Outcalled

When Will AI Replace Jobs?

AI job displacement timelines are among the most actively debated topics in prediction markets. Traders bet on specific automation milestones, from AI passing professional exams to autonomous systems handling entire job categories, providing a quantified view of the automation timeline.

The rapid advancement of large language models, coding assistants, and multimodal AI systems has shifted these timelines forward significantly. Traders now price in the possibility of major white-collar job disruption much sooner than was expected even two years ago.

Prediction markets are especially valuable here because expert opinion is wildly divergent. By weighting views by conviction (how much someone is willing to bet), markets cut through the hype and fear to provide a calibrated estimate. Browse the active markets below for the latest timeline data.

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$4.9M

24h volume

Quick answer

Ukraine strikes another tanker in Black Sea by March 31, 2026?

Based on $755K in 24h trading volume

100%

Yes probability

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