Published snapshots only
Public page rendering never calls external statistical or job APIs.
Independent statistical product
Career Market Intelligence
Compare official salary, demand and career outlook data across countries and occupation families. Statistical occupations can exist independently from learning roadmaps.
Occupation families
Occupation metadata is temporarily unavailable. Published public Career pages remain unaffected.
Evidence-first
Source quality and occupation mapping confidence remain separate.
No fabricated gaps
Unavailable metrics use explicit structured states rather than estimates.