Factor Analysis Flashcards
Define construct
An explanation of something that is not directly observable, but is created to understand or explain a phenoma
What are other words used instead of CONTEXT
Factors
latent variables
Define items
Specific questions or statements on a larger questionnaire that are ‘filling in’ for the construct of interest
ex. ‘I feel sad’ would fill the construct of ‘sad’
What are five response scales used in psychology?
Dichotomous scale
Likert scale
Unipolar scale
bipolar scale
visual analogue scale
What is a dichotomous scale?
Not really a scale- asks close ended questions (yes/no answers) therefore someone may not be able to truly represent themselves
What is correlation?
measures the relative strength of the linear relationship between two variables
What is considered a weak correlation
0
What is considered an insignificant effect size
r=+/- 0.1
What is considered a medium effect size?
r=+/-0.3
What is considered a large effect size?
r=+/-0.5
What is the average effect size in social psychology?
R=0.21
If your r is larger than ___ it means you are essentially measuring/comparing identical factors
0.8
What is a correlation coefficient
another way to present the effect size.
essentially is r. r is the slope of the linear regression analysis (the line on the graph) r is always between -1 and 1, with 0 meaning no correlation whatsoever
How can you find r?
absolute value of the correlation r can be found from R^2
can calculate the slope of the linear regression of two standardized variables
Why is factor analyses necessary?
to see if there is a common dimension between factors
To test for clusters of variables or measures
What is the point of matrix algebra?
to create clusters and correlations
What kind of technique is factor analysis?
Data reduction, bc the end goal is to have less data than what was started with
What does it mean if the factor loading is above 0.3?
There is a moderate relationship
What does it mean if the factor loading is negative?
the factors are at opposite ends of the spectrum