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How to Adjust for Nonignorable Nonresponse: Calibration, Heckit or FIML?

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Author Info
Johansson, Fredrik () (Department of Economics)
Abstract

When a survey response mechanism depends on the variable of interest measured within the same survey and observed for only part of the sample, the situation is one of nonignorable nonresponse. Ignoring the nonresponse is likely to generate significant bias in the estimates. To solve this, one option is the joint modelling of the response mechanism and the variable of interest. Another option is to calibrate each observation with weights constructed from auxiliary data. In an application where earnings equations are estimated these approaches are compared to reference estimates based on large a Swedish register based data set without nonresponse.

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File URL: http://www.nek.uu.se/pdf/wp2007_22.pdf
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Publisher Info
Paper provided by Uppsala University, Department of Economics in its series Working Paper Series with number 2007:22.

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Length: 25 pages
Date of creation: 22 Aug 2007
Date of revision:
Handle: RePEc:hhs:uunewp:2007_022

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Postal: Department of Economics, Uppsala University, P. O. Box 513, SE-751 20 Uppsala, Sweden
Phone: + 46 18 471 25 00
Fax: + 46 18 471 14 78
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Web page: http://www.nek.uu.se/
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Related research
Keywords: Earning equations; Nonignorable response mechanism; Calibration; Selection; Full-information maximum likelihood;

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Find related papers by JEL classification:
C15 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: General - - - Statistical Simulation Methods
C24 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Truncated and Censored Models
C34 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Truncated and Censored Models
C42 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Survey Methods
J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials

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References listed on IDEAS
Please 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.:
  1. Edin, Per-Anders & Fredriksson, Peter, 2000. "LINDA - Longitudinal INdividual DAta for Sweden," Working Paper Series 2000:19, Uppsala University, Department of Economics. [Downloadable!]
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  2. Johansson, Fredrik & Klevmarken, Anders, 2006. "Explaining the size and nature of response in a survey on health status and economic standard," Working Paper Series 2006:2, Uppsala University, Department of Economics. [Downloadable!]
  3. Heckman, James J, 1979. "Sample Selection Bias as a Specification Error," Econometrica, Econometric Society, vol. 47(1), pages 153-61, January. [Downloadable!] (restricted)
  4. Mitali Das & Whitney K. Newey & Francis Vella, 2003. "Nonparametric Estimation of Sample Selection Models," Review of Economic Studies, Blackwell Publishing, vol. 70(1), pages 33-58, January.
  5. Daniel S. Hamermesh & Stephen G. Donald, 2004. "The Effect of College Curriculum on Earnings: Accounting for Non-Ignorable Non-Response Bias," NBER Working Papers 10809, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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This page was last updated on 2009-12-2.


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