Data stories
Scrollytelling features built on the same source-backed data that powers Singulariki — the gradient, the reversal, and the human ground, told one scroll at a time.
- Then vs now
The 2013 reversal
Watch every U.S. occupation slide from its 2013 automation-risk estimate to its 2025 AI task-overlap exposure. The work once rated safest is now the most exposed.
Read the story → - The global gradient
Where the world's work sits
Scroll the ILO global GenAI exposure gradient — 427 international occupations from the human ground of physical work to the hot end of clerical and text work.
Read the story → - The human ground
What stays human
A walk through the cool end of the gradient — the work today's AI assists the least, and why: care, craft, presence, the body, the room.
Read the story →
Every story is rendered from the same datasets as the rest of the encyclopedia. See how the numbers are made, or find where your own work sits.