Forecasting Explained: How Prediction Markets Beat Experts

Professional forecaster Molly Hickman breaks down what it really means to assign a probability to the future — and why she believes generalists often out-forecast subject-matter experts. This episode explores the art and science of forecasting, from techniques to ethical considerations, and how AI and prediction markets are shaping our understanding of the future. Key Topics The definition of forecasting and its importance Techniques for starting in forecasting The role of AI and large language models in forecasting How to interpret probabilities and conditional forecasts Forecasting in complex systems like climate and geopolitics Ethical boundaries and red lines in prediction markets The impact of AI bots on forecasting accuracy and decision making Chapters 03:06 Getting Started with Forecasting: Tools and Techniques 06:15 Beginning Forecasting as a Beginner 07:31 Gut Feelings vs Market Wisdom 08:33 The Delphi Loop and Group Forecasting 09:39 Measuring Forecast Accuracy and Skill 11:17 Forecasting Long-Term and Uncertain Events 12:40 Extrapolating Trends and Model Limitations 14:19 AI Bots in Forecasting and Their Performance 18:16 Prediction Markets as Collective Wisdom 19:19 The Future of Prediction Markets and Society 24:06 The Meaning of Probabilities and Risk Assessment 27:20 Dealing with Chaos and Unpredictability 32:52 Combining Models and Expert Opinions 36:31 Forecasting and Expertise in Science and Policy 39:01 Forecasting AI Risks and Ethical Boundaries Follow Molly Hickman on X (https://x.com/celloMolly) Follow Breaking Math on Substack (https://breakingmath.substack.com/) X (https://x.com/breakingmathpod) Instagram (https://www.instagram.com/breakingmathmedia/) Website (https://www.breakingmath.io/) YouTube (https://www.youtube.com/@BreakingMathPod) Follow Noah on Instagram (https://www.instagram.com/profnoahgian/) X (https://x.com/ProfNoahGian) Bluesky (https://bsky.app/profile/profnoahgian.bsky.social) Follow Autumn on X (https://x.com/1autumn_leaf) Bluesky (https://bsky.app/profile/1autumnleaf.bsky.social) Instagram (https://www.instagram.com/1autumnleaf/) Substack (https://substack.com/@1autumnleaf) email: [email protected]