Improving data quality with dynamic forms
Name
Chen-2009-Improving data quality with dynamic forms.pdf
Size
319.77 KB
Format
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Author(s)
Chen, Kuang
Chen, Harr
Conway, Neil
Dolan, Heather
Hellerstein, Joseph M.
Parikh, Tapan S.
Date Issued
March 2010
Journal
Proceedings of the International Conference on Information and Communication Technologies and Development (ICTD), 2009
Publisher
Institute of Electrical and Electronics Engineers
Citation
Kuang Chen et al. “Improving data quality with dynamic forms.” Information and Communication Technologies and Development (ICTD), 2009 International Conference on. 2009. 487. © Copyright 2010 IEEE
Version
Final published version
Abstract
Organizations in developing regions want to efficiently collect digital data, but standard data gathering practices from the developed world are often inappropriate. Traditional techniques for form design and data quality are expensive and labour-intensive. We propose a new data-driven approach to form design, execution (filling) and quality assurance. We demonstrate USHER, an end-to-end system that automatically generates data entry forms that enforce and maintain data quality constraints during execution. The system features a probabilistic engine that drives form-user interactions to encourage correct answers.
MIT Department
Massachusetts Institute of Technology. Computer Science and Artificial Intelligence Laboratory
Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science
Terms of Use
Article is made available in accordance with the publisher's policy and may be subject to US copyright law. Please refer to the publisher's site for terms of use.
Persistent DSpace Link
DOI of Published Version
https://doi.org/10.1109/ICTD.2009.5426738
