{ "item_title" : "The Science of Prediction Markets", "item_author" : [" Tj Allen "], "item_description" : "Betting on the Future Without Claiming to Own ItHumans have always wanted to know what comes next.Before there were spreadsheets, models, and algorithms, there were omens, auguries, prophets, and confident uncles at the dinner table. The desire was the same then as it is now: reduce uncertainty, feel prepared, and be right slightly more often than chance.Prediction markets emerged not because humans suddenly became smarter, but because they became more honest about something uncomfortable: nobody actually knows the future, but some people have better information, better intuition, or better incentives than others. If you can safely aggregate those fragments without forcing consensus, something interesting happens. The crowd stops shouting conclusions and starts quietly pricing uncertainty.Prediction markets are not crystal balls.They do not eliminate surprise, black swans, or human irrationality. They do not replace expertise. They do not guarantee truth. What they do-when designed carefully-is convert scattered beliefs into measurable probabilities that update when reality pushes back. They are less about predicting outcomes than about continuously revising expectations.This book is not a sales pitch for markets, crypto, democracy-by-betting, or the idea that money magically makes humans wise. It is an exploration of why prediction markets sometimes work astonishingly well, why they sometimes fail in embarrassing ways, and why their real value is not forecasting winners but revealing what people actually believe when belief has consequences.We will look at the math without worshipping it, the psychology without excusing it, and the history without pretending it was inevitable. We will examine markets that were banned, markets that were weaponized, markets that quietly saved institutions from their own overconfidence, and markets that proved that crowds can be wrong-loudly, confidently, and together.Prediction markets sit at an awkward intersection of science, economics, psychology, politics, and ethics. That awkwardness is not a flaw. It is the feature. The future resists certainty, and the best tools for facing it are the ones that openly admit they might be wrong.This book is about those tools.", "item_img_path" : "https://covers4.booksamillion.com/covers/bam/9/79/824/236/9798242361607_b.jpg", "price_data" : { "retail_price" : "19.95", "online_price" : "19.95", "our_price" : "19.95", "club_price" : "19.95", "savings_pct" : "0", "savings_amt" : "0.00", "club_savings_pct" : "0", "club_savings_amt" : "0.00", "discount_pct" : "10", "store_price" : "" } }

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