Improving data quality with dynamic forms
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 f...
| Main Authors: | , , , , , |
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| Other Authors: | |
| Format: | Article |
| Language: | en_US |
| Published: |
Institute of Electrical and Electronics Engineers
2010
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| Online Access: | http://hdl.handle.net/1721.1/58948 |
| _version_ | 1811071224045895680 |
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| author | Chen, Kuang Chen, Harr Conway, Neil Dolan, Heather Hellerstein, Joseph M. Parikh, Tapan S. |
| author2 | Massachusetts Institute of Technology. Computer Science and Artificial Intelligence Laboratory |
| author_facet | Massachusetts Institute of Technology. Computer Science and Artificial Intelligence Laboratory Chen, Kuang Chen, Harr Conway, Neil Dolan, Heather Hellerstein, Joseph M. Parikh, Tapan S. |
| author_sort | Chen, Kuang |
| collection | MIT |
| description | 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. |
| first_indexed | 2024-09-23T08:47:52Z |
| format | Article |
| id | mit-1721.1/58948 |
| institution | Massachusetts Institute of Technology |
| language | en_US |
| last_indexed | 2024-09-23T08:47:52Z |
| publishDate | 2010 |
| publisher | Institute of Electrical and Electronics Engineers |
| record_format | dspace |
| spelling | mit-1721.1/589482022-09-23T14:36:12Z Improving data quality with dynamic forms Chen, Kuang Chen, Harr Conway, Neil Dolan, Heather Hellerstein, Joseph M. Parikh, Tapan S. Massachusetts Institute of Technology. Computer Science and Artificial Intelligence Laboratory Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science Chen, Harr Chen, Harr 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. 2010-10-07T17:34:06Z 2010-10-07T17:34:06Z 2010-03 2010-04 Article http://purl.org/eprint/type/JournalArticle 978-1-4244-4662-9 INSPEC Accession Number: 11171434 http://hdl.handle.net/1721.1/58948 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 en_US http://dx.doi.org/10.1109/ICTD.2009.5426738 Proceedings of the International Conference on Information and Communication Technologies and Development (ICTD), 2009 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. application/pdf Institute of Electrical and Electronics Engineers IEEE |
| spellingShingle | Chen, Kuang Chen, Harr Conway, Neil Dolan, Heather Hellerstein, Joseph M. Parikh, Tapan S. Improving data quality with dynamic forms |
| title | Improving data quality with dynamic forms |
| title_full | Improving data quality with dynamic forms |
| title_fullStr | Improving data quality with dynamic forms |
| title_full_unstemmed | Improving data quality with dynamic forms |
| title_short | Improving data quality with dynamic forms |
| title_sort | improving data quality with dynamic forms |
| url | http://hdl.handle.net/1721.1/58948 |
| work_keys_str_mv | AT chenkuang improvingdataqualitywithdynamicforms AT chenharr improvingdataqualitywithdynamicforms AT conwayneil improvingdataqualitywithdynamicforms AT dolanheather improvingdataqualitywithdynamicforms AT hellersteinjosephm improvingdataqualitywithdynamicforms AT parikhtapans improvingdataqualitywithdynamicforms |