Adjusting Imperfect Data: Overview and Case Studies
Research users of large administrative have to adjust their data for quirks, problems, and issues that are inevitable when working with these kinds of datasets. Not all solutions to these problems are identical, and how they differ may affect how the data is to be interpreted. Some elements of the data, such as the unit of observation, remain fundamentally different, and it is important to keep that in mind when comparing data across countries. In this paper (written for Lazear and Shaw, 2007), we focus on the differences in the underlying data for a selection of country datasets. We describe two data elements that remain fundamentally different across countries -- the sampling or data collection methodology, and the basic unit of analysis (establishment or firm) -- and the extent to which they differ. We then proceed to document some of the problems that affect longitudinally linked administrative data in general, and we describe some of the solutions analysts and statistical agencies have implemented, and explore, through a select set of case studies, how each adjustment or absence thereof might affect the data.
|Date of creation:||Mar 2007|
|Publication status:||published as Lazear, Edward P. and Kathryn L. Shaw (eds.) The Structure of Wages: An International Comparison, National Bureau of Economic Research Conference Report. Chicago and London: University of Chicago Press, 2009.|
|Contact details of provider:|| Postal: National Bureau of Economic Research, 1050 Massachusetts Avenue Cambridge, MA 02138, U.S.A.|
Web page: http://www.nber.org
More information through EDIRC
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.:
- Jacobson, Louis S & LaLonde, Robert J & Sullivan, Daniel G, 1993.
"Earnings Losses of Displaced Workers,"
American Economic Review,
American Economic Association, vol. 83(4), pages 685-709, September.
- Louis S. Jacobson & Robert J. LaLonde & Daniel Sullivan, 1992. "Earnings Losses of Displaced Workers," Upjohn Working Papers and Journal Articles 92-11, W.E. Upjohn Institute for Employment Research.
- Louis S. Jacobson & Robert J. LaLonde & Daniel G. Sullivan, 1992. "Earnings losses of displaced workers," Working Paper Series, Macroeconomic Issues 92-28, Federal Reserve Bank of Chicago.
- Anderson, Patricia M. & Meyer, Bruce D., 2000. "The effects of the unemployment insurance payroll tax on wages, employment, claims and denials," Journal of Public Economics, Elsevier, vol. 78(1-2), pages 81-106, October.
- John M. Abowd & Patrick Corbel & Francis Kramarz, 1999. "The Entry And Exit Of Workers And The Growth Of Employment: An Analysis Of French Establishments," The Review of Economics and Statistics, MIT Press, vol. 81(2), pages 170-187, May.
- John M. Abowd & Patrick Corbel & Francis Kramarz, 1996. "The Entry and Exit of Workers and the Growth of Employment: An Analysis of French Establishments," NBER Working Papers 5551, National Bureau of Economic Research, Inc.
- Abowd, John M & Corbel, Patrick & Kramarz, Francis, 1997. "The Entry and Exit of Workers and the Growth of Employment: An Analysis of French Establishments," CEPR Discussion Papers 1765, C.E.P.R. Discussion Papers.
- Gary Benedetto & John Haltiwanger & Julia Lane & Kevin McKinney, 2003. "Using Worker Flows in the Analysis of the Firm," Longitudinal Employer-Household Dynamics Technical Papers 2003-09, Center for Economic Studies, U.S. Census Bureau, revised May 2004.
- Abowd, John M & Zellner, Arnold, 1985. "Estimating Gross Labor-Force Flows," Journal of Business & Economic Statistics, American Statistical Association, vol. 3(3), pages 254-283, June.
- Roberto Leombruni & Roberto Quaranta, 2002. "The Unemployment Route to Versatility," LABORatorio R. Revelli Working Papers Series 16, LABORatorio R. Revelli, Centre for Employment Studies.
- Abowd, John M. & Kramarz, Francis, 1999. "The analysis of labor markets using matched employer-employee data," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 40, pages 2629-2710 Elsevier.
- Bruno Contini & Claudia Villosio, 2003. "Worker Mobility, Job Displacement and Wage Dynamics: Italy 1985-91," LABORatorio R. Revelli Working Papers Series 24, LABORatorio R. Revelli, Centre for Employment Studies.
- Parent, Daniel, 2000. "Industry-Specific Capital and the Wage Profile: Evidence from the National Longitudinal Survey of Youth and the Panel Study of Income Dynamics," Journal of Labor Economics, University of Chicago Press, vol. 18(2), pages 306-323, April. Full references (including those not matched with items on IDEAS)