The main purpose of this artic1e was to explore the differences between common factor ana1ysis (CFA) and principa1 component ana1ysis (PCA) through literature reviews. Seven topics were discussed: (1) Factor or Component? (2) Retiona1es of CFA; (3) Rationa1es of PCA; (4) Comparisons of rationa1es between CFA and PCA; (5) Comparisons of empiric evidence between CFA and PCA; (6) Comparisons of abstracting procedures between CFA and PCA; (7) Comparisons of applications and interpretations between CFA and PCA. At the end of this artic1e, a fina1 comparison table, inc1uding the sameness, the differences, and the conditions of similarity between CFA and PCA was exhibited.