Your young person is looking at DevOps Engineer
Here is the same card they saw, and what its numbers actually mean. Every figure is a measurement with a named source, not a prediction. Measured August 2026.
The big number, in plain terms
The 28 means AI tools are already being used for about 28% of the day-to-day tasks in this kind of work, measured from real-world AI usage by occupation (Anthropic labour market research, 2026).The career's published forecast (OpenAI, "The AI Jobs Transition Framework", 2026) projects that reaching about 73% of today's tasks is possible within 20 years. It does not mean the job is disappearing. It means the job is changing, and the parts a human is paid for are shifting.
The door
"The door" is how hard this career is to get into: grade A (easy) to E (extremely hard). For DevOps Engineer it is grade B today and forecast to be grade D in 20 years, from the career's published forecast (OpenAI, "The AI Jobs Transition Framework", 2026). A closing door rewards starting sooner; an opening one gives more time to decide.
What protects this job
The card says no moat: No physical, legal or personal barrier protects this work from software. That protection is structural, which is why it matters more than any single forecast.
Where it sits among 1,840 careers
1,103 careers measure less exposed than DevOps Engineer; 649 measure more exposed. Context beats any single number: the point is not to chase the "safest" career, it is to walk in with eyes open.
Worth talking about together
- What drew them to DevOps Engineer in the first place: the subject, a person they admire, or the day-to-day work?
- Which parts of the job would they enjoy even as AI takes on more of the routine tasks?
- The door is grade B now and heading for D: what would a realistic first step this year look like, and what is the backup route?
- Starting pay is around £25,000 - £35,000: how does that fit the life they picture at 25?
- Who could they talk to who does this job today?
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