Research & data
Every claim on this site is grounded in verifiable sources.
Evidence
New roles projected globally by 2030.
WEF Future of Jobs 2025
Healthcare job growth 2021–2031.
BLS Occupational Outlook 2025
AI resistance, frontline healthcare.
Careery Research 2026
YoY growth for AI-enabled human skills.
Upwork In-Demand Skills 2026
Automation probability for electricians.
UK Automation Data
People-centric skills remaining essential.
McKinsey 2025
Workers in highest AI-exposure category.
ILO May 2025
US workers using AI daily.
Gallup Oct 2025 (22K workers)
The 4 AI automation moats
Why these careers stay human.
Physical presence
Robots can't operate in chaotic real-world spaces — billions of unique homes, bodies, sites.
Emotional intelligence
Trust, empathy, and crisis support remain irreplaceable human work.
Legal accountability
Society demands a human responsible for high-stakes outcomes.
Judgment in chaos
AI breaks in genuine uncertainty — humans navigate ambiguity.
Sources
- World Economic Forum — Future of Jobs Report 2025
- U.S. Bureau of Labor Statistics — Occupational Outlook Handbook 2024–2034
- McKinsey Global Institute — Workforce Automation Report, Nov 2025
- Upwork — In-Demand Skills Report 2026
- Careery.pro — Original AI Resistance Scoring Research 2026
- PwC AI Jobs Barometer 2025
- ILO — GenAI Exposure Analysis, May 2025
- Gallup — U.S. Workforce Survey, Oct–Nov 2025
- Microsoft Research — AI Applicability Score Study 2025