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Research ArticleArticle
Open Access

Errors in Survey Reporting and Imputation and their Effects on Estimates of Food Stamp Program Participation

Bruce D. Meyer, Nikolas Mittag and Robert M. George
Published online before print August 11, 2020, 0818-9704R2; DOI: https://doi.org/10.3368/jhr.58.1.0818-9704R2
Bruce D. Meyer
University of Chicago, NBER, AEI, and U.S. Census Bureau
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Nikolas Mittag
CERGE-EI
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Robert M. George
Chapin Hall
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Abstract

Accurately measuring government benefit receipt in household surveys is necessary when studying disadvantaged populations and the programs that serve them. The Food Stamp Program is especially important given its size and recent growth. To validate survey reports, we use administrative data on participation in two states linked to the American Community Survey (ACS), the Current Population Survey (CPS), and the Survey of Income and Program Participation (SIPP). We find that 23 percent of true food stamp recipient households do not report receipt in the SIPP, 35 percent in the ACS, and fully 50 percent in the CPS. A substantial number of true non-recipients are also recorded as recipients, especially in the SIPP. We examine reasons for these errors including imputation, an important source of error. Both false negative and false positive reports vary with household characteristics, implying complicated biases in multivariate analyses, such as regressions. We then directly examine biases in common survey-based estimates of program receipt by comparing them to estimates from our combined administrative and survey data. We find that the survey estimates understate participation among single parents, non-whites, and low-income households, and also lead to errors in multiple program receipt, and time and age patterns of receipt.

KEY WORDS
  • measurement error
  • survey errors
  • program takeup
  • food stamps
  • under-reporting
  • imputation
  • poverty
JEL CODES
  • C81
  • D31
  • I32
  • I38

This open access article is distributed under the terms of the CC-BY- NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0) and is freely available online at: http://jhr.uwpress.org

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Journal of Human Resources: 60 (3)
Journal of Human Resources
Vol. 60, Issue 3
1 May 2025
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Errors in Survey Reporting and Imputation and their Effects on Estimates of Food Stamp Program Participation
Bruce D. Meyer, Nikolas Mittag, Robert M. George
Journal of Human Resources Aug 2020, 0818-9704R2; DOI: 10.3368/jhr.58.1.0818-9704R2

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Errors in Survey Reporting and Imputation and their Effects on Estimates of Food Stamp Program Participation
Bruce D. Meyer, Nikolas Mittag, Robert M. George
Journal of Human Resources Aug 2020, 0818-9704R2; DOI: 10.3368/jhr.58.1.0818-9704R2
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Keywords

  • measurement error
  • survey errors
  • program takeup
  • food stamps
  • under-reporting
  • imputation
  • Poverty
  • C81
  • D31
  • I32
  • I38
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