A profession as a set of risks

5 June 2026 · 4 minutes

The culture of vocation suggests finding the one job a person was meant for by nature. Choosing a profession in real life looks more like choosing a package of advantages, constraints and risks.

It is a choice of a package:

the nature of the work;
the training required;
the probability of finding a job;
the spread of incomes;
dependence on location;
physical and psychological load;
which tasks change under the influence of technology;
the option of switching direction;
how results are assessed;
the degree of autonomy.

AI affects not a whole profession but particular tasks inside it. According to a 2025 estimate by the International Labour Organization, about a quarter of workers are employed in occupations with some degree of exposure to generative AI; for most of them a change in the composition of the work is more likely than the disappearance of the job.

Within one profession a machine can quickly produce a draft, look for options and handle routine cases, while leaving the human being with checking, negotiation, physical action, trust, context and responsibility. So the question “will lawyers be replaced?” is usually worse than the question “which lawyer tasks have become cheap, and which have gone up in price?”

Researchers call the boundary of AI’s capabilities jagged. In an experiment with consultants the system noticeably improved work on some tasks and made it worse on another one that lay beyond its competence. A confident tool is dangerous precisely where the user cannot recognise that the boundary has been crossed.

When choosing a profession it is worth asking in addition:

which tasks are easy to generate;
which require checking, a signature or personal trust;
where physical presence and knowledge of a specific setting are needed;
whether AI will be my amplifier or only my competitor’s advantage.

The skill of composing impressive prompts changes fast along with the interfaces. Subject depth is more durable: the ability to ask a substantive question, supply the right context, check the answer and notice that the machine has confidently stepped outside the task.

Creative professions really do have a high spread. A few people get fame and a large income; many work without stability. But an artist does not have to become a star in order to have a profession. There is design, teaching, technical work, production and a great many intermediate roles.

Medicine requires long preparation and can provide stable employment. It does not guarantee wealth, satisfaction or an easy life. Doctors burn out, move away, make mistakes and depend on how the system is arranged.

Trades can pay well and stay in demand for a long time. Automation destroys some tasks and creates others. Someone who can build and service machines really does get extra stability — but robots need not only engineers, they need operators, technicians, logistics people and plenty of ordinary workers.

A parent’s profession can be an advantage: early exposure, contacts, equipment, an understanding of the unwritten rules and access to the first commissions.

It can also constrain, if a child takes a ready-made road only because no other one was shown to them.

Prestige is a weak motive on its own. But the wish to change the world does not guarantee suitable daily work either. Some people prefer to work on an important problem eight hours a day. Others want a neutral profession and to change the world after hours.

Before choosing, it helps to talk not only to the successful members of a profession but to the ordinary ones:

what a day looks like;
what is tiring;
how long the training took;
why people leave;
what happens after ten years;
which skills carry over to another field.

A profession’s brochure is usually written by its winners. It helps to find the operating manual as well.

The package is easier to examine from the side it is not advertised from. A cook’s job has an attractive shop window and very concrete contents: twelve hours on your feet, burns, shifts on weekends and holidays, because that is exactly when people eat out. A salesperson has freedom in their schedule and an income that in February is a third of December’s. Neither of these is a defect; they are simply the clauses of the contract that are not printed in large type.

People usually enter a profession because of the content of the work, and almost always leave because of the other lines in the package: the schedule, the load, the income ceiling and the people around them. Which means it is sensible to read the package in reverse order.