You will be out of work by 2030

The bet

We bet this document is the final notice for the "creative class." For a decade, the ruling class told workers they could outrun automation by moving from the factory floor to the spreadsheet. This April 2026 research proves that was a lie. Our wager is that "Agentic AI" isn't just a technological breakthrough, it’s a management tool for a middle-management purge. We bet CEOs will use these "workflows" to consolidate power, turning tech hubs into ghost towns while the C-suite captures the entire value of the automated labor.

What happened

A new model predicts that by 2030, nearly all white-collar jobs in major US tech cities will face high risk of displacement by AI. This is because AI systems can now complete entire job workflows, not just individual tasks, which changes how job displacement is measured.

Why this matters

For years, economists have measured AI's impact on individual tasks. This paper argues that AI can now do whole jobs, which means the risk to workers is much higher than previously thought. It means that the jobs most at risk are not just repetitive manual tasks, but complex roles in finance, law, and healthcare.

Who wins, who loses

The Digital Landlords Enterprise software giants like Salesforce and Microsoft. They own the "pipes" the agents run on. They aren't selling productivity; they are selling a way to delete headcount.

The Displaced Elite Credit analysts, judges, and sustainability specialists. These are the "safe" white-collar roles that are now being optimized into server racks.

Tech hub mayors Tech-heavy cities (Boston, Seattle, NYC). They built their economies on high-earning commuters. If 93% of those roles are "exposed," these cities are facing a structural collapse of their revenue.

The signal

Watch the earnings calls, not the tech demos. When a CEO cites "agentic efficiency" alongside "headcount reduction" in Q3 2026, they are using this academic math to justify class warfare. This paper provides the "neutral" data the C-suite needs to prove to shareholders that human workers are now a legacy expense.
The real signal to watch for? The first city to propose a Municipal UBI pilot, not because they want to, but because their tax base has evaporated.

The longer story

This is the 2026 version of the infamous 2013 Frey and Osborne study that predicted 47% automation. Back then, the "task-based" economists won the argument and everyone calmed down.
This paper is the counter-strike. It aligns with the corporate behavior we’re seeing right now: companies aren't waiting for the technology to be perfect; they are restructuring their entire labor force around the promise of it. The "workflow" is the new factory line.