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Anthropic released an AI economic scenario, predicting a 32.4% increase in the U.S. GDP by 2030 under extreme conditions

2026-09-10 08:20:11

Anthropic's economic team builds models to analyze the impact of AI on employment, growth, and unemployment in the United States. The model views the economy as a combination of tasks based on the U.S. Department of Labor's O*NET classification, where AI can keep tasks unchanged, enhance, automate, or create new tasks. The U.S. economy is described as having a task instance value of over $30 trillion.

Three scenarios depend on AI capabilities and adoption speed: the moderate scenario is similar to the internet, with U.S. GDP increasing by 1.6% by 2030 ($34.1 trillion in 2025 prices), labor share at 59.4%, and capital share at 40.6%; in the substantial scenario, AI can perform half of knowledge work, GDP increases by 8.3% ($36.3 trillion), and wages for knowledge workers remain roughly stable, with a labor share of 56.1%; in the extreme scenario, AI is much more efficient in the vast majority of knowledge work and completes it almost entirely autonomously, with GDP increasing by 32.4% ($44.4 trillion), wages for knowledge workers dropping by over 10%, a labor share of 45.2%, and an unemployment rate exceeding typical recession levels.

A survey conducted in August with over 10,000 Americans showed that typical responses were close to the substantial scenario (2030 GDP about 10% higher, unemployment rate about 5%), with about 10% of respondents nearing the extreme scenario. GDP increases in all scenarios, and transformative scenarios require more job transitions. The page provides a technical report and an interactive explorer.

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