Adoption · Thesis 107 · Oct 22 · 6 questions · 15 in draft

Will US nonfarm business labor productivity growth, measured year-over-year, be at or above 2.5% in any quarter reported by BLS between 2026-11-15 and 2027-12-31?

AI adoption is already lifting measured output per hour, so nonfarm business productivity growth prints at or above 2.5% year-over-year in at least one quarter in the test window.

The Call: Measured productivity stays below the bar

The house leans to "Measured productivity stays below the bar".

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Stronger if no · 3 people · 3 claims

Measured productivity stays below the bar

Productivity gains from AI agents accumulate as capital or corporate profits rather than circulating as consumer spending, so strong nominal GDP and productivity figures that mask deteriorating real economic activity for workers and households. A new general-purpose technology (AI) being adopted and priced into markets and public imagination, so measured aggregate productivity growth does not accelerate until years after the technology's initial hype, as happened with the internet in the 1990s. It would show first if nonfarm business productivity growth stays below 2% year-over-year in every quarter of the window.

Matthew C. KleinAug 5

Historically, a tech wave was embraced by markets and imagination well before it showed up in productivity statistics; diffusion, reorganization of business processes, and complementary investment take time, so a lag of multiple years between…

Stronger if yes · 6 people · 6 claims

Measured productivity rises

Widely diffused AI tooling (agentic coding, document and support automation) absorbs execution volume while labor input growth stays flat. Measured output per hour in the nonfarm business sector accelerates above the pre-2023 trend and shows up in official BLS statistics, with one account already citing 2.8% year-over-year productivity growth through Q1 2026. Firms also face upfront reorganization costs before AI gains register in official statistics, but the acceleration still appears within the window.

Mairs PowerJun 30

The managers argue that measured productivity running at 2.8% over the year through Q1 2026 and 2.1% annualized over the current cycle, above the prior cycle, would let wage growth coexist with cooling inflation and relieve the pressure to hold…

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