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Eigenvalues
quantify factor strength
Scree plots
visualize eigenvalues to help decide how many factors to retain.
Coefficient alpha
gauges internal consistency, which tends to increase as the number of related items in a scale increases.
Systematic error
produces a predictable bias pushing scores consistently
random error
fluctuates unpredictably around the true score.
CONSTRUCT VALIDITY
Does a measure actually measure the construct it claims to
Internal consistency
if different items test a similar concept
test-retest reliability
average scores across all the items is the same each time it is taken
Inter-rate reliability
on open ended items, two or more coders agree on the meaning of the response
Factor analysis
tells us how many factors there are being measured on the questionnaire