Quant interview prep guides

Options Smile Dynamics Interview Guide

Options smile dynamics interview guide covering smile, skew, sticky strike, sticky delta, stress moves, examples, and risk.

Candidates discussing skew, surface shifts, and market stress.

Smile dynamics describe how the surface moves

Options smile dynamics ask how implied volatility at different strikes changes when the underlying moves or market stress changes.

Sticky strike and sticky delta are approximations

Sticky-strike keeps implied volatility by strike fixed, while sticky-delta keeps volatility by moneyness or delta more stable.

Concrete example

If an equity index falls and downside skew steepens, a simple sticky-strike assumption may underestimate put revaluation.

Dynamics affect hedging

Delta, vega, and skew hedges can behave differently depending on how the surface moves during the underlying price change.

Common mistakes

Candidates often assume one rule is correct. Real smile dynamics vary by asset class, regime, expiry, and dealer positioning.

Practice the pattern

Use the LeetQuidity curriculum and calibration to turn this topic into a focused practice plan.