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An econometric method of correcting for unit nonresponse bias in surveys

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Author Info
Korinek, Anton
Mistiaen, Johan A.
Ravallion, Martin

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Abstract

Past approaches to correcting for unit nonresponse in sample surveys by re-weighting the data assume that the problem is ignorable within arbitrary subgroups of the population. Theory and evidence suggest that this assumption is unlikely to hold, and that household characteristics such as income systematically affect survey compliance. The authors show that this leaves a bias in the re-weighted data and they propose a method of correcting for this bias. The geographic structure of nonresponse rates allows them to identify a micro compliancefunction, which they then use to re-weight the unit-record data. An example is given for the U.S. Current Population Surveys, 1998-2004. The authors find, and correct for, a strong household income effect on response probabilities.

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Paper provided by The World Bank in its series Policy Research Working Paper Series with number 3711.

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Date of creation: 01 Sep 2005
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Handle: RePEc:wbk:wbrwps:3711

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Keywords: Statistical&Mathematical Sciences; Economic Theory&Research; Scientific Research&Science Parks; Science Education; Environmental Economics&Policies;

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  1. Hansen, Lars Peter, 1982. "Large Sample Properties of Generalized Method of Moments Estimators," Econometrica, Econometric Society, vol. 50(4), pages 1029-54, July. [Downloadable!] (restricted)
  2. Lillard, Lee & Smith, James P & Welch, Finis, 1986. "What Do We Really Know about Wages? The Importance of Nonreporting and Census Imputation," Journal of Political Economy, University of Chicago Press, vol. 94(3), pages 489-506, June. [Downloadable!] (restricted)
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  3. Korinek, Anton & Mistiaen, Johan A. & Ravallion, Martin, 2005. "Survey nonresponse and the distribution of income," Policy Research Working Paper Series 3543, The World Bank. [Downloadable!]
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  4. Philipson, Tomas, 1997. "Data Markets and the Production of Surveys," Review of Economic Studies, Blackwell Publishing, vol. 64(1), pages 47-72, January. [Downloadable!] (restricted)
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  1. Cristina Barceló, 2008. "The impact of alternative imputation methods on the measurement of income and wealth: Evidence from the Spanish survey of household finances," Banco de España Working Papers 0829, Banco de España. [Downloadable!]
  2. Anton Korinek & Johan Mistiaen & Martin Ravallion, 2006. "Survey nonresponse and the distribution of income," Journal of Economic Inequality, Springer, vol. 4(1), pages 33-55, April. [Downloadable!] (restricted)
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