Tinfoil hat
Which courses and fields of work are safest from AI and superintelligence: what the evidence shows today, and a serious note on what comes after. The instruments on the front page track how fast that is changing.
The short answer
- Least exposed today: work done with your hands in changing places, and work people want from a person. Skilled trades, power and grid work, firefighting, hands-on health care, teaching and care.
- Most exposed today: routine desk work, and new graduates feel it first. Office and administrative jobs are shrinking fastest, and young workers in AI-exposed jobs are being hired less. There is no sign yet of economy-wide job loss. US Bureau of Labor Statistics, 2026, Stanford Digital Economy Lab, 2026
- Under superintelligence, no field is safe by skill alone. What lasts longest is work people trust a person with, the ability to relearn fast, and a stake in what does the work. The last section explains.
Safest fields now
- Skilled trades. In Canada, 73% of workers whose highest credential is an apprenticeship or trades certificate are in jobs with low AI exposure, against 17% of those with a bachelor's degree. Plumbers, carpenters and firefighters are the agency's own examples. Statistics Canada, 2024
- Power and grid work. Utilities is the fastest-growing US sector to 2035 because electricity demand is rising, AI data centres included. Solar installers and wind turbine technicians are among the fastest-growing jobs, though small in number. US Bureau of Labor Statistics, 2026
- Health care with hands on patients. Healthcare support (+13.3%) and healthcare practitioners (+8.0%) are the two fastest-growing US occupational groups to 2035, almost a third of all new jobs. Nurse practitioners grow fastest of all (+41%), with physical and occupational therapy assistants in the top ten. US Bureau of Labor Statistics, 2026
- Doctors, nurses, teachers and electrical engineers. Their tasks are highly exposed to AI but also highly complementary: AI is more likely to assist them than replace them. Statistics Canada, 2024
- Care and teaching. Employers expect nursing, social work, personal care, and secondary and university teaching to be among the largest-growing jobs to 2030. World Economic Forum, 2025
- The people who build and run AI. Data scientists (+34.6%) are among the fastest-growing US jobs, and AI and big data specialists lead employers' list. The field is competitive, and its entry rung is where hiring is shrinking (next section). US Bureau of Labor Statistics, 2026, World Economic Forum, 2025
Most exposed now
- Office and administrative support. The fastest-declining US occupational group to 2035 (-4.0%, 752,100 jobs), with automation including AI named as a cause. US Bureau of Labor Statistics, 2026
- Clerical, secretarial and bookkeeping work. Employers expect cashiers, administrative assistants, and accountants and auditors among the fastest-declining roles to 2030; clerical and secretarial work has the largest net decline. World Economic Forum, 2025
- Graphic design and some media work. Graphic designers and legal secretaries join the fastest-declining list for the first time, because of generative AI, and US projections expect it to limit some jobs in arts, design and media. World Economic Forum, 2025, US Bureau of Labor Statistics, 2026
- New graduates in exposed desk jobs. Employment of 22 to 25-year-olds in AI-exposed occupations is 19% below where it would be had it kept pace with less-exposed peers, mainly through less hiring; experienced workers show no such gap. The authors call these early signals, not proof of cause. Stanford Digital Economy Lab, 2026
- Programming, data and finance roles. Computer programmers, data entry clerks and economists are highly exposed with little complementarity; business, finance and ICT professions are less likely to be assisted than other highly exposed work. Statistics Canada, 2024
- Exposure is not the same as job loss. Employers may keep people for financial, legal and institutional reasons, and exposed jobs often change rather than disappear. Statistics Canada, 2024
What to study
- Young children: reading, writing and math, deeply. They are what lets a person check a machine, and every later course rests on them.
- Plus hands and people. Building, tools, cooking, sport and music; teamwork, speaking up and looking after others. These carry into every field on the safer list.
- Teenagers choosing a path: a trade through an apprenticeship or college program, a health program with hands-on care, teaching, or engineering. On today's evidence these carry the lowest risk.
- University still pays, in the right field. 58% of graduate-degree holders are in jobs AI is more likely to assist, but 37% of bachelor's holders are in jobs it might replace. Pick the field as carefully as the degree. Statistics Canada, 2024
- Every student: learn AI inside the chosen field. The gain from AI goes to workers with the skills to use it. Statistics Canada, 2024
Young professional and white-collar families
- Place your own job. Exposed and assisted, or exposed and replaceable? Move toward the parts AI assists: decisions, sign-off, clients, work done in person.
- Early career: get real experience fast. Entry-level hiring is where the gap shows first, so a record of real work matters more than it used to. Stanford Digital Economy Lab, 2026
- A second, hands-on credential or licence is a hedge that does not depend on one kind of desk work.
- A bigger cash buffer if your income rests on routine desk work.
The serious note: superintelligence
- These rankings describe today's AI. Statistics Canada's estimates leave out AI combined with robots and able to act on its own, and employers already expect robots and autonomous systems to be the largest net job displacer to 2030. Statistics Canada, 2024, World Economic Forum, 2025
- If AI surpasses people at nearly all thinking work and robots catch up, no field is safe by skill alone. Physical work likely lasts longer, not forever.
- What lasts longest: work people want from a person (care, teaching, performance, sport), work the law reserves for an accountable person (licensed sign-off, courts, public office), and owning part of what does the work.
- The skill that transfers is learning fast. Plan for more than one career, watch the instruments on the front page, and review the plan twice a year.