Reality over ideology
If evidence contradicts a preferred theory, the theory changes.
After Labour is an independent research project exploring how societies create prosperity when human labour is no longer the primary source of economic value or household income.
A simplified model for exploring what happens when productivity rises while fewer people are required to work. Change the assumptions. Watch the economy move.
If evidence contradicts a preferred theory, the theory changes.
Research should produce systems that can be modelled, compared and challenged.
Every model should make its assumptions visible so readers can change them themselves.
Modelling the labour-market effects of a high guaranteed income in the United States.
Comparing private ownership, social wealth funds, universal capital and public infrastructure models.
What happens when citizens hold a direct economic claim on machine-generated output?
We investigate a simple question: what happens if technological productivity increasingly separates the production of wealth from the need for human labour? Our work explores the consequences for ownership, income, scarcity, public finance, labour markets and social institutions.
We do not assume that mass technological unemployment is inevitable. We do not advocate a predetermined economic ideology. We build models, expose assumptions and test possible systems.
After Labour is written and maintained by Jay Speakman, an independent researcher working at the intersection of long-range systems thinking, financial and product design, and economic modelling. His background spans historical analysis, UX architecture, and seven years of content and design work across SaaS and fintech.
The models on this site are built openly. Every assumption is a control, not a footnote — if you disagree with an input, change it and see what happens. Modern engineering tools, including AI-assisted development, help a single researcher maintain and update these models without a team. The framing, the judgment and the conclusions are not automated. They're accountable to one person, by name.
More on the work behind this and related projects: jayspeakman.com