Scientific Output Notice

VUNZY reports support decisions. They are not professional or regulated advice.

• Every number shows its source, date, sample size and uncertainty. Where no validated method fits a question, VUNZY says so instead of guessing.
• Simulations and synthetic populations generate scenarios, not proof.
• Health, financial, legal and safety decisions need a qualified professional. VUNZY does not assess people for employment, education, credit, insurance, housing or health decisions.
• When a method or data issue is found, affected reports are marked and a corrected version is published.

Version 1.0.0 · effective 2026-10-15 · fingerprint ee352b130370