The Eurobubble AI-proof messy skills atlas
The messy skills atlas
Twenty-nine skills the Brussels job market is about to start paying much more for — why AI can't reach them, how to build them, and how to prove you have them.
Clean tasks have separable outputs you can check against a right answer: a stakeholder mapping, a monitoring note, a first draft of a position paper. Their price is collapsing.
Messy tasks are bundled with other tasks, run through relationships, and produce outputs nobody can verify. Someone still has to decide, and be answerable for having decided. Luis Garicano, Jin Li and Yanhui Wu call the work built out of them messy jobs.
The rule of thumb this atlas is built on: if the whole value of a skill sits inside a document it produces, that value is going. What remains is the judgement, the relationship and the accountability that the document was only ever the residue of.
Read this before you use the atlas
Messy skills are harder to fake — and harder to prove. Hiring that leans on them gets less transparent, not more: it rewards people who could afford the unpaid months, who already knew someone, who share the room's first language. That is a real cost of the shift this page describes, not a footnote to it. Use the atlas knowing that. If you are ever the one hiring, design against it.
Not yet never done it
Once done it once or twice
Often do it regularly
Go-to people come to me for it
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Evidence bank
Statements you have built, ready to take into an interview. Open any skill above and use Build evidence to add one.
