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Remote data access and the risk of disclosure from linear regression

  • Autores: Philipp Bleninger, Jörg Drechsler, Gerd Ronning
  • Localización: Sort: Statistics and Operations Research Transactions, ISSN 1696-2281, Vol. 35, Nº. Extra 1, 2011, págs. 7-24
  • Idioma: inglés
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  • Resumen
    • In the endeavor of finding ways for easy data access for external researchers remote data access seems to be an attractive alternative to the current standard of data perturbation or restricted access only at designated data archives or research data centers. However, even if the microdata are not available directly, disclosure of sensitive information is still possible. We illustrate that an ill-intentioned user could use some commonly available background information to reveal sensitive information using simple linear regression. We demonstrate the real risks from this approach with an empirical evaluation based on a German establishment survey, the IAB Establishment Panel.

  • Referencias bibliográficas
    • Drechsler, J. (2010). Multiple imputation in practice – a case study using a complex German establishment survey.Advances in Statistical Analysis...
    • Fischer, G., Janik, F., M̈uller, D. and Schmucker, A. (2008). The IAB Establishment Panel – from sample to survey to projection. Technical...
    • Gomatam, S., Karr, A. F., Reiter, J. P. and Sanil, A. P. (2005). Data dissemination and disclosure limitation in a world without microdata:...
    • Hoaglin, D. and Welsh, R. (1978). The hat matrix in regression and anova.The American Statistician, 32, 17–22.
    • Kölling, A. (2000). The IAB-Establishment Panel.Journal of Applied Social Science Studies, 120, 291– 300.
    • Ronning, G., Bleninger, P., Drechsler, J. and Gürke, C. (2010). Remote Access Eine Welt ohne Mikrodaten? (in German).IAW Discussion Papers,...

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