Data quality: A statistical perspective
Publication
, Journal Article
Karr, AF; Sanil, AP; Banks, DL
Published in: Statistical Methodology
April 1, 2006
We present the old-but-new problem of data quality from a statistical perspective, in part with the goal of attracting more statisticians, especially academics, to become engaged in research on a rich set of exciting challenges. The data quality landscape is described, and its research foundations in computer science, total quality management and statistics are reviewed. Two case studies based on an EDA approach to data quality are used to motivate a set of research challenges for statistics that span theory, methodology and software tools. © 2005 Elsevier B.V. All rights reserved.
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Published In
Statistical Methodology
DOI
ISSN
1572-3127
Publication Date
April 1, 2006
Volume
3
Issue
2
Start / End Page
137 / 173
Related Subject Headings
- Statistics & Probability
- 4905 Statistics
- 0104 Statistics
Citation
APA
Chicago
ICMJE
MLA
NLM
Karr, A. F., Sanil, A. P., & Banks, D. L. (2006). Data quality: A statistical perspective. Statistical Methodology, 3(2), 137–173. https://doi.org/10.1016/j.stamet.2005.08.005
Karr, A. F., A. P. Sanil, and D. L. Banks. “Data quality: A statistical perspective.” Statistical Methodology 3, no. 2 (April 1, 2006): 137–73. https://doi.org/10.1016/j.stamet.2005.08.005.
Karr AF, Sanil AP, Banks DL. Data quality: A statistical perspective. Statistical Methodology. 2006 Apr 1;3(2):137–73.
Karr, A. F., et al. “Data quality: A statistical perspective.” Statistical Methodology, vol. 3, no. 2, Apr. 2006, pp. 137–73. Scopus, doi:10.1016/j.stamet.2005.08.005.
Karr AF, Sanil AP, Banks DL. Data quality: A statistical perspective. Statistical Methodology. 2006 Apr 1;3(2):137–173.
Published In
Statistical Methodology
DOI
ISSN
1572-3127
Publication Date
April 1, 2006
Volume
3
Issue
2
Start / End Page
137 / 173
Related Subject Headings
- Statistics & Probability
- 4905 Statistics
- 0104 Statistics