Deck 19: Analysis of Variance and Experimental Design

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Question
Samples with large within variation have boxplots with:

A) wide boxes and long lines extending from them
B) wide boxes and no lines extending from them
C) short boxes and no lines extending from them
D) short boxes and short lines extending from them
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Question
What does the ANOVA output in the accompanying figure indicate?
Question
An observational study:

A) analyzes data already available
B) makes it possible to rule out factors over which the researcher has no control for the observed effects
C) examines individuals that have been selected by the researchers
D) allows researchers to control for all extraneous factors
 ANOVA  Source of Variation  SS dfMSFP-value F crit  Between Groups 144082.89263.860.004.23 Within Groups 4343.7926167.07 Total 48426.6827\begin{array} { | l | c | c | c | c | c | c | } \hline \text { ANOVA } \\\hline \text { Source of Variation } & \text { SS } & \boldsymbol { d f } & \boldsymbol { M S } & \boldsymbol { F } & \boldsymbol { P } \text {-value } & \boldsymbol { F } \text { crit } \\\hline \text { Between Groups } & & 1 & 44082.89 & 263.86 & 0.00 & 4.23 \\\hline \text { Within Groups } & 4343.79 & 26 & 167.07 & & & \\\hline \text { Total } & 48426.68 & 27 & & & & \\\hline\end{array}
Question
What is the logical next step once Mook Corp.has identified that workers attending different training programs have different productivity levels?
Question
Priti is wondering whether time of day impacts worker productivity.She randomly chooses 25 workers from each of the three shifts her company runs.The design of this study is

A) even
B) balanced
C) unbalanced
D) observational
Question
In a full factorial design,researchers assign experimental units to each treatment level combination.
Question
What is one assumption of two-way ANOVA tests?

A) The distribution is not normal and the variances are different across combinations.
B) The distribution is normal and the variance at any particular combination is the same as any other combination.
C) The distribution is not normal and the variance at any particular combination is the same as any other combination.
D) The distribution is normal and the variances are different across combinations.
Question
Interactions:

A) indicate patterns of differences in means that could not be guessed from the main effects alone
B) occur only in one-way ANOVA tests
C) occur when the effect of one factor on the dependent variable is independent of the level of other factors
D) indicate the effect of one factor on the dependent variable is the same regardless of the level of the other factors
Question
Which p-value from a two-way ANOVA table indicates an effect that is not statistically significant?

A) 0.000
B) 0.011
C) 0.047
D) 0.110
Question
Suppose Mook Corp.was interested in running a two-way ANOVA.What other factors might you recommend they include in the test?
Question
The smaller the p-value in an ANOVA table,the greater the likelihood that the effect:

A) is statistically insignificant
B) will be ignored
C) is statistically significant
D) has no practical impact
Question
In a one-way ANOVA test,we conclude there are differences across population means if the:

A) between variation is small relative to the within variation
B) between variation and within variation are equal
C) between variation is large relative to the within variation
D) between variation equals zero
Question
In a designed experiment,researchers control for various factors such as age,gender,or socioeconomic status.
Question
Contrast is the unavoidable confusion of some effects with others in an incomplete experimental design.
Question
In two-way ANOVA,a single variable is measured at various levels of a single factor.
Question
Moriah runs a one-way ANOVA to test differences in means in delivery time.The SSB is 109,400 and the total sum of squares is 715,460.What is the value of the SSW?

A) -606,060
B) 218,800
C) 606,060
D) 824,860
Question
Mook Corp.has utilized three different types of training for its employees.The company would like to determine whether or not there are differences in the effectiveness (in terms of worker productivity)across the training programs.What is the alternate hypothesis for the ANOVA test in the accompanying figure?
Question
Jeremiah is testing the impact of different fertilizers on crop yields.Six different fertilizers have been applied to one field.Suppose he uses an ANOVA to test whether or not there are differences in yields.How many treatments are in this test?

A) zero
B) one
C) five
D) six
Question
The null hypothesis that indicates there are no differences in population means across levels is H0:μ1=μ2=μJH _ { 0 } : \mu _ { 1 } = \mu _ { 2 } = \mu _ { J }
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Deck 19: Analysis of Variance and Experimental Design
1
Samples with large within variation have boxplots with:

A) wide boxes and long lines extending from them
B) wide boxes and no lines extending from them
C) short boxes and no lines extending from them
D) short boxes and short lines extending from them
A
2
What does the ANOVA output in the accompanying figure indicate?
The p-value is small,which results in the rejection of the null hypothesis that all means are equal.We can conclude that there are statistically significant differences in worker productivity across the training programs.
3
An observational study:

A) analyzes data already available
B) makes it possible to rule out factors over which the researcher has no control for the observed effects
C) examines individuals that have been selected by the researchers
D) allows researchers to control for all extraneous factors
 ANOVA  Source of Variation  SS dfMSFP-value F crit  Between Groups 144082.89263.860.004.23 Within Groups 4343.7926167.07 Total 48426.6827\begin{array} { | l | c | c | c | c | c | c | } \hline \text { ANOVA } \\\hline \text { Source of Variation } & \text { SS } & \boldsymbol { d f } & \boldsymbol { M S } & \boldsymbol { F } & \boldsymbol { P } \text {-value } & \boldsymbol { F } \text { crit } \\\hline \text { Between Groups } & & 1 & 44082.89 & 263.86 & 0.00 & 4.23 \\\hline \text { Within Groups } & 4343.79 & 26 & 167.07 & & & \\\hline \text { Total } & 48426.68 & 27 & & & & \\\hline\end{array}
analyzes data already available
4
What is the logical next step once Mook Corp.has identified that workers attending different training programs have different productivity levels?
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5
Priti is wondering whether time of day impacts worker productivity.She randomly chooses 25 workers from each of the three shifts her company runs.The design of this study is

A) even
B) balanced
C) unbalanced
D) observational
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Unlock for access to all 19 flashcards in this deck.
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k this deck
6
In a full factorial design,researchers assign experimental units to each treatment level combination.
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Unlock for access to all 19 flashcards in this deck.
Unlock Deck
k this deck
7
What is one assumption of two-way ANOVA tests?

A) The distribution is not normal and the variances are different across combinations.
B) The distribution is normal and the variance at any particular combination is the same as any other combination.
C) The distribution is not normal and the variance at any particular combination is the same as any other combination.
D) The distribution is normal and the variances are different across combinations.
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Unlock for access to all 19 flashcards in this deck.
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8
Interactions:

A) indicate patterns of differences in means that could not be guessed from the main effects alone
B) occur only in one-way ANOVA tests
C) occur when the effect of one factor on the dependent variable is independent of the level of other factors
D) indicate the effect of one factor on the dependent variable is the same regardless of the level of the other factors
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Unlock for access to all 19 flashcards in this deck.
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9
Which p-value from a two-way ANOVA table indicates an effect that is not statistically significant?

A) 0.000
B) 0.011
C) 0.047
D) 0.110
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10
Suppose Mook Corp.was interested in running a two-way ANOVA.What other factors might you recommend they include in the test?
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Unlock for access to all 19 flashcards in this deck.
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11
The smaller the p-value in an ANOVA table,the greater the likelihood that the effect:

A) is statistically insignificant
B) will be ignored
C) is statistically significant
D) has no practical impact
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Unlock for access to all 19 flashcards in this deck.
Unlock Deck
k this deck
12
In a one-way ANOVA test,we conclude there are differences across population means if the:

A) between variation is small relative to the within variation
B) between variation and within variation are equal
C) between variation is large relative to the within variation
D) between variation equals zero
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13
In a designed experiment,researchers control for various factors such as age,gender,or socioeconomic status.
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k this deck
14
Contrast is the unavoidable confusion of some effects with others in an incomplete experimental design.
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15
In two-way ANOVA,a single variable is measured at various levels of a single factor.
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k this deck
16
Moriah runs a one-way ANOVA to test differences in means in delivery time.The SSB is 109,400 and the total sum of squares is 715,460.What is the value of the SSW?

A) -606,060
B) 218,800
C) 606,060
D) 824,860
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Unlock for access to all 19 flashcards in this deck.
Unlock Deck
k this deck
17
Mook Corp.has utilized three different types of training for its employees.The company would like to determine whether or not there are differences in the effectiveness (in terms of worker productivity)across the training programs.What is the alternate hypothesis for the ANOVA test in the accompanying figure?
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18
Jeremiah is testing the impact of different fertilizers on crop yields.Six different fertilizers have been applied to one field.Suppose he uses an ANOVA to test whether or not there are differences in yields.How many treatments are in this test?

A) zero
B) one
C) five
D) six
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Unlock for access to all 19 flashcards in this deck.
Unlock Deck
k this deck
19
The null hypothesis that indicates there are no differences in population means across levels is H0:μ1=μ2=μJH _ { 0 } : \mu _ { 1 } = \mu _ { 2 } = \mu _ { J }
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Unlock for access to all 19 flashcards in this deck.