Managing Delta and Vega Risk in High-Frequency Options Quoting
Summary
The document describes the inventory challenge faced when quoting many option strikes and levels in a fast market. Frequent fills change the portfolio’s delta, but immediately hedging every fill with taker orders can incur substantial spread costs. Waiting until delta reaches a threshold may reduce trading, yet leave exposure unhedged, especially when the available futures contract is large relative to the options position.
The author asks how practitioners manage delta and vega risk over very short holding periods, with particular concern about rapid increases in underlying volatility. The document presents no proposed hedging method, empirical evidence, or research references; it is a question that frames the trade-off between transaction costs and interim exposure. It also does not specify instruments, market conditions, thresholds, or a risk model, so it cannot establish which approach is suitable in a given setting.
Key ideas
- Frequent option fills can make continuous delta hedging impractical when each hedge crosses the spread.
- Waiting for a delta threshold can leave a quoting portfolio exposed while its position accumulates.
- A futures contract may be too large to hedge small option inventory changes precisely.
- The document asks how to manage short-horizon delta and vega exposure but does not provide a solution.
Tags
Full text
# How to hedge an options portfolio in hft settings? # How to hedge an options portfolio in hft settings? Suppose that you are quoting multiple option strikes on multiple levels and getting hit very often. Such trading possesses a challenge from a risk management perspective. To stay delta neutral you need to hedge after each fill, which is not practical due to costs, you would need to use taker orders (cross the spread) to quickly follow the changes in total position. You can try to hedge only after a certain value of delta is reached, but sometimes futures contract notional value exceeds the option value by a lot, so you can hedge with the futures only after the total portfolio delta becomes larger than the futures contract notional. This still puts you at risk while you are waiting for the position to reach this certain level. My goal is to eliminate the risk from fast increase in underlying assets volatility, but textbook solutions do not really help in such settings. How does one deal with hft (up to 1 min until the position is closed) option delta/vega hedging in practice? any research that I can read on this topic?
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