Strategies to facilitate access to detailed geocoding information based on synthetic data
Duration: 1 hour 5 mins
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Description: |
Drechsler, J (Institut für Arbeitsmarkt-und Berufsforschung)
Thursday 1st December 2016 - 15:30 to 16:30 |
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Created: | 2016-12-19 16:07 |
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Collection: | Data Linkage and Anonymisation |
Publisher: | Isaac Newton Institute |
Copyright: | Drechsler, J |
Language: | eng (English) |
Distribution: | World (downloadable) |
Explicit content: | No |
Aspect Ratio: | 16:9 |
Screencast: | No |
Bumper: | UCS Default |
Trailer: | UCS Default |
Abstract: | In this seminar we investigate if generating synthetic data can be a viable strategy to provide access to detailed geocoding information for external researchers without compromising the confidentiality of the units included in the database. This research was motivated by a recent project at the Institute for Employment Research (IAB) that linked exact geocodes to the Integrated Employment Biographies, a large administrative database containing several million records. Based on these data we evaluate the performance of several synthesizers in terms of addressing the trade-off between preserving analytical validity and limiting the risk of disclosure. We propose strategies for making the synthesizers scalable for such large files, introduce analytical validity measures for the generated data and provide general recommendations for statistical agencies considering the synthetic data approach for disseminating detailed geographical information. |
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