About

This site follows what AI does to work and to the economy: the argument, the evidence as it arrives, and a model anyone can run.

Who

It is by Stella Wilson. The argument is from Johan Båge and Stella Wilson, Pinning the Wage to Scarcity and Technology (2026). The model builds on it.

The model

The model and every number it produces are public, with their code, data and checks, at github.com/wilsoniumite/labor. The site rebuilds itself when the model changes.

The indicators

The indicators use public data from FRED (Federal Reserve Bank of St Louis), the US Treasury, Sveriges Riksbank and Statistics Sweden, checked against fixed rules. Nothing is adjusted by hand.

What this is not

Nothing on this site is investment advice. The model describes what can happen and why; it is not a forecast.