Measurement error and imputation of consumption in survey data
Abstract
We study how estimators used to impute consumption in survey data are inconsistent due to measurement error in consumption. Previous research suggests instrumenting consumption to overcome this problem. We show that, if additional regressors are present in the estimation, then instrumenting consumption may still produce inconsistent estimators. This inconsistency arises from the likely correlation between those additional regressors and the measurement error, a correlation not directly observable. We propose an additional condition to be satisfied by the instrument that reduces and even eliminates measurement error bias in the presence of additional regressors. This condition is directly observable in the data.Download Info
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Paper provided by Universidad Carlos III, Departamento de EconomÃa in its series Economics Working Papers with number we1219.Length:
Date of creation: Jul 2012
Date of revision:
Handle: RePEc:cte:werepe:we1219
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Related research
Keywords: Consumption; Measurement error; Instrumental variables; Consumer expenditure survey; Panel study of income dynamics;Find related papers by JEL classification:
- C13 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Estimation: General
- C26 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Instrumental Variables (IV) Estimation
- E21 - Macroeconomics and Monetary Economics - - Macroeconomics: Consumption, Saving, Production, Employment, and Investment - - - Consumption; Saving; Wealth
This paper has been announced in the following NEP Reports:
- NEP-ALL-2012-07-23 (All new papers)
- NEP-ECM-2012-07-23 (Econometrics)
References
References listed on IDEASPlease report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
- Richard Blundell & Luigi Pistaferri & Ian Preston, 2004.
"Imputing consumption in the PSID using food demand estimates from the CEX,"
IFS Working Papers
W04/27, Institute for Fiscal Studies.
- Blundell, R & Pistaferri, L & Preston, I, 2004. "Imputing consumption in the PSID using food demand estimates from the CEX," Open Access publications from University College London http://discovery.ucl.ac.u, University College London.
- Battistin, Erich & Padula, Mario, 2010.
"Survey Instruments and the Reports of Consumption Expenditures: Evidence from the Consumer Expenditure Surveys,"
CEPR Discussion Papers
8051, C.E.P.R. Discussion Papers.
- Erich Battistin & Mario Padula, 2010. "Survey Instruments and the Reports of Consumption Expenditures: Evidence from the Consumer Expenditure Surveys," CSEF Working Papers 259, Centre for Studies in Economics and Finance (CSEF), University of Naples, Italy.
- Erich Battistin & Raffaele Miniaci & Guglielmo Weber, 2003.
"What Do We Learn from Recall Consumption Data?,"
Journal of Human Resources,
University of Wisconsin Press, vol. 38(2).
- Erich Battistin & Raffale Miniaci & Guglielmo Weber, 2000. "What do we learn from recall consumption data?," IFS Working Papers W00/10, Institute for Fiscal Studies.
- Erich Battistin & Raffaele Miniaci & Guglielmo Weber, 2003. "What do we learn from recall consumption data?," Temi di discussione (Economic working papers) 466, Bank of Italy, Economic Research and International Relations Area.
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