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Back to clusterPart ofWill most US white collar work become AI supervised rather than human supervised before 2030?
Event · TECH

Will the ratio of US managers to individual contributors in tech companies decrease by over 20% from 2025 levels by 2029?

Resolves Dec 31, 2029
35%probability

4-model average

LOWconfidence

building category history

—stability

loading

Mixedmodels

12pt 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%+5 vs avg
Gemini
50%+15 vs avg
Claude
28%-7 vs avg
GrokGrok
37%+2 vs avg
CRENE-AISW-LU04Generated May 19, 2026