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THE DOOR: ENTRY DIFFICULTY TODAY, graded A (easy) to E (extremely hard). A Careermash rule-of-thumb index built from our AI exposure index and the job's moat class. It is not a forecast and not a count of job openings.
AI EXPOSURE TODAY is a Careermash index from 0 to 100 of how exposed this job's everyday tasks are to AI today. We estimate it by matching published research on how people use AI to this job, usually by keyword or subject area, and we lower it where the work is protected (for example by physical, personal or legal requirements). It is not a direct measurement of how much people in this job use AI.
These figures come from a Careermash rule of thumb, not a forecast. Use them to think about the job, not to predict it.
| WHAT CHANGES | Today | 5 yrs (scenario) | 10 yrs (scenario) | 20 yrs (scenario) |
|---|---|---|---|---|
| AI exposure today, then scenario share of tasks | 30 | 42% | 52% | 60% |
| THE DOOR · Entry difficulty today (rule of thumb) | B - achievable | |||
AI exposure today for this job is 30 on our index, which is an estimate, not a measurement of how much people in this job use AI. In our Careermash scenario that could reach around 60% of the work in 20 years, but that is a scenario, not a forecast. We do not have a reliable forecast of how many of these jobs there will be. Getting your first job here is fairly easy today. People want a real person for this. That preference is the protection.
In our Careermash scenario AI would be used for about 42% of this job's day-to-day work by this point. This is a scenario, not a forecast.
In our Careermash scenario AI would be used for about 52% of this job's day-to-day work by this point. This is a scenario, not a forecast.
In our Careermash scenario AI would be used for about 60% of this job's day-to-day work by this point. This is a scenario, not a forecast.
People choose this career for the person, not the software. Work on communication, empathy and reliability early.
Volunteering, part-time work and clubs all build the skill this job actually needs: being good with people, in person.
Use it to speed up the admin around the role, so there is more time left for the part only a person can do.
Sources: AI exposure today blends published AI-usage research (Anthropic 2026; OpenAI 2026), matched to each job by keyword or subject area, with our own UK reviews of labour-market moats, robotics and scientific developments. It is an estimate, not a direct measurement of use in each job. The entry difficulty grade, the job security grade and the scenario figures are Careermash rules of thumb built from our exposure index and each job's moat class. They are not forecasts. Grades and verdicts are Careermash editorial judgment.