A Framework for Investigating Micro Data Quality, with Application to South African Labour Market Household Surveys

 

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dc.creator Daniels, Reza Che
dc.date 2013-08-01T12:56:55Z
dc.date 2013-08-01T12:56:55Z
dc.date 2012-12
dc.date.accessioned 2015-05-28T10:06:20Z
dc.date.available 2015-05-28T10:06:20Z
dc.date.issued 2015-05-28
dc.identifier http://hdl.handle.net/11090/606
dc.identifier.uri http://hdl.handle.net/11090/606
dc.description In this paper the Total Survey Error (TSE) paradigm is combined with detailed data quality indicators to develop a framework for investigating micro data quality. The TSE framework is widely used in the survey methodology literature to identify different components of error that arise in the survey process. Consequently, it provides a very useful typology for researchers to understand which data quality issues are relevant in applied work based on these surveys. In order to demonstrate how the framework sheds light on micro data quality, two labour market household surveys conducted by Statistics South Africa are reviewed, spanning a time-frame from 1995-2007. It is argued that efforts to improve data quality should involve a virtuous interaction between producers and consumers of micro data and should be considered an evolving process. For producers of data, the preparation and publication of detailed data quality frameworks is recommended, and two examples of these frameworks are reviewed. For consumers of data, judicious analyses of the univariate, bivariate and multivariate relationships in public-use versions of the datasets can help shed light on different components of survey error, and should be communicated back to survey organisations. Ultimately, improving data quality is about being more explicit about the limitations of data production at each stage of the process, which does not stop at initial public release. This is a joint SALDRU and DataFirst working paper.
dc.language en
dc.publisher Southern Africa Labour and Development Research Unit
dc.subject Micro data
dc.subject Labour market surveys
dc.subject Survey data
dc.subject Household surveys
dc.subject South African data
dc.title A Framework for Investigating Micro Data Quality, with Application to South African Labour Market Household Surveys
dc.type Working Paper
uct.type.publication Research en_ZA
uct.type.resource Working Paper en_ZA
dc.publisher.institution University of Cape Town
dc.publisher.faculty Faculty of Commerce en_ZA
dc.publisher.department SALDRU en_ZA
dc.identifier.ris TY - Working Paper DA - 2015-05-28 DB - OpenUCT DP - University of Cape Town KW - Micro data KW - Labour market surveys KW - Survey data KW - Household surveys KW - South African data LK - https://open.uct.ac.za PB - University of Cape Town PY - 2015 T1 - A Framework for Investigating Micro Data Quality, with Application to South African Labour Market Household Surveys TI - A Framework for Investigating Micro Data Quality, with Application to South African Labour Market Household Surveys UR - http://hdl.handle.net/11090/606 ER - en_ZA


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