This article was first published on the Econbrowser blog on August 26, 2026. Household income is central to economic well-being, but it is largely absent from the set of indicators used to monitor the U.S. economy at monthly frequency. Official household-income estimates are annual and
Motio Research introduces the Motio Rule, a recession warning indicator based on household-income momentum. Using monthly CPS microdata since 1994, the indicator identifies sustained deterioration in real median household income following a mature expansion.
Motio expands its public household-income indicators and introduces a three-month moving average as the headline measure. The updated presentation emphasizes the level, direction, and momentum of household income while reducing the influence of short-term monthly volatility.
Monthly household-income estimates received national attention after figures were presented at the White House. This note compares those estimates with Motio’s data and examines their methodology, interpretation, historical context, and the importance of transparency in measuring household economic well-being.
Motio introduces nominal and real year-over-year household-income measures based on not-seasonally adjusted data. The series provide a clearer view of longer-term income growth, inflation’s effects on purchasing power, and changes in household-income momentum before and after the pandemic.
Motio’s 2023 household-income forecast anticipated the first real increase in Census median household income since 2019. The subsequent Census release confirmed the direction of the forecast and fell within Motio’s predicted range, providing further evidence of the monthly series’ predictive value.
Motio introduces monthly estimates for the 25th and 75th percentiles of U.S. household income, extending its analysis beyond the median. The series reveal important differences in the post-pandemic recovery across the household-income distribution.
Using the strong historical relationship between Motio’s monthly estimates and Census annual data, Motio forecasts a 6.7% increase in nominal median household income for 2023 and a 2.6% increase after inflation—the first projected real gain since 2019.