Median income shows an observed annual increase of 0.77%, with approximately one-third of changes being negative. Figure 4 illustrates the year-by-year distribution of income changes, revealing macroeconomic shifts, as the proportion of positive changes rises over time. Even after accounting for aggregate year-to-year changes, as done in our regression analysis, substantial within-household variation in income remains...