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Post-labor in five minutes

In 1930 Keynes predicted that within a century his grandchildren’s generation would work “a fifteen-hour week”, and he named the side effect: “technological unemployment” (Keynes 1930). Fifty years later Wassily Leontief warned that human labour could go the way of the draft horse after the tractor (Leontief 1983).

Cartoon of a grinning horse in overalls driving a tractor, saying 'Try and automate my job, I dare you!'
Leontief’s horse, as a meme. By David Shapiro, PLE memes, CC0.
  • EvidenceThe global labour share of income has declined significantly since the early 1980s (Karabarbounis & Neiman 2014).
  • EvidenceIn the US, productivity has grown far faster than the pay of typical workers since the 1970s (Bivens & Mishel 2015).
  • EvidenceUS local labour markets more exposed to industrial robots in 1990–2007 lost employment and wages (Acemoglu & Restrepo 2020).
  • EvidenceAbout 80% of US workers have at least 10% of their tasks exposed to large language models, and about 19% have at least half (Eloundou et al. 2024, abstract). Exposure is not job loss: the authors make no prediction about timing or adoption.
  • EvidenceIn the field, an AI assistant raised customer-support productivity by 15% on average, mostly for less experienced agents (Brynjolfsson et al. 2025, abstract).

David Shapiro’s Post-Labor Economics starts from what he calls the Great Decoupling: economic output no longer runs through wage employment (Shapiro 2026c). If that holds, the question is not how to save jobs but how households get an income without them.

The Great DecouplingToday a household's income comes mainly from wages for work. In a post-labor economy it would come mainly from ownership and transfers, with wages as a small residual.Today: wage-basedWork (time sold to an employer)WagesHouseholdPost-labor: capital-basedUniversal basic incomePublic wealth-fund dividendsCollectively owned assetsPersonal assetsResidual wagesHousehold
The Great Decoupling, as Post-Labor Economics frames it: household income shifts from wages to ownership and transfers. Concept after David Shapiro, Labor Zero (2026), plates 1–2; drawing ours (CC BY 4.0).

ProposalHis answer is to make ownership, not wages, the main way income is distributed: sovereign wealth funds paying automation dividends, wider employee ownership, universal basic capital grants and public stakes in AI built on public data (Shapiro 2025b). He calls basic income “necessary but not sufficient”: prosperity measures need power measures beside them (Shapiro 2025a).

Pyramid of Prosperity: Universal basic income, Public wealth-fund dividends, Collectively owned assets, Personal assets, Residual wagesUniversal basic incomeA floor for everyonePublic wealth-fund dividendsLike the Alaska Permanent Fund dividendCollectively owned assetsCo-ops, ESOPs, community trustsPersonal assetsSavings, shares, propertyResidual wagesWork by choice
The Pyramid of Prosperity: five tiers of household income in a mature post-labor economy, broadest at the base. Tiers from David Shapiro's public-domain PLE charts and Labor Zero plate 3; examples and drawing ours.

EvidenceCash without conditions has been tested for decades. The headline results:

Programme What people got Headline result
Mincome, Manitoba, 1974–79 A guaranteed annual income Hospitalisations 8.5% lower than controls (Forget 2011, abstract)
Alaska Permanent Fund, since 1982 A yearly dividend for every resident No effect on employment; part-time work up 1.8 points (Jones & Marinescu 2022, abstract)
Finland, 2017–18 €560 a month to 2,000 unemployed people Small employment effects, better wellbeing (Kela 2020)
Kenya, GiveDirectly About $1,000 per poor household, once Each dollar raised local output by about $2.50, with minimal inflation (Egger et al. 2022, abstract)
OpenResearch, Texas and Illinois, 2020–23 $1,000 a month for three years Earned income down about $1,900 a year; work down 1–2 hours a week; leisure up most (Vivalt et al. 2024, abstract)

None of these tested a world without jobs. They tell us how people respond to cash while jobs still exist.

  • EvidenceEvery wave of automation so far has also created work; automation complements labour as well as replacing it (Autor 2015).
  • EvidenceFear that “this time is different” is as old as industry, and has been wrong before (Mokyr et al. 2015).
  • ForecastA task-based estimate puts AI’s ten-year boost to total factor productivity at no more than 0.66% (Acemoglu 2024, abstract). Post-labor advocates reply that such estimates leave out AI agents and humanoid robots (Shapiro 2025a).
Cartoon of a boy and his father at a museum exhibit of an office cubicle. Boy: 'Dad, you used to work in one of these? It's like a rabbit cage.' Father: 'Yep, it was miserable.'
The optimist’s forecast, as a meme. By David Shapiro, PLE memes, CC0.

The full arguments, data and history get their own sections as the wiki grows. Until then, every source on this page is in the bibliography, and How we source explains the labels.