Improving data quality with dynamic forms
Author(s)
Chen, Kuang; Chen, Harr; Conway, Neil; Dolan, Heather; Hellerstein, Joseph M.; Parikh, Tapan S.; ... Show more Show less
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Show full item recordAbstract
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.
Date issued
2010-03Department
Massachusetts Institute of Technology. Computer Science and Artificial Intelligence Laboratory; Massachusetts Institute of Technology. Department of Electrical Engineering and Computer ScienceJournal
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
Other identifiers
INSPEC Accession Number: 11171434
ISBN
978-1-4244-4662-9