We introduce robust kurtosis, which is a new quantile-based measure for the kurtosis of stock returns. For approximately normal distributions, robust kurtosis is equivalent to the traditional moment-based kurtosis. For fat-tailed distributions, when kurtosis matters the most, robust kurtosis...