The career ladder
The Narrowing On-Ramp
Is AI task-overlap concentrated on the entry rungs people climb in through? The overlap peaks mid-ladder — and the most-exposed entry work is often still hiring hard.
Read the report →Reports
Standing, source-backed reports on the questions the world is asking about work in the age of AI.
Every report here is a projection of one honest labor lakehouse — the same data behind every page on this site, asked a sharp question and rendered with its receipts. Built to be read by a person, quoted by a journalist, and returned to as the picture moves. No forecasts, no fear — task overlap, openings, wages, and what it does and doesn't mean.
Where hiring is moving
The Great Demand Shift
Which in-demand skills sit deepest in AI's path, which sit in the durable work, and which travel either way? A skills-grounded map of the divide — structural, not a postings trend.
Read the report →What pays now
The Tacit-Knowledge Premium
Is the wage premium concentrating in the tacit, experiential, hard-to-codify work AI least overlaps? A pay × exposure cross-tab — with the honesty that wages are a snapshot.
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