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1 Introduction Th nance. It’s the risk is is a book about the most important risk we face in fi that comes from learning about risk. I call it Pandora’s risk in honor of legend’s prime culprit. If she hadn’t opened the box of wealth and woe, we’d have no hunger to learn. Other fi elds involve learning too. Since the observer never fully un- derstands the observed, there’s always something to learn. Occasionally, learning overturns some core beliefs. Th c revolutions at’s how scientifi occur. Finance stands out in that the core objects of study are themselves observers. Market participants rarely know the true value of what they’re trading. Markets grope for knowledge by aggregating individual beliefs. But beliefs are constantly shift ing. Twentieth- century fi nance theory treated learning as a sideshow. It assumed that the market consensus largely captured the true risks. Error was dirt around the edges. If the dirtballs got big enough, speculators should arbitrage the discrepancies and clean things up. In reasoning this way, theorists missed something that every market practitioner knows. Most speculators don’t trade on changes in risk. Th ey trade on changes in beliefs about risk. Th ose aren’t the same. Sometimes they’re not even close.

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