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Certificate of Completion
THIS ACKNOWLEDGES THAT
HAS COMPLETED THE FALL 2025 QUANT FINANCE BOOT CAMP
Steven Buchanan
Roman Holowinsky, PhD
NOVEMBER 13, 2025
DIRECTOR
DATE

TEAM
Steven Buchanan
Steven Buchanan

Option prices embed information about the markets expectation of future performance of the underlying asset. The set of European option prices across strikes for a given maturity T implies a risk-neutral probability density function of the price S_T of the underlying asset at the maturity.
This project uses several years of daily SPX option chain data to extract the market-implied risk-neutral pdfs for options with 1 day maturities, 7 day maturities, and 28 day maturities.
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