with 3 for a Gaussian distribution. The high kurtosis implies that in a given year, most individuals experience very small … earnings shocks and find important asymmetries: positive shocks to high-income individuals are quite transitory, whereas … negative shocks are very persistent; the opposite is true for low-income individuals. Finally, we use these rich sets of …