The David Lin Report · Monday, September 7, 2026
John-Clark Levin warns that while extreme unemployment predictions are unrealistic, the economy is highly sensitive to labor shocks. He highlights that a mere 4% job loss among Americans aged 25-54 due to AGI could push the labor market into 'unprecedented territory,' given how narrow the fluctuations have been historically.
“The economy is much more sensitive to labor shocks than most people would assume. So the key stat here is not unemployment or even the headline labor force participation rate. It's the prime working age LFPPR, ages 25 through 54, because that controls for demographic shifts like the boomers retiring. And since women finished entering the workforce, that statistic has stayed within a very narrow band for decades. The trough of the decline following the great recession was only 2.7 percentage points. The trough during the COVID lockdowns was 3 percentage points. That means if even 4% of Americans aged 25 through 54 lose their jobs due to AGI and can't find new ones, we would be in unprecedented territory and that appears very likely.”