Prediction Market Movers
In this episode of Prediction Market Movers, host Chris Gerlacher sits down with Christian Williams of Metaculus to discuss AI forecasting, labor automation, and the future of work. Christian explains how Metaculus differs from traditional prediction market platforms, why reputation-based forecasting can produce valuable insights, and how forecasters approach complex questions involving AI, geopolitics, biosecurity, technological change, and long-term societal trends. The conversation also explores what separates top forecasters from the crowd and how forecasting competitions identify forecasting talent. Chris and Christian take a deep dive into Metaculus' Labor Automation Forecasting Hub, discussing projections for job growth and decline, AI’s impact on occupations, workforce development, unemployment trends, and how policymakers and state governments are beginning to use forecasting tools to prepare for AI-driven economic shifts. The episode also covers AI forecasting competitions, forecasting bots, state-level AI planning, long-term forecasting, and the growing role forecasting platforms may play in helping society navigate the next decade of technological change. 🔔 Subscribe to Prediction News for weekly conversations with traders, legal experts, entertainers and industry insiders shaping the future of prediction markets. For more information on the prediction markets visit www.prediction news.com 👍 Like this video and leave a comment: Which profession do you think will be most impacted by AI over the next 10 years? Metaculus features and research: https://www.metaculus.com/midterms-2026/ — live midterms tracker https://www.metaculus.com/tournament/midterms-2026/ — $10k prize pool https://www.metaculus.com/labor-hub/ — AI-and-jobs dashboard https://www.metaculus.com/tournament/labor-hub/ — $35k prize pool https://www.metaculus.com/futureeval/ — AI forecasting benchmark https://www.metaculus.com/futureeval/participate/ — Participate — build-a-bot resources + explainer video: $175k prize pool / yr https://www.metaculus.com/notebooks/43357/bot-advice-fall-2025/ (Fall 2025) — what winners did https://www.metaculus.com/tournament/metaculus-cup-summer-2026/ — generalist forecasting, short turnaround, pegged to the news $5k -- Dylan Matthews as current challenger https://www.metaculus.com/tournament/33016/ — $3k+ Save Our Bacon Act and more on animal welfare https://www.metaculus.com/bridgewater/ — (yearly, now closed) $30k prize pool + recruiting Metaculus Pro Forecasters - https://www.metaculus.com/services/pro-forecasters/ https://www.metaculus.com/tournament/epoch-ai-robotics/ — robotics timelines https://www.metaculus.com/news/ — latest updates https://x.com/metaculus — launches and announcements 00:00 - Intro 1:40 - Why Metaculus? 4:30 - Forecast slider accuracy 6:45 - AI additions 8:40 - AI’s relationship with the next generation 20:45 - What’s next for Metaculus? 24:45 - Lawmakers implementation 25:40 - The future of Robotics and AI 27:00 - Most important questions for Metaculus 30:00 - Credibility of forecasting 31:15 - Limits on AI bots 37:00 - What is scaffolding? #PredictionMarketMovers #ChristianWilliams #Metaculous #AIForecasting #ArtificialIntelligence #FutureOfWork #PredictionMarkets #Forecasting #AIJobs #Automation #Superforecasters #PredictionNews #LaborAutomation #MachineLearning #Economy
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