Quant interview prep guides

Market Making Stale Quote Interview Questions

Market making stale quote interview questions for avoiding picked-off quotes after new information, fast flow, or delayed updates.

Candidates practicing fast update rounds.

A stale quote uses old information

A quote becomes stale when fair value or uncertainty has changed but the bid and ask still reflect the old state.

Stale quotes get picked off

Counterparties are more likely to trade against a stale quote when it is favorable to them.

Concrete example

If fair value jumps from 50 to 60 after a signal but your ask remains 52, informed buyers have a strong reason to lift your ask.

Update speed matters

Fast markets reward prompt updates, but the update still needs a reason: value moved, uncertainty changed, or risk limit changed.

Cancel or widen if uncertain

If allowed by the game, widening or pausing can be better than leaving a quote you know is stale.

Common mistakes

Candidates often update only after being hit. The stronger move is recognizing the quote is stale before the next trade.

Practice the pattern

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