51 careers scored on two axes: how much of the work is non-judgment overhead, and how much unmet demand sits behind the role. The result is a framework that reaches very different conclusions than most AI disruption narratives.
This whitepaper is the full version of the framework I've been developing across several blog posts. It includes the complete 51-career matrix, the scoring methodology, and the four quadrants that emerge when you look at AI displacement through the lens of real labor data and 45 primary sources instead of headlines.
Fill in your name and email and I'll send you the PDF. If you've got a reaction or a question, I'd like to hear it.