary.
B)research log.
C)video tape.
D)codebook.
Unlock Deck
Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
12
What is the mean of the following set of numbers: 6,3,9

A)3
B)5
C)9
D)6
Unlock Deck
Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
13
After coding,a researcher needs to

A)write the research paper.
B)design a new trial.
C)finish the research.
D)clean the data.
Unlock Deck
Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
14
Statistical significance indicates

A)the probability of finding a relationship in sample data when there is none in the population.
B)the probability of not finding a relationship in sample data when there is none in the population.
C)the probability of not finding a relationship in sample data when there is one in the population.
D)the probability of finding a relationship in sample data when there is one in the population.
Unlock Deck
Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
15
Covariance means to vary together.What is the opposite of covariance in a bivariate relationship?

A)scattergram
B)anticovariance
C)univariance
D)statistical independence
Unlock Deck
Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
16
A skewed distribution has

A)the mean,median and mode exactly in the center of the bell curve.
B)has many cases at extremes of the curve.
C)is in the shape of a cup,otherwise known as a cup curve.
D)six curves stacked sideways across the field.
Unlock Deck
Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
17
Variation can be measured in three ways: range,percentile,and

A)mean.
B)median.
C)standard deviation.
D)mode.
Unlock Deck
Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
18
Multiple Regression Analysis results tell the researcher two things,the percentage of prediction accuracy and

A)length of time to calculate.
B)standard deviation.
C)scattergram accuracy.
D)size and direction of effects.
Unlock Deck
Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
19
The level of statistical significance

A)is not related to random error.
B)should be 5% or smaller by rule of thumb.
C)is irrelevant to inferential statistics.
D)is the same as standard deviation.
Unlock Deck
Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
20
Which of the following is NOT a technique to help decide if there is a relationship between two variables?

A)a scattergram
B)cross-tabulation
C)bell curve
D)measures of association
Unlock Deck
Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
21
Multiple regression analysis is only for interval- and ratio-level data.
Unlock Deck
Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
22
The arithmetic average is the most widely used measure of central tendency,it is also called what?

A)mode
B)central tendency average
C)median
D)mean
Unlock Deck
Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
23
The plot of a positive directional relationship on a scattergram looks like a diagonal line that begins in the lower left and goes to the upper right.
Unlock Deck
Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
24
The power of multiple regression is an ability to control for many variables simultaneously.
Unlock Deck
Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
25
Scattergrams can determine linear relationships.A positive relationship

A)is not possible.
B)is circular in shape.
C)looks like a diagonal line that begins in the lower left and goes to the upper right.
D)looks like a diagonal line that begins in the upper left and goes to the lower right.
Unlock Deck
Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
26
It is sufficient to say when showing an association between an independent variable and a dependent variable that the independent variable causes a dependent variable.
Unlock Deck
Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
27
A researcher gathering his/her own data needs to convert raw data into a computer friendly format or engage in data coding.
Unlock Deck
Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
28
Because standard deviation is not easy to interpret,Dr.Mottle uses another standard measure that expresses scores on a frequency distribution in terms of a number of standard deviations from the mean.What is Dr.Mottle using?

A)Z-score
B)X-score
C)mean score
D)standard deviation score
Unlock Deck
Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
29
Mr.Marsh discovers that the measure of association is zero in his data relationship.What does this mean?

A)He should stop the study right away and refuse to publish.
B)It means that there is statistical independence.The variables do not covary.
C)He has made a mistake in his data collection.
D)It means that there is strong covariation.
Unlock Deck
Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
30
Mr.Marsh lost his codebook at a meeting.Is this a problem? If so,why?
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Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
31
What are three measures of central tendency?
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k this deck
32
The distribution across the center of a curve can be measured three ways.What are they?
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k this deck
33
A researcher shouldnȇt think about coding until halfway through the research process.
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Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
34
A Z-score is a standardized measure that uses what two measures in one score?
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Unlock Deck
k this deck
35
Levels of significance tell a researcher whether a relationship among variables is likely due to chance alone.
Unlock Deck
Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
36
If a researcher demands a very high standard of significance,he may make a mistake - saying there is no relationship in the population when in reality one exists.
Unlock Deck
Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
37
This measure is the most comprehensive measure of variability,giving an ȈaverageȈ difference between all scores and the mean.It is called what?

A)median
B)standard deviation
C)Z-score
D)mode
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Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
38
Why does a researcher assign numbers to variable attributes or categories in each variable?
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Unlock Deck
k this deck
39
Covariation and statistical independence are the same concept.
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Unlock Deck
k this deck
40
Statistics refers both to a set of collected numbers such as existing statistics in the Statistical Abstract and a branch of applied mathematics.
Unlock Deck
Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
41
A___________is a graph that allows the researcher to see bivariate relationships.Usually the independent variable goes on the horizontal axis and the dependent variable on the vertical axis.
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Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
42
Many naturally occurring phenomena fit the___________curve when data points are plotted.
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k this deck
43
This coefficient tells the researcher the size and direction of effects in multiple regression analysis and is known as the___________coefficient.
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Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
44
______________________is one of the most widely used statistical techniques for nonexperimental data analysis in professional research reports.
Unlock Deck
Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
45
When there is an absence of an association or covariation between two variables this is called what?
Unlock Deck
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Unlock Deck
k this deck
46
A simple table showing how many,or what percent of the cases fall into each variable category is called___________.
Unlock Deck
Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
47
The___________of statistical significance tells the researcher the likelihood that results are due to chance factors - that is,that a relationship appears in the sample when there is none in the population.
Unlock Deck
Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
48
What is a control variable in a nonexperimental research study?
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k this deck
49
A graph that allows a researcher to see bivariate relationships using an X and Y axis is called what?
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Unlock Deck
k this deck
50
______________________indicates the probability of finding a relationship in sample data when there is none in the population.
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Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
51
A scattergram reveals three aspects of a bivariate relationship:___________,direction and precision.
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Unlock Deck
k this deck
52
A measure of spread around the center of distribution that gives the researcher the score at a specific place within the distribution is called a___________.
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Unlock Deck
k this deck
53
If the level of significance is 0.001,this means that the results are due to chance factors 1 in
times?
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Unlock Deck
k this deck
54
A___________error falsely accepts the null hypothesis when there is a relationship in the population.
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Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
55
What three aspects of a bivariate relationship are revealed in a scattergram?
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k this deck
56
This measure of central tendency requires that one half of the variables are above it and half are below it on a curve.This is called the___________.
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Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
57
Bivariate relationships vary in their degree of___________.A very precise relationship occurs when all the cases fit right along the line that indicates the relationship and direction.The amount of spread among the points on the graph indicates___________(same as above).
Unlock Deck
Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
58
When more cases in a distribution curve are in the extreme upper or lower areas of the curve,the curve is no longer bell-shaped; it becomes___________.
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Unlock Deck
k this deck
59
The spread around the center of a distribution can be measured three ways.The
gives the highest and lowest ends of a set of numbers.
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Unlock Deck
k this deck
60
The statistical analysis technique used for nonexperimental data analysis in interval and ratio level data is called what?
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Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
61
What is the purpose of multiple regression analysis? What two things does it tell a researcher?
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Unlock for access to all 65 flashcards in this deck.
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k this deck
62
Discuss measurements used in distribution around the center of a curve: range,percentile,standard deviation,and Z-score.
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Unlock for access to all 65 flashcards in this deck.
Unlock Deck
k this deck
63
Mr.Marsh wants to see if smokers like to gamble at casinos.Once he has his data,he plots the information in a scattergram.What three aspects of the bivariate relationship will the scattergram reveal? Explain the significance of each.
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k this deck
64
Discuss three measures of central tendencyNmean,median,mode.Which is the most widely used?
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65
What does an .01 level of significance mean?
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