About
An honest tool for understanding AI and work
The Task Graph is built from public occupational databases and makes its methods and limitations visible — instead of hiding them behind a single confidence score.
What The Task Graph is
A tool that helps you understand how AI might change the work in any occupation.
It analyzes each task separately — because not all work in a role is equally affected by AI.
It shows you exactly how every conclusion was reached, using public data you can verify yourself.
What The Task Graph is not
It does not predict whether specific jobs will disappear.
It does not claim precision where only estimates are possible.
It does not hide uncertainty behind polished wording — where data is limited, we say so.
Limitations
What to keep in mind
We use multiple data sources that describe jobs differently. Some overlap well; some don’t. We’re transparent about these gaps.
ESCO · ESCO limitations
ESCO enriches The Task Graph with occupation mappings and skills/competences, but crosswalking between ESCO and O*NET is inherently imperfect. Match confidence is therefore surfaced in diagnostics and only strong links are treated as resolved coverage.
O*NET · O*NET limitations
O*NET provides detailed occupation content and is the main role-level source in The Task Graph. It is a strong structured foundation, but it reflects the O*NET-SOC framework and should not be assumed to describe every country or employer equally.
OECD PIAAC · PIAAC limitations
PIAAC in The Task Graph is restricted to broad occupation-group indicators such as reading at work or ICT use at work. Those indicators add useful context, but they are not displayed as precise measures of a single named job title.