Every Job Killer Has Missed

For twenty years, we have been writing the obituary of the American job. Factories went to China. Call centers went to Manila. Robots took the assembly line, ATMs took the tellers, and now AI is coming for anyone with a laptop.

By every forecast, we should be queuing for bread. Instead, more Americans are working than at any point in history: 159 million on payrolls, some 26 million more than in 2005. Across the rich world, the employment rate is at a record.

Unemployment sits at 4.2 percent. That is not a record low, and it shouldn’t be. Economists never expect zero: someone is always between jobs, moving city or retraining. The Federal Reserve puts this “full employment” rate at 4.2 percent. By the Fed’s own yardstick, America is as fully employed as a healthy economy gets.

Every job killer has had its turn. None has landed the blow. Which raises an awkward question: what if they were never really threats at all?

A Twenty-Year Obituary

Start with offshoring. In 2004 it was an election issue. John Kerry attacked “Benedict Arnold CEOs”, and more than 200 anti-outsourcing bills were filed across 40 states. In 2007, Princeton’s Alan Blinder warned that 30 to 40 million U.S. jobs could be shipped abroad.

The work did move. The Philippines’ outsourcing industry now employs 1.9 million people. India’s tech workforce is heading for 6 million. These are real careers, built in cities that barely had a services economy a generation ago. Over the same period, the U.S. added tens of millions of jobs of its own.

Manufacturing told the same story, louder. The China shock cost the U.S. up to 2.4 million jobs. Factory employment fell from about 17 million in 2000 to under 13 million today. Yet output rose. Machines did more of the making. Mexico, Vietnam and China did more of the assembling.

Then came automation in plain sight. ATMs were meant to finish off the bank teller. Instead, teller numbers climbed from roughly 400,000 in 1980 to around 600,000 by 2010, because cheaper branches meant more branches. Typists, switchboard operators and file clerks have shrunk to a rounding error. Self-checkouts are thinning the cashiers. Waymo now sells half a million driverless rides a week, and Aurora runs driverless trucks across Texas.

Walk into any office from 1985. A typing pool. A filing room. A post room. Someone whose entire job was the photocopier. Most of those roles are gone, and the modern firm is leaner for it. Nobody is campaigning to bring back carbon paper.

Often the people who replaced them are not in the building at all. The finance team sits in Manila, the engineering lead in Lisbon, the designer in Buenos Aires. Work now goes to whoever delivers, not whoever commutes.

Each wave was real. Each was supposed to be the big one.

The Border Experiment

Immigration was the next culprit. Donald Trump told voters that migrants were “taking Black jobs” and “Hispanic jobs”. His administration then ran the experiment. Border crossings fell to levels unseen since the 1960s. ICE deported 442,637 people in a single fiscal year. Net migration turned negative for the first time in half a century.

If migrants were hoarding the jobs, citizens should now be enjoying a hiring bonanza. They are not. Payrolls grew by just 29,000 in September. Unemployment barely moved, at 4.2 percent.

The reason is telling. The Dallas Fed estimates that the job growth needed to hold unemployment steady collapsed from about 250,000 a month in 2023 to roughly zero. Fewer workers arrived, so fewer jobs were created. The economy did not have spare jobs waiting for the right passport. It had fewer people to grow with.

Four Years Into the Apocalypse

Now the main event. ChatGPT launched in November 2022, and the people building AI have since competed to forecast its body count. Anthropic’s Dario Amodei warned that AI could wipe out half of all entry-level white-collar jobs and push unemployment to 10 percent to 20 percent within one to five years. Sam Altman said customer support would be “totally, totally gone”. Elon Musk went further: “probably none of us will have a job”.

Nearly four years in, the scorecard is thin. Yale’s Budget Lab finds “no discernible disruption” to the broad labor market. The New York Fed found that 61 percent of service firms use AI, but only 4 percent have laid anyone off because of it. More firms hired because of AI than fired. AI-blamed layoffs this year total about 120,000, under 0.1 percent of U.S. payrolls.

Even the prophets are recalibrating. In May, Altman said he was “delighted to be wrong” about entry-level jobs. Amodei now argues that when AI automates 90 percent of a job, “the 10 percent kind of expands to be 100 percent”. Few CEOs are delighted to be wrong. Fewer forecasts have earned it so thoroughly.

Where the Pain Is Real

None of this means everyone is fine. The headline number hides real damage.

• Workers’ share of U.S. income has fallen to 52.8 percent, the lowest since records began in 1947.
• Young workers in AI-exposed roles are 19 percent behind their peers in employment, mostly because firms have stopped hiring them.
• Towns hit by the China shock never fully recovered. Many workers didn’t move. They dropped out.
• Pay rose 3.0 percent over the past year while prices rose 3.4 percent. Real wages are going backwards.

So the gloom is not irrational. A record 27 percent of U.S. workers fear technology will make their job obsolete. Consumer sentiment sits near all-time lows, in an economy with more people in work than ever.

Some of it is also just us. We are never content with where the labor market sits. When unemployment is high, we fear for jobs. When it is low, we fret about pay. When pay rises, we worry about inflation. The goalposts move with the score. That is healthy ambition. It is not evidence of collapse.

But look at what these problems actually are. They are about who captures the gains, how fast people can retrain, and where the new work lands. Those are failures of distribution and transition. They call for better policy, training and mobility. They are not proof that the economy has run out of work.

We also have a habit. When jobs feel scarce or pay feels thin, we look outward: the foreign call center, the Chinese factory, the migrant, the robot, the chatbot. The villain changes every decade. The employment total keeps climbing.

Outsourcing itself is a useful case study. In July, the Philippines’ industry body trimmed its 2028 revenue target, saying each worker will now carry more value as AI takes a bigger share of the task. That is not collapse. Headcount is still forecast to grow, and every seat now carries more value. It is the path every industry has taken: absorb the tool, move up the chain, keep hiring.

Imagine Them All Gone

Now run the thought experiment. Rewind and remove every so-called threat. No service centers in Manila or Bangalore. No factories in Shenzhen or Monterrey. No ATMs, no self-checkouts, no email, no spreadsheets, no AI. Every typist, file clerk, switchboard operator and teller back at their desk.

Where would the people come from? The U.S. already has 7.1 million job openings, roughly one for every unemployed person. Japan expects to be 11 million workers short by 2040. Germany’s labor supply is set to shrink for the first time this year. The OECD’s working-age population is projected to fall 8 percent by 2060.

Without these advances, the labor market would not be tight. It would be oversubscribed several times over. Wages would spike, projects would stall, and growth would hit a wall long before it hit a recession. The binding constraint on the modern economy was never too few jobs. It is too few people.

Seen this way, the procession of threats looks less like a run of near misses and more like a relay. Each wave freed people from one kind of work just as the economy needed them for another.

Korea already knows this. It runs more than 1,000 robots per 10,000 factory workers and still cannot fill its vacancies. The robot is not taking the job. It is filling the one nobody wants.

Keynes diagnosed technological unemployment as “a new disease” in 1930. In 1964, a memo to President Johnson warned that computers would bring mass joblessness. U.S. payrolls have nearly tripled since. Geoffrey Hinton now tells young people to train to be a plumber. Try booking one.

The pattern holds. Offshoring, automation and AI are not the enemies of employment. They are how a fully employed, aging economy keeps growing. The real risk is not that the machines take the work. It is that we spend the next decade fighting the very tools that let us get it done.

The question for your business

If your hiring plan assumed no automation or offshore talent, how many people would you be short?

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