Mastering PCA with SPSS: Step‑by‑Step Guide to Data Reduction
This guide explains PCA fundamentals, walks through suitability checks like KMO and Bartlett’s test, details step‑by‑step SPSS operations, and demonstrates how to interpret eigenvalues, scree plots, and rotated component matrices to extract meaningful factors from questionnaire data.