Exploratory Factor

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What is another name for Exploratory factor analysis?
Principal components Analysis
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What is exploratory factor analysis?
It is a mathematical technique by which patterns of correlations can be explained by a number of variables
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What is an example of latent variables?
Not directly observed, cannot be directly measured: Eg: cognitive ability
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What does Exploratory factor analysis find?
Simple structure
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What are the pre-analysis checks?
Correlation matrix (RMatrix), sample size, number of items, factor extraction, rotation, naming
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Why are some sample size pre conditions needed?
Because correlations coefficient are less reliable for small samples
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What is the number of participants to items?
5:1, absolute minimum 100
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What are the number of items to factors?
4:1
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What are the number of subjects to factors?
6:1
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What is the first statistical check?
Sampling adequacy
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Kaiser Meyer Olkin
>.5
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What are the two types of matrices?
R-Matrix and Identity matrix
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What are the three components of variability?
Unique, common(Shared with other variables) and error
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What is communality?
Proportion of variance explained by extracted factors, a measure of common variance
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What is communality and sample size?
All communalities >.6: N>100
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What happens if there are .5 communalities?
Only a few factors: N {100,200}
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What happens if there are less than <<.5 and many factors?
N>500
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What are three commonly used ways to extract factors?
K1 rule, Scree test, Parallel analyssi
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What are eigen values?
Measure of the variance explained by a factor
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What is assumed?
Eigenvalue are a measure of the variance explained by a factor
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What is a scree plot?
Eigenvalues against the component number
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What did Cattell argue?
Cut off point should be before the point of inflexion
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What is parallel analysis?
Generate a set of random eigenvalues given N (Number of pps) and P (number of items)
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What is orthogonal rotation?
Factors are not correlated with eachother, varimax rotation is one kind of orthogonal rotation
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What is oblique rotation?
Factors are correlated with eachother
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What is one kind of oblique rotation?
Direct oblimin rotation
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What is considered a cross loader?
Any loading greater than .3
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Card 2

Front

What is exploratory factor analysis?

Back

It is a mathematical technique by which patterns of correlations can be explained by a number of variables

Card 3

Front

What is an example of latent variables?

Back

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Card 4

Front

What does Exploratory factor analysis find?

Back

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Card 5

Front

What are the pre-analysis checks?

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