Fraud, AML & financial crime

This drill-down uses the same evidence-based capability membership as the market headline: explicit matches across vacancy titles and every official job description successfully stored by the daily census. Generic job titles remain eligible when the responsibilities or requirements contain qualifying AI, data, analytics, model-governance or automation evidence. The role list is the complete set contributing to this capability signal at the stated snapshot time. Technology and related-capability counts are co-occurrences within those roles; they do not prove production deployment.

Counts reflect currently advertised demand, not workforce headcount or confirmed investment. A role can contribute to multiple capability signals when its official text contains multiple qualifying use cases.