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Probability over prediction. Quant finance, statistics, risk management & market psychology @CELE8EX

Joined July 2026
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Most major banks now run an entire trading desk whose only job is to price one risk factor — the same risk factor a Morgan Stanley quant explained for free in a guest lecture that closed out an MIT course in December 2013. the lecturer, Yi Tang, who ran Morgan Stanley's cross-asset modeling group, couldn't even make it into the room — he called into class because of a snowstorm and taught the last session of the semester over the phone. the topic was counterparty credit risk: the possibility that the person on the other side of your trade doesn't pay up when you need them to. for decades, banks priced derivatives as if the counterparty would always make good. AIG priced tens of billions in credit protection the same way, on the assumption it would never actually have to pay out. when the housing market cracked in 2008, that assumption broke, and the U.S. government ended up putting in roughly $180 billion to keep AIG from taking the rest of the financial system down with it. after that, regulators stopped letting banks ignore this. every derivative trade now carries something called a CVA — a credit valuation adjustment — a price tag for exactly the risk Tang was describing on a snow day: what it's worth that your counterparty might not be good for it. an entire specialty, XVA trading, exists purely to compute and hedge that number across a bank's whole book. Tang isn't running a course on this. he was on the phone, mid-storm, walking through the math that the next decade of bank regulation would be built on. a friend who works on a bank's XVA desk says almost nobody outside the desk understands that this entire function exists because of a single 2008-era realization: that "the trade will settle" was a pricing assumption, not a fact. banks now employ entire teams and build entire systems around a number a Morgan Stanley quant taped an explanation of, for free, on his way out of a snowstorm, at the end of a semester nobody was watching. you're not funding new insight when you pay for that infrastructure. you're funding the plumbing around an idea that was free from the start.
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