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Missing the wealthy in the HFCS: micro problems with macro implications

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  • Sofie R. Waltl

    (Luxembourg Institute of Socio-Economic Research (LISER)
    Vienna University of Economics and Business)

  • Robin Chakraborty

    (Deutsche Bundesbank)

Abstract

Wealth aggregates implied by the Household Finance and Consumption Survey (HFCS) usually yield much lower amounts than macroeconomic statistics reported in the National Accounts. An important source of this gap may be the under-representation of the wealthiest households in the HFCS. This article therefore combines a semi-parametric Pareto model estimated from top survey data and observations from rich lists with a non-parametric stratification approach to quantify the impact of the missing wealthy households on component-specific micro-macro gaps. We find that unadjusted micro data substantially underestimates wealth inequality. The largest effects are documented for equity. For other components, the missing wealthy explain less than ten percentage points of the micro-macro gap. We find that differences in oversampling strategies limit the cross-country comparability of unadjusted survey-implied wealth distributions and that our top tail adjustment leads to measures that are internationally better comparable.

Suggested Citation

  • Sofie R. Waltl & Robin Chakraborty, 2022. "Missing the wealthy in the HFCS: micro problems with macro implications," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 20(1), pages 169-203, March.
  • Handle: RePEc:spr:joecin:v:20:y:2022:i:1:d:10.1007_s10888-021-09519-1
    DOI: 10.1007/s10888-021-09519-1
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    Cited by:

    1. Chakraborty Robin & Kavonius Ilja Kristian & Pérez-Duarte Sébastien & Vermeulen Philip, 2019. "Is the Top Tail of the Wealth Distribution the Missing Link between the Household Finance and Consumption Survey and National Accounts?," Journal of Official Statistics, Sciendo, vol. 35(1), pages 31-65, March.
    2. Yannic Rehm & Lucas Chancel, 2022. "Measuring the Carbon Content of Wealth Evidence from France and Germany," Working Papers halshs-03828939, HAL.
    3. Arthur B. Kennickell, 2019. "The tail that wags: differences in effective right tail coverage and estimates of wealth inequality," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 17(4), pages 443-459, December.
    4. Michele Cantarella & Andrea Neri & Giovanna Ranalli, 2021. "Mind the wealth gap: a new allocation method to match micro and macro statistics on household wealth," Questioni di Economia e Finanza (Occasional Papers) 646, Bank of Italy, Economic Research and International Relations Area.
    5. Engel, Janina & Riera, Pau Gayà & Grilli, Joseph & Sola, Pierre, 2022. "Developing reconciled quarterly distributional national wealth – insight into inequality and wealth structures," Working Paper Series 2687, European Central Bank.
    6. Ahnert, Henning & Kavonius, Ilja Kristian & Honkkila, Juha & Sola, Pierre, 2020. "Understanding household wealth: linking macro and micro data to produce distributional financial accounts," Statistics Paper Series 37, European Central Bank.
    7. Engel, Janina & Ohlwerter, Dennis & Scherer, Matthias, 2023. "On the estimation of distributional household wealth: addressing under-reporting via optimization problems with invariant Gini coefficient," Working Paper Series 2865, European Central Bank.
    8. Bach, Stefan & Thiemann, Andreas & Zucco, Aline, 2019. "Looking for the missing rich: tracing the top tail of the wealth distribution," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 26(6), pages 1234-1258.
    9. Yannic Rehm & Lucas Chancel, 2022. "Measuring the Carbon Content of Wealth Evidence from France and Germany," PSE Working Papers halshs-03828939, HAL.
    10. Yannic Rehm & Lucas Chancel, 2022. "Measuring the Carbon Content of Wealth Evidence from France and Germany," World Inequality Lab Working Papers halshs-03828939, HAL.
    11. Jaanika Meriküll & Tairi Rõõm, 2022. "Are survey data underestimating the inequality of wealth?," Empirical Economics, Springer, vol. 62(2), pages 339-374, February.
    12. Denisa Naidin & Sofie R. Waltl & Michael Ziegelmeyer, 2022. "Objectified Housing Sales and Rent Prices in Representative Household Surveys: the Impact on Macroeconomic Statistics," LISER Working Paper Series 2022-03, Luxembourg Institute of Socio-Economic Research (LISER).
    13. Carsten Schröder & Charlotte Bartels & Markus M. Grabka & Johannes König & Martin Kroh & Rainer Siegers, 2020. "A Novel Sampling Strategy for Surveying High Net‐Worth Individuals—A Pretest Application Using the Socio‐Economic Panel," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 66(4), pages 825-849, December.
    14. Apostel, Arthur & O'Neill, Daniel W., 2022. "A one-off wealth tax for Belgium: Revenue potential, distributional impact, and environmental effects," Ecological Economics, Elsevier, vol. 196(C).
    15. Sofie R. Waltl, 2022. "Wealth Inequality: A Hybrid Approach Toward Multidimensional Distributional National Accounts In Europe," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 68(1), pages 74-108, March.
    16. Kennickell, Arthur B., 2021. "Chasing the Tail: A Generalized Pareto Distribution Approach to Estimating Wealth Inequality," SocArXiv u3zs2, Center for Open Science.
    17. Steiner, Viktor & Zhu, Junyi, 2021. "A joint top income and wealth distribution," Discussion Papers 2021/3, Free University Berlin, School of Business & Economics.

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    More about this item

    Keywords

    Distributional National Accounts (DINA); HFCS; Micro-macro linkage; Semi-parametric Pareto models; Wealth distribution;
    All these keywords.

    JEL classification:

    • D31 - Microeconomics - - Distribution - - - Personal Income and Wealth Distribution
    • E01 - Macroeconomics and Monetary Economics - - General - - - Measurement and Data on National Income and Product Accounts and Wealth; Environmental Accounts

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