Expanded profession evidence mapping to the complete 20-role taxonomy and exposed machine-readable Fit Score reason codes. Commercial metadata remains excluded.
HUBAI SCORE™ CHANGELOG
A score must have a memory.
Every material methodology change receives a version, date and explanation. Old scores remain decisions made under their recorded method—not silently rewritten history.
What changed and why.
Introduced seven weighted editorial dimensions, contextual Fit Score, missing-data confidence and the commercial firewall.
Ranking firewall
Audit disclosure Affiliate commission, reseller margin, sponsorship and marketplace agreements are never Fit Score or HubAI Score inputs.