Quant interview prep guides

Market Making for Quant Researcher Interviews

When market-making intuition helps quant researcher interviews, including probability estimates, expected value, assumptions, and risk communication.

Quant researcher candidates who may see trading intuition or market-style prompts.

Researcher prep starts with modeling

For researcher candidates, market-making prompts can test whether a model assumption becomes a usable decision under uncertainty.

Connect probability to action

Do the probability or expected value work, then explain how the estimate would affect price, confidence, and risk in the decision the prompt is asking you to make.

Concrete example

If a signal raises an event probability from 50 percent to 60 percent, describe both the model update and the quote impact.

Name model limits

Researcher answers can be stronger when they acknowledge noisy assumptions, limited data, or correlation risk without getting stuck.

Common mistakes

Candidates often keep the answer purely analytical. Market-making intuition asks what decision follows from the estimate.

Practice the pattern

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