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

TEAM
Avellaneda-Stoikov Model for Limit Order Book Management
Derek DeBlieck

We have already seen in class how, with some assumptions, a market maker can sell an option and then trade stock to delta hedge this option. However, delta hedging in this way incurs costs such as the fees associated with making a trade. The Avellaneda-Stoikov model allows market makers to hedge their risk by adjusting the bid/ask spread in order to encourage orders that offset their current portfolio's risk. This allows them to make use of their role as a market maker in order to avoid crossing the bid/ask spread when hedging their portfolio.
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