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Lost in Aggregation: Geographic Mismeasurement of Income and Spending

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Abstract

Using zip-code median income as a proxy for household income is common in economics but can mask heterogeneity and yield misleading conclusions. Using zip-code median income and self-reported household incomes from a representative panel of 150,000 U.S. households, we decompose average retail spending for 2018-2024. When using self-reported incomes, we observe substantial divergence in spending between low- and high-income households starting in mid-2021. When using zip-code aggregates as a proxy, this divergence disappears. Our findings indicate a 35 to 75 percent discrepancy between zip-code aggregates and self-reported incomes, highlighting the limitation of zip-code aggregates as a proxy for household incomes.

Suggested Citation

  • Jack Chylak & Leo Feler & Sinem Hacioglu Hoke, 2025. "Lost in Aggregation: Geographic Mismeasurement of Income and Spending," Finance and Economics Discussion Series 2025-050, Board of Governors of the Federal Reserve System (U.S.).
    • Handle: RePEc:fip:fedgfe:2025-50
    DOI: 10.17016/FEDS.2025.050
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    1. Raj Chetty & John N Friedman & Emmanuel Saez & Nicholas Turner & Danny Yagan, 2020. "Income Segregation and Intergenerational Mobility Across Colleges in the United States," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 135(3), pages 1567-1633.
    2. Hacıoğlu-Hoke, Sinem & Känzig, Diego R. & Surico, Paolo, 2021. "The distributional impact of the pandemic," European Economic Review, Elsevier, vol. 134(C).
    3. Kyle Jurado & Sydney C. Ludvigson & Serena Ng, 2015. "Measuring Uncertainty," American Economic Review, American Economic Association, vol. 105(3), pages 1177-1216, March.
    4. Abel Brodeur & David Gray & Anik Islam & Suraiya Bhuiyan, 2021. "A literature review of the economics of COVID‐19," Journal of Economic Surveys, Wiley Blackwell, vol. 35(4), pages 1007-1044, September.
    5. Hamza Abdelrahman & Luiz E. Oliveira & Adam Hale Shapiro, 2024. "Pandemic-Era Liquid Wealth Is Running Dry," FRBSF Economic Letter, Federal Reserve Bank of San Francisco, vol. 2024(21), pages 1-6, August.
    6. O. Ashenfelter & D. Card (ed.), 1999. "Handbook of Labor Economics," Handbook of Labor Economics, Elsevier, edition 1, volume 3, number 3.
    7. Joseph Vavra, 2021. "Tracking the Pandemic in Real Time: Administrative Micro Data in Business Cycles Enters the Spotlight," Journal of Economic Perspectives, American Economic Association, vol. 35(3), pages 47-66, Summer.
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    Keywords

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    JEL classification:

    • E01 - Macroeconomics and Monetary Economics - - General - - - Measurement and Data on National Income and Product Accounts and Wealth; Environmental Accounts
    • E20 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - General (includes Measurement and Data)
    • E32 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Business Fluctuations; Cycles

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