Applied Methods
~Signals

Signals from the AI job market

What we're seeing in the data — the roles, the patterns, and what they suggest about where work is headed.

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Voices·May 5, 2026·Hamza Oza

Designer, PM, Engineer — AI is blurring the lines [Hamza Oza]

On Tessl, the package manager for agent skills, and why "leverage" is replacing job titles.

Insight·Apr 20, 2026·Applied Methods

The Missing Half of Design

AI companies hire one designer for every thirteen engineers. The design work has not shrunk — it has been reclassified into deployment.

Commentary·Apr 18, 2026·Applied Methods

The Three-Role Company, Tested

Jack Dorsey and Roelof Botha argue that AI lets companies collapse to ICs, DRIs, and player-coaches, with no permanent middle management. Hiring at 114 AI companies complicates the claim along lines they don't draw.

Commentary·Apr 16, 2026·Applied Methods

Where Are All the Engineers?

The Economist argues the tech-jobs bust is real but AI isn't yet to blame. Inside AI companies themselves, the data supports the "not yet" — and reframes what "tech employment" actually captures.

Commentary·Apr 16, 2026·Applied Methods

Bundles, Ladders, and 8,935 Job Postings

The FT argues AI is hollowing out 'weak bundle' jobs and climbing the task ladder from mundane to complex. Our data complicates both claims.

Insight·Apr 11, 2026·Applied Methods

The Security Function AI Had to Invent

How AI created a dual mandate for security — protecting the company and protecting the world from its product.

Insight·Apr 6, 2026·Applied Methods

The Prompt Engineer That Wasn't (And What Actually Showed Up)

Turns out "just ask it nicely" wasn't a career path. Here's what the AI job market built instead.

Insight·Apr 6, 2026·Applied Methods

The Deployment Gap

Why AI Companies Need More People to Deploy AI Than to Build It