The Biggest Questions About AI
The map · 3 Economy · 3.1 Productivity and economic growth · 3.1.1

Magnitude

Will AI modestly increase productivity, restore rapid twentieth-century-style growth, or produce historically unprecedented economic expansion?

Acemoglu's task-based estimate is ~0.7% total TFP over a decade; Epoch-style growth models argue full automation implies growth rates without historical precedent. The disagreement is about substitution depth, not arithmetic.

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What changed
January–August 2026 · swept August 3, 2026 · editorial review pending
01

The disagreement got quantified: a large forecasting survey puts median growth expectations near historical rates even as new models specify exactly when automated R&D turns explosive. The sharpest new claim is measurement: quality-adjusted AI output may be growing over 2,000% a year while remaining nearly invisible in GDP.

Recent thinking
7 featured from 14 tracked · January–August 2026 · all 14 chronologically →
Karger, Halperin, Trammell, Tetlock et al. · NBER (w35046) · Apr 2026 paper
Forecasting the Economic Effects of AI

Structured survey of economists, forecasters, and AI-company staff: median forecasts near 2.5% baseline growth, ~4% under rapid AI — disagreement driven by beliefs about effects, not timelines.

Davidson, Halperin, Houlden & Korinek · NBER (w35155) · Apr 2026 paper
When Does Automating AI Research Produce Explosive Growth?
Growth becomes explosive if the combined strength of technological and economic feedback loops overcomes diminishing returns.

Calibrated conditions under which automated AI R&D yields superexponential growth despite production bottlenecks.

Charles I. Jones · NBER (w34779) · Jan 2026 paper
A.I. and Our Economic Future
we are not 100 million times more productive

Argues weak links — tasks machines cannot perform — have historically capped gains from massive increases in computing power.

Korinek & McKelvey · Peterson Institute · May 2026 report
Where Is AI in GDP Statistics? Filling the Measurement Gap

Nominal AI GDP near $250B in 2025, but quality-adjusted output growing over 2,000% a year — invisible in GDP because falling prices offset quality gains.

Martha Gimbel · The Budget Lab at Yale · 19 Feb 2026 report
An AI Productivity Boom? Don't Count Your (Productivity Data) Chickens

2025's strong GDP with weak job growth is not yet evidence of an AI productivity boom: noisy quarterly data, revisions, and composition effects.

Anton Shenk · AI Frontiers · 11 May 2026 essay
The Quadrillion-Dollar Disagreement on AI and the Economy

Maps the spread between 0.7% and 18% growth forecasts onto three testable disagreements: automation limits, institutional friction, automated innovation.

Tyler Cowen, excerpting Citadel Securities · Marginal Revolution · 26 Feb 2026 post
More on the economics of AGI

A markets-side skeptical case: sustained disruption requires several simultaneous extreme conditions; AI may mainly offset aging and deglobalization headwinds.

Additional relevant discussion (7)
What is the impact of AI on productivity? — Alex Imas · Substack · 29 Jan 2026
AI, Productivity, and the Workforce: Evidence from Corporate Executives — Baslandze, Graham, Meyer et al. · NBER (w34984) · Mar 2026
Remarks at the Hoover Monetary Policy Conference — Austan Goolsbee · Chicago Fed · 8 May 2026
The Real Reason AI Doesn't Show Up In The GDP Statistics — James Broughel · Forbes · 6 Jun 2026
Toward an O*NET for AI R&D — Denain, Ho et al. · Epoch AI · 17 Jun 2026
The Nvidia-sized hole in US GDP statistics — Isabel Juniewicz, Daniel Carey, Phil Trammell, and Anson Ho · Epoch AI · 24 Aug 2026
Economic Scenarios for Transformative AI — Anton Korinek, Charles I. Jones, Szymon Sacher, Tess Cotter, and Peter McCrory · The Anthropic Institute · Sep 2026
Foundational reading (2)Explosive Growth from AI: A Review of the ArgumentsErdil & Besiroglu, Epoch AI · 2023The Simple Macroeconomics of AIDaron Acemoglu, NBER · 2024
Next3.1.2 Diffusion