AI-era career rankings
Different people care about different things: fear of replacement, migration, pay, fast entry. We give several rankings, not one master list.
Lowest AI replacement
These rely on on-site work, licensing, human trust or complex judgement — AI assists rather than replaces.
Best AI-augmented
AI absorbs junior tasks but amplifies senior capability and pay — embed AI early.
Licensed moat
Licensed practice with accountability — the credential itself is the moat.
Hands-on & on-site
Work depends on being on-site, tools and physical operation; low automation.
Human trust & care
Value comes from care relationships, emotional labour and trust.
Highest growth
Strong demand and outlook — hiring keeps expanding.
Migration-friendly
Smoother skilled-migration pathways with lower hurdles, often on shortage lists.
Newcomers, be cautious
Entry tasks are being compressed by AI and competition is high — enter with caution.
Data sources & methodology
Rankings are computed automatically by transparent formulas from each occupation’s rating dimensions (AI risk, demand, PR friendliness, etc.) and the four AI-map scores (automation exposure, human moat, entry compression, AI upside) — not hand-picked. Scores and salaries are estimates aggregated from public data, updated periodically and indicative only.