³The empirical literature estimates variance of income shock using annual data. We back out the corresponding quarterly values as follows. For the variance of permanent shocks, , aggregating equation (2) to the annual frequency implies: . Consequently, the variance of the shocks on the right-hand side is: . For transitory shocks, going from the quarterly frequency to annual implies dividing by 4 as we average over the four quarters.