PCA — Standardization

BEFORE — raw variance (log scale)

AFTER — standardized (z-score)

Before: GDP dominates with σ²=250,000. Interest Rate (σ²=0.8) is invisible. PC1 would just track GDP.

After: All variables contribute σ²=1.0. PCA now finds genuine correlation structure, not unit artifacts.