AI’s biggest question isn’t who gets hired
AI’s biggest question isn’t who gets hired. It’s who owns the machines. As AI raises productivity, employers will need fewer people. This makes access to ownership, not just jobs, the defining economic question of our time.
Automation gains flow overwhelmingly to shareholders, while wages reach only those still employed. Dividends, rents, and royalties offer durable income streams, persisting whether or not someone hires you. Employment income, by contrast, is contingent and volatile.
Consider the Federal Reserve’s stark wealth-distribution data: the wealthiest 10% of households hold close to 90% of all corporate stock in the United States. The bottom 50% holds only about 0.5% of that stock. This snapshot illustrates the current concentration of capital, setting the stage for how automation’s benefits are distributed, not a forecast of AI’s future effects.
A public fund can turn shared wealth into a dividend
When AI nukes all jobs if machines generate the world's wealth, the core question becomes: who owns the machines? One potent answer lies in public funds that convert shared assets into universal dividends. Alaska pioneered this model in 1976, amending its constitution to funnel oil revenue into a Permanent Fund. Since 1982, nearly every resident has received an annual dividend, with a record $3,284 payment in 2022 that included an energy relief bonus.
Norway took the concept further with its Government Pension Fund Global, established in 1990. Built from oil and gas royalties, it's now the world's largest sovereign wealth fund, exceeding $2 trillion—roughly $400,000 for every Norwegian. It owns around 1.5% of all global listed shares. Under strict fiscal rules, Norway's government spends only an estimated 3% of its real return, preserving the principal for future generations.
This public fund model offers compelling strengths:
- Automatic inclusion for all citizens, simplifying distribution.
- Intergenerational investment, safeguarding wealth for centuries.
But vulnerabilities exist. Citizens own the fund in principle, but day-to-day control is limited, and political decisions influence payouts. As AI reshapes economies, the question remains: what future public revenue streams could fund an equivalent AI-era endowment, distributing the bounty of automation to everyone?
Give workers a stake—and a voice
Giving workers a direct stake means more than just a paycheck; it means a voice in the very structures that shape their economic future. Consider Mondragon, a Spanish federation of worker cooperatives founded in 1956 in the Basque region. This powerhouse, now boasting over 70,000 workers across manufacturing, retail, finance, and education, operates on a principle of democratic control: members elect leaders and vote on pay structures, often capping the highest-to-lowest earner ratio at 5:1.
Beyond cooperatives, other models offer a slice of the ownership pie. In the U.S., Employee Stock Ownership Plans (ESOPs) empower workers to share in company value, a concept championed by Louis Kelso and codified in 1974. Today, roughly 6,600 ESOPs cover over 15 million participants, holding more than $2 trillion in assets. Across the pond, Britain’s John Lewis model, a department store chain held in trust for its employees since 1950, mirrors this philosophy. (For more on wealth distribution, see the Distribution of Household Wealth in the U.S. since 1989 - Federal Reserve Board).
While these models align worker incentives with business success, they present trade-offs. Cooperative governance offers substantial influence and constrains pay gaps, but capital-intensive growth can prove challenging, and members concentrate both savings and employment risk in one enterprise. Similarly, ESOPs allow employees to share in value but do not automatically grant control over every business decision.
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A stake at birth is powerful—but slow
Newest idea for broad ownership is also the simplest: give every child a stake at birth. Connecticut launched the nation’s first state-funded baby bond program in 2023. It invests up to $3,200 for eligible babies whose births were covered by Medicaid.
Funds become available at age 18 for approved uses within Connecticut, such as:
- Education
- Housing
- Starting a business
- Retirement savings
While not a fortune, a hypothetical 6% annual return could grow $3,200 to about $9,100 in 18 years. This modest sum can be transformative for young people starting with nothing, but returns are not guaranteed, and the program's reach is limited to eligible children.
None of these models — public funds, worker cooperatives, employee ownership, or baby bonds — offer a complete solution. Public funds broaden access but lack control. Cooperatives offer control but are hard to scale. Employee ownership links workers to value but concentrates risk. Baby bonds build early assets but take decades to mature and reach only a subset of the population. The hard question remains: how do we build broad ownership of AI-era capital?
Frequently Asked Questions
Why might wages fail to spread the gains from AI?
Wages reach people who are employed. If automation reduces the need for workers, wage income alone may not distribute the wealth machines generate.
What is universal basic ownership?
Universal basic ownership aims to give people broad claims on productive assets, so they receive income from capital as well as from work.
How does the Alaska Permanent Fund share wealth?
It invests part of Alaska’s oil revenue and has paid annual dividends to residents since 1982.
Can worker ownership eliminate financial risk?
No. Employees may gain control and a share of profits, but their jobs and savings can both be exposed if their company struggles.

