The impact of alternative imputation methods on the measurement of income and wealth: Evidence from the Spanish survey of household finances
The goal of this paper is to emphasise the importance of the way of handling missing data and its impact on the outcome of empirical studies. Using the 2002 wave of the Spanish Survey of Household Finances (EFF), I study the performance of alternative methods: listwise deletion, non-stochastic, multiple and single imputation based on linear-regression models, and hot-deck procedures. Using descriptive statistics of the marginal and conditional distributions of income and wealth and estimating mean and quantile regressions, listwise deletion brings imprecise and biased estimates, non-stochastic imputation underestimates variance and dispersion and hot deck fails to capture the potential relationships among survey variables.
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- Christopher D. Carroll, 1994. "How does Future Income Affect Current Consumption?," The Quarterly Journal of Economics, Oxford University Press, vol. 109(1), pages 111-147.
- Karen E. Dynan & Jonathan Skinner & Stephen Zeldes, 2000.
"Do the rich save more?,"
Finance and Economics Discussion Series
2000-52, Board of Governors of the Federal Reserve System (U.S.).
- Giuseppe De Luca & Franco Peracchi, 2010.
"Estimating Engel curves under unit and item nonresponse,"
EIEF Working Papers Series
1004, Einaudi Institute for Economics and Finance (EIEF), revised Nov 2010.
- Giuseppe De Luca & Franco Peracchi, 2012. "Estimating Engel curves under unit and item nonresponse," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 27(7), pages 1076-1099, November.
- J. L. Hutton, 2000. "Number needed to treat: properties and problems," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 163(3), pages 381-402.
- Martin Browning & Annamaria Lusardi, 1996.
"Household Saving: Micro Theories and Micro Facts,"
96-01, University of Copenhagen. Department of Economics.
- Paul Kofman & Ian G. Sharpe, 2003. "Using Multiple Imputation in the Analysis of Incomplete Observations in Finance," Journal of Financial Econometrics, Society for Financial Econometrics, vol. 1(2), pages 216-249.
- Korinek, Anton & Mistiaen, Johan A. & Ravallion, Martin, 2007.
"An econometric method of correcting for unit nonresponse bias in surveys,"
Journal of Econometrics,
Elsevier, vol. 136(1), pages 213-235, January.
- Korinek, Anton & Mistiaen, Johan A. & Ravallion, Martin, 2005. "An econometric method of correcting for unit nonresponse bias in surveys," Policy Research Working Paper Series 3711, The World Bank.
- Dynan, Karen E, 1993. "How Prudent Are Consumers?," Journal of Political Economy, University of Chicago Press, vol. 101(6), pages 1104-1113, December.
- Cristina Barceló, 2006. "Imputation of the 2002 wave of the Spanish survey of household finances (EFF)," Occasional Papers 0603, Banco de España;Occasional Papers Homepage.
- Martin Browning & Thomas F. Crossley & Guglielmo Weber, 2002.
"Asking Consumption Questions in General Purpose Surveys,"
Social and Economic Dimensions of an Aging Population Research Papers
77, McMaster University.
- Martin Browning & Thomas F. Crossley & Guglielmo Weber, 2003. "Asking consumption questions in general purpose surveys," Economic Journal, Royal Economic Society, vol. 113(491), pages 540-567, November.
- Martin Browning & Thomas F. Crossley & Gugliemo Weber, 2002. "Asking Consumption Questions in General Purpose Surveys," CAM Working Papers 2002-05, University of Copenhagen. Department of Economics. Centre for Applied Microeconometrics.
- Korinek, Anton & Mistiaen, Johan A. & Ravallion, Martin, 2005. "Survey nonresponse and the distribution of income," Policy Research Working Paper Series 3543, The World Bank.
- Albarran, P., 2000. "Income Uncertainty and Precautionary Saving: Evidence from Household Rotating Panel Data," Papers 0008, Centro de Estudios Monetarios Y Financieros-.
- Karen E. Dynan, 1993. "How prudent are consumers?," Working Paper Series / Economic Activity Section 135, Board of Governors of the Federal Reserve System (U.S.).
- Olympia Bover, 2005. "Wealth effects on consumption: microeconometric estimates from the Spanish survey of household finances," Working Papers 0522, Banco de España;Working Papers Homepage.
- Cameron,A. Colin & Trivedi,Pravin K., 2005. "Microeconometrics," Cambridge Books, Cambridge University Press, number 9780521848053, December.
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