Factor Analysis

GPTKB entity

Statements (52)
Predicate Object
gptkbp:instanceOf statistical analysis
gptkbp:alternativeTo gptkb:Cluster_Analysis
gptkb:Multidimensional_Scaling
Item Response Theory
gptkbp:application Market Segmentation
Survey Analysis
Personality Assessment
Test Construction
gptkbp:assumes Linearity
No Multicollinearity
Adequate Sample Size
Multivariate Normality
gptkbp:developedBy gptkb:Charles_Spearman
https://www.w3.org/2000/01/rdf-schema#label Factor Analysis
gptkbp:introducedIn 1904
gptkbp:limitation Assumption Violations
Interpretation Complexity
Sample Size Sensitivity
Subjectivity in Factor Retention
gptkbp:method gptkb:Generalized_Least_Squares
Maximum Likelihood
Principal Axis Factoring
gptkbp:output Eigenvalues
Communalities
Factor Loadings
Factor Scores
gptkbp:purpose Data Reduction
Identify Latent Variables
Identify Underlying Structure
gptkbp:relatedTo gptkb:Latent_Variable_Model
Principal Component Analysis
Confirmatory Factor Analysis
Exploratory Factor Analysis
gptkbp:requires Correlation Matrix
gptkbp:rotationMethod Equamax
Oblimin
Promax
Quartimax
Varimax
gptkbp:software gptkb:SAS
gptkb:SPSS
gptkb:Stata
gptkb:Mplus
R
gptkbp:usedIn gptkb:Psychology
Education
Finance
Social Sciences
Market Research
gptkbp:bfsParent gptkb:Independent_Component_Analysis
gptkb:Multiple_Factor_Analysis
gptkbp:bfsLayer 8