Quant interview prep guides

Log Utility Interview Intuition

Log utility interview intuition for concave preferences, drawdown penalties, Kelly links, and multiplicative growth assumptions.

Advanced candidates discussing Kelly and utility.

Concave utility

Log utility is concave, meaning an extra dollar is valued less when wealth is already high than when wealth is low.

Drawdown penalty

Because log utility punishes losses heavily near zero, it discourages all-in behavior in repeated favorable games.

Concrete intuition

Doubling wealth and then halving wealth returns to the starting point. Log changes add to zero, matching multiplicative growth intuition.

Kelly connection

Kelly sizing can be derived from maximizing expected log growth under specific assumptions.

Assumptions

Log utility is a model choice, not a universal preference. State it as an assumption if using it in an interview.

Common mistakes

Candidates often present log utility as objectively correct. It is useful because of its properties, not because every decision-maker has that utility.

Practice the pattern

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