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Analyzing the Association of Objective Burden Measures to Perceived Burden with Regression Trees

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  • Yang Daniel K.
  • Toth Daniell S.

    (U.S. Bureau of Labor Statistics Office of Survey Methods Research, 2 Massachusetts Avenue Suite 5930, NE Washington D.C. 20212, U.S.A.)

Abstract

Higher levels of perceived burden by respondents can lead to ambiguous responses to a questionnaire, item nonresponse, or refusals to continue participation in the survey which can introduce bias and downgrade the quality of the data. Therefore, it is important to understand what might influence the perception of burden in respondents. In this article, we demonstrate, using U.S. Consumer Expenditure Survey data, how regression tree models can be used to analyze the associations between perceived burden and objective burden measures conditioning on household demographics and other explanatory variables. The structure of the tree models allows these associations to easily be explored.

Suggested Citation

  • Yang Daniel K. & Toth Daniell S., 2022. "Analyzing the Association of Objective Burden Measures to Perceived Burden with Regression Trees," Journal of Official Statistics, Sciendo, vol. 38(4), pages 1125-1144, December.
    • Handle: RePEc:vrs:offsta:v:38:y:2022:i:4:p:1125-1144:n:2
    DOI: 10.2478/jos-2022-0048
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    References listed on IDEAS

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    1. Ulf Olsson, 1979. "Maximum likelihood estimation of the polychoric correlation coefficient," Psychometrika, Springer;The Psychometric Society, vol. 44(4), pages 443-460, December.
    2. Baird, Sarah & Hamory, Joan & Miguel, Edward, 2008. "Tracking, Attrition and Data Quality in the Kenyan Life Panel Survey Round 1 (KLPS-1)," Center for International and Development Economics Research, Working Paper Series qt3cw7p1hx, Center for International and Development Economics Research, Institute for Business and Economic Research, UC Berkeley.
    3. Stanislav Kolenikov & Gustavo Angeles, 2009. "Socioeconomic Status Measurement With Discrete Proxy Variables: Is Principal Component Analysis A Reliable Answer?," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 55(1), pages 128-165, March.
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