¹⁸In the denominator of the wealth–income ratio, we have also experimented with using permanent component of income extracted from the random walk model with transitory noise. Doing so does not practically change the results because, as previous literature has found, essentially all aggregate shocks to the log-level of income are permanent and consequently, in aggregate data permanent income essentially equals actual income.