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Back to thesis mapPart ofDoes realized enterprise economic adoption of generative AI materially lag AI infrastructure investment expansion by December 31, 2026?
Event · LABOR & PRODUCTIVITY

Will the BLS US productivity growth print exceed 2.5% YoY in any 2026 quarter?

Resolves Dec 31, 2026
Probability
47%

4-model average

Confidence
LOW

building category history

Stability
—

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Models
Diverging

34pt spread

The three supporting readings tell you how much weight to put on the probability: confidence reflects category-level track record, stability tracks how the estimate has moved over time, models shows whether the four agree.

Belief trajectory

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Per-model probabilities

GPT-4o
40%-7 vs avg

Current productivity growth data from the Bureau of Labor Statistics (BLS) shows a YoY increase of 1.5% in Q2 2023, indicating a slowing trend from earlier recovery phases. Historical patterns since the financial crisis show that productivity growth has seldom exceeded 2.5% YoY during periods of economic uncertainty and slow wage growth, which we are currently experiencing. Recent Federal Reserve policies focused on inflation control could stifle investment in productivity-enhancing infrastructure, further impacting growth.

Key uncertaintyA potential technological breakthrough or significant increase in capital investment resulting from shifts in fiscal policy could enhance productivity growth unexpectedly, altering the current trajectory.
Gemini
40%-7 vs avg

US labor productivity growth has averaged around 1.5% to 2.0% annually over the past decade, with a recent surge in Q1 2024 to 4.5% YoY, driven by factors like AI adoption and a strong economic rebound. While this pace is unlikely to be sustained at this extreme, a return to the 2.5% threshold in any 2026 quarter is plausible as the productivity benefits of technological advancements continue to filter through the economy, albeit at a slower, more normalized rate than the exceptional Q1 2024 figure.

Key uncertaintyThe actual pace and breadth of AI and automation adoption across various sectors of the economy, which could either accelerate or decelerate productivity gains.
Claude
72%+25 vs avg

US labor productivity growth has averaged 1.4% annually over the past decade but showed signs of acceleration post-pandemic, reaching 2.6% YoY in Q2 2023 and 2.5% in Q3 2024. For 2026 to exceed 2.5% in any quarter requires sustaining above-trend growth, which is plausible given: (1) AI-driven capital deepening and software adoption likely to generate measurable productivity gains by 2026, (2) the productivity acceleration seen in recent quarters suggests structural improvement rather than temporary cyclical effects, and (3) historical precedent shows productivity regularly exceeds 2.5% during normal expansions (occurred in 8 of 10 quarters 2016-2019). The main headwind is mean reversion risk if growth slows and labor force participation growth moderates.

Key uncertaintyThe magnitude and timing of AI productivity benefits remain unquantified; if adoption remains concentrated in measuring difficultly (financial services) rather than broad-based, actual measured productivity could underperform expectations in BLS data through 2026.
GrokGrok
38%-9 vs avg

US nonfarm business sector productivity growth averaged 1.4% YoY in 2023-2024, with only one quarter above 2.5% since 2021Q2; the 2025Q3 print of 2.2% YoY remains below the threshold despite AI-related capital spending, and BLS data show labor productivity growth decelerating from 2.7% in 2023Q1 to 1.8% in 2025Q2 amid cooling output growth and stable hours. Policy factors include sustained 4.1-4.3% unemployment and the absence of fiscal stimulus comparable to 2020-2021, while structural headwinds such as slowing total factor productivity gains outside tech limit upside.

Key uncertaintyWhether AI-driven capital deepening will accelerate measured output per hour enough to push any 2026 quarter above 2.5% before labor market softening offsets gains.
Key disagreementClaude (72%) vs Grok (38%): Different weighting of factors

Resolution criteria

SourceBLS Productivity and Costs release 2026
CRENE-AIER-C064-20261231Generated Jun 28, 2026