Giving Workers a Stake in A.I. Gains Traction

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The AI Job Crisis: California’s Bold Attempt to Democratize Economic Growth

As artificial intelligence accelerates its transformation of the global workforce, policymakers and technologists are locked in a high-stakes debate over how to mitigate its disruptive effects. At the center of this conversation is California Governor Gavin Newsom’s recent directive to explore “universal basic capital” (UBC) as a novel solution to AI-driven job displacement. This article examines the policy’s theoretical foundations, its potential implications, and the growing divide between AI optimists and skeptics.

The Pessimist’s Prediction: AI as a Job-Killing Force

Geoffrey Hinton, often called the “Godfather of AI” for his pioneering work on neural networks, has issued a stark warning about the technology’s economic consequences. In a 2025 interview with the Financial Times, Hinton stated, “Rich people are going to use AI to replace workers. It’s going to create massive unemployment and a huge rise in profits.” This sentiment reflects a growing concern among critics who argue that AI will disproportionately benefit corporate elites while destabilizing middle-class livelihoods.

From Instagram — related to Geoffrey Hinton, Financial Times

Research from Gartner supports this view, projecting that by 2024, AI will automate 69% of managerial workloads. While some tasks will shift rather than disappear, the pace of change has left many workers scrambling to adapt. The Supply Chain Digest reported in 2025 that “the economic dynamic is straightforward: AI will be deployed as a cost-cutting mechanism, accelerating productivity while replacing human labor on a massive scale.”

California’s UBC Experiment: A New Approach to Economic Equity

In response to these challenges, Newsom’s administration has turned to a concept known as universal basic capital. Unlike traditional universal basic income (UBI), which provides direct cash transfers, UBC aims to give citizens a financial stake in AI-driven economic growth. The policy framework proposed by OpenAI in April 2026 envisions a “public wealth fund” funded by tech companies, granting all citizens a share of profits from AI innovations.

California's UBC Experiment: A New Approach to Economic Equity
Labor Department

“You cannot save democracy unless we democratize the economy,” Newsom asserted, framing UBC as a way to “reimagine” the economic system. The California directive mandates a study of UBC alongside expanded job training programs, reflecting a dual approach to workforce development.

Challenges and Controversies

Despite its promise, UBC faces significant hurdles. Critics like former Labor Department economist Betsey Stevenson warn that the model could entrench the power of AI giants. “If I own OpenAI shares that I can never sell, we just made OpenAI last forever,” she told Politico. The proposal also raises questions about liquidity and market dynamics, as individuals may be unable to sell their stakes without risking wealth concentration.

Challenges and Controversies
Giving Workers

the feasibility of UBC remains unproven. While UBI experiments in Finland and Canada showed mixed results, no large-scale UBC model has been implemented. OpenAI’s framework, though innovative, has yet to demonstrate how it would function in practice or ensure equitable distribution of AI-generated wealth.

The Broader Implications

The debate over AI’s economic impact extends beyond California. As major tech firms like OpenAI and Anthropic continue to develop “frontier models,” concerns about self-regulation persist. In 2026, President Trump’s retreat from an executive order to oversee AI development highlighted the political complexities of regulating the industry. Meanwhile, the Pentagon’s testing of AI models and the Trump administration’s $2 billion quantum computing investment underscore the technology’s strategic importance.

For workers, the immediate challenge is adapting to a rapidly changing job market. Companies like Zendesk report that 80% of customer service interactions could soon be handled by AI agents, forcing organizations to rethink their human capital strategies. As one Zendesk executive told The Deal Book

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