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Reasoning-demand Resources & Guides

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Business professional analyzing financial data across multiple monitors, illustrating high-reasoning knowledge work exposed to AI
Job Search & Career Advice

The Jobs Most Exposed to AI Demand the Most Reasoning: A 737-Occupation Analysis

July 23rd, 2026

Across 737 U.S. occupations, AI exposure rises with reasoning demand (r = 0.71). Only nine high-reasoning jobs sit below median exposure, all hands-on.

13 min•Read more
How Much Does IQ Affect Your Income?
Income & Wealth

How Much Does IQ Affect Your Income?

July 17th, 2026

IQ barely moves your own income, yet across 739 occupations a job's reasoning demand tracks close to half of what it pays. The honest, data-tested answer.

17 min•Read more
The Reasoning-and-Wage Dataset: 739 Occupations, Full Method and Open Download
Scoring & Methodology

The Reasoning-and-Wage Dataset: 739 Occupations, Full Method and Open Download

July 15th, 2026

The reproducible dataset behind our reasoning-and-wage figure: O*NET 29.1 reasoning demand versus BLS 2024 median wages across 739 occupations, with full method and open download.

9 min•Read more

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