Future of Work

Automation Risk Index

A 10-year automation and AI displacement exposure score for hundreds of occupations across the US and Canada.

AI57% risk

AI Engineer

+38% / 5yr • Pay $160k–$320k

Demand: Surging

AI27% risk

ML Research Scientist

+32% / 5yr • Pay $200k–$500k

Demand: Surging

AI35% risk

AI Product Manager

+30% / 5yr • Pay $170k–$320k

Demand: Strong

AI66% risk

Prompt & Eval Engineer

+24% / 3yr • Pay $120k–$220k

Demand: Strong

Green Energy67% risk

Solar Installation Technician

+22% / 10yr • Pay $55k–$95k

Demand: Strong

Green Energy28% risk

Wind Turbine Technician

+45% / 10yr • Pay $60k–$95k

Demand: Surging

Green Energy52% risk

Battery Systems Engineer

+28% / 5yr • Pay $120k–$220k

Demand: Surging

Green Energy35% risk

EV Service Technician

+25% / 10yr • Pay $60k–$110k

Demand: Strong

Cybersecurity66% risk

Cybersecurity Analyst

+33% / 10yr • Pay $95k–$180k

Demand: Surging

Cybersecurity58% risk

Cloud Security Engineer

+30% / 5yr • Pay $140k–$260k

Demand: Surging

Cybersecurity41% risk

Application Security Engineer

+27% / 5yr • Pay $140k–$240k

Demand: Strong

Data6% risk

Data Engineer

+22% / 5yr • Pay $130k–$240k

Demand: Strong

Data15% risk

Analytics Engineer

+24% / 5yr • Pay $120k–$200k

Demand: Strong

Data42% risk

ML Data Curator

+20% / 3yr • Pay $90k–$170k

Demand: Strong

Healthcare Innovation40% risk

Genomics Data Scientist

+26% / 10yr • Pay $130k–$240k

Demand: Surging

Healthcare Innovation71% risk

Telehealth Nurse Practitioner

+30% / 10yr • Pay $120k–$200k

Demand: Surging

Healthcare Innovation47% risk

Medical AI Specialist

+34% / 5yr • Pay $160k–$300k

Demand: Surging

Advanced Manufacturing36% risk

Robotics Maintenance Technician

+20% / 10yr • Pay $65k–$110k

Demand: Strong

Advanced Manufacturing41% risk

Additive Manufacturing Engineer

+24% / 5yr • Pay $95k–$170k

Demand: Strong

Advanced Manufacturing32% risk

Industrial Automation Engineer

+22% / 10yr • Pay $100k–$180k

Demand: Strong

Future Trades30% risk

EV Charging Electrician

+30% / 10yr • Pay $75k–$130k

Demand: Surging

Future Trades75% risk

Grid Modernization Technician

+25% / 10yr • Pay $80k–$135k

Demand: Surging

Future Trades34% risk

Geothermal Driller

+28% / 10yr • Pay $70k–$120k

Demand: Strong

Emerging20% risk

Sustainability Analyst

+22% / 5yr • Pay $80k–$140k

Demand: Strong

Emerging57% risk

Climate Risk Analyst

+25% / 5yr • Pay $95k–$170k

Demand: Strong