Vendor independence
Own your event schema; switching providers shouldn’t orphan five seasons of historical tags.
Derby intensity
Emotion skews xG; analysts blend qualitative scouting reports with models tuned on similar stylistic matchups.
Pathways for analysts
Career ladders from intern taggers to lead scientists keep talent inside sport instead of losing it to ad tech.
