3649 roles found
Core tasks resist automation across all dimensions. 90% of work requires embodied physical care, deep human trust, and real-time clinical judgment — none of which AI can perform. Realistically 20+ years before any meaningful displacement, if ever.
Self-service BI is the mechanism — 75% of task time in active displacement as managers query AI directly. Zero barriers. 2-4 years.
Core tasks are irreducibly human — teaching young children to read, nurturing social-emotional development, safeguarding vulnerable students. 55% of work is entirely beyond AI reach, and a further 35% is augmented, not displaced. The global teacher shortage reinforces demand. 15+ years before any meaningful displacement.
Core advisory work resists automation, but AI is reshaping how it's delivered. 30% of task time shifting. The advisory accountant survives; the compliance-only accountant does not. 5-10 year transformation window.
Maximum Green — every signal converges. Physical work in unstructured environments, licensing barriers, surging demand, and AI infrastructure actively increasing need for electricians. AI cannot wire a building.
Production design work is being displaced at speed, but brand strategy, client collaboration, and visual systems design keep this role alive — for designers who evolve. 2-5 years to transform.
Near-maximum Green — every signal converges. Physical work in unstructured environments, licensing barriers, acute labour shortage, and AI infrastructure indirectly boosting demand. AI cannot fix a burst pipe behind a wall.
The core function — processing transactions — has been automated at massive scale for over a decade. Self-checkout is not coming; it's here. 95% of task time scores 3+. The third-largest occupation in America is being displaced in real time. Act now.
Core firefighting demands embodied physical presence in extreme, unpredictable environments that no AI or robot can operate in. AI augments reporting and situational awareness but cannot enter a burning building, rescue a victim, or treat a patient. Safe for 20+ years.
AI text generation tools produce competent advertising and marketing copy at near-zero marginal cost, collapsing the commodity copywriting market. Mid-level copywriters who execute to brief are being replaced by ChatGPT, Jasper, and Copy.ai. 1-3 years to pivot or exit.
Core work is hands-in-mouth physical procedures that AI cannot perform. 50% of daily tasks are untouched by automation; AI augments diagnostics and admin but the dentist's hands remain irreplaceable. Safe for 20+ years.
AI voice systems, self-service kiosks, and automated scheduling have reached human parity — 72% of callers cannot distinguish AI from a human receptionist. The core task portfolio (phone, scheduling, information, admin) is the exact target of production-deployed tools. Displacement is underway now.
Carpenters are among the most AI-resistant occupations — core building tasks require physical presence in unstructured environments that no AI or robotic system can replicate. Safe for 5+ years with strong wage growth and persistent labour shortages.
AI tools are automating the administrative backbone of HR — recruiting pipelines, onboarding paperwork, compliance reporting, and benefits administration — compressing the tactical HR specialist role faster than BLS growth projections suggest. Act within 1-2 years.
Manual therapy and hands-on patient care anchor this role in the Green Zone. 80% of daily work requires physical touch, clinical examination, and real-time movement guidance that no AI system can perform. Realistically 15-25+ years before meaningful displacement.
Taxi drivers face direct displacement from commercially deployed robotaxis. Waymo operates on-demand rides — identical to taxi service — in 5+ US cities without safety drivers. Weak barriers and no union protection leave this role exposed. Act within 2-4 years.
Family medicine doctors are structurally protected by licensing, personal liability, and the irreplaceable doctor-patient relationship. AI is transforming 25% of daily work — ambient documentation and care coordination — but cannot examine a patient, build trust over years, or bear legal accountability. Safe for 15+ years.
Strategic financial leadership and team management protect the core of this role, but AI is automating the analytical and reporting layers that consume 35% of daily work. The role is transforming from financial operator to financial strategist — those who adapt thrive, those who don't get restructured out. Adapt within 3-5 years.
Core patrol work requires embodied physical presence, split-second moral judgment, and legal authority that AI cannot hold. AI is transforming report writing and analytics, but the officer on the street is irreplaceable. Safe for 15+ years.
AI writing tools and agentic research agents automate the commodity news production pipeline while newsroom employment collapses structurally. Investigative reporters who cultivate sources, break stories on the ground, and present on camera survive — those who primarily rewrite press releases and aggregate existing reporting compete against ChatGPT. 2-4 years to transform or exit.
Chefs and head cooks are protected by the combination of creative menu vision, palate-driven quality judgment, and kitchen leadership under pressure — tasks AI cannot execute. Back-of-house operations (scheduling, inventory, food costing) are being displaced by AI tools, but the core 65% of the role — leading people, creating dishes, and maintaining culinary standards — remains irreducibly human. Safe for 5+ years with transformation in operational workflows.
Personal training's core — hands-on coaching, real-time form correction, and motivational accountability — is protected by physical presence and deep client relationships. But AI fitness apps are eroding the programming and planning value, and wages are stagnating. Adapt to hybrid coaching within 3–5 years or risk losing clients to $15/month AI alternatives.
Core hands-on repair work is deeply physical and AI-resistant, but diagnostics and routine maintenance are shifting toward AI-augmented workflows. Safe for 5+ years with evolving skill demands.
Long-haul trucking faces real autonomous displacement on highway corridors within 5-10 years, but regulatory, union, trust, and last-mile barriers buy significant time. The role transforms rather than disappears.
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