A review of data quality research in achieving high data quality within organization
The aim of this review is to highlight issues in data quality research and to discuss potential research opportunity to achieve high data quality within an organization. The review adopted systematic literature review method based on research articles published in journals and conference procee...
| Main Authors: | , , , , |
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| Format: | Article |
| Language: | English |
| Published: |
Asian Research Publication Network
2017
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| Online Access: | http://psasir.upm.edu.my/id/eprint/60708/1/A%20review%20of%20data%20quality%20research%20in%20achieving%20high%20data%20quality%20within%20organization.pdf |
| _version_ | 1796977352677261312 |
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| author | Mohd Jaya, Mohd Izham Sidi, Fatimah Ishak, Iskandar Affendey, Lilly Suriani A. Jabar, Marzanah |
| author_facet | Mohd Jaya, Mohd Izham Sidi, Fatimah Ishak, Iskandar Affendey, Lilly Suriani A. Jabar, Marzanah |
| author_sort | Mohd Jaya, Mohd Izham |
| collection | UPM |
| description | The aim of this review is to highlight issues in data quality research and to discuss potential research opportunity to achieve high data quality within an
organization. The review adopted systematic literature
review method based on research articles published in journals and conference proceedings. We developed a review strategy based on specific themes such as current research area in data quality, critical dimensions in data quality, data quality management model and methodologies and data quality assessment methods. Based on the review strategy, we select relevant research articles, extract and synthesis the information to answer our research questions. The review highlights the advancement of data quality research to resemble its real world application and discuss the available gap for future research. Research area such as
organizations management, data quality impact towards the organization and database related technical solutions for data quality dominated the early years of data quality research. However, since the Internet is now taking place as the new information source, the emerging of new research areas such as data quality assessment for web and big data is inevitable. This review also identifies and discusses critical data quality dimensions in organization such as data completeness, consistency, accuracy and timeliness. We also compare and highlight gaps in data quality management model and methodologies. Existing model and
methodologies capabilities are restricted to the structured data type and limit its ability to assess data quality
in web and big data. Finally, we uncover available methods in data quality assessment and highlight its limitation for future research. This review is important to highlight and analyse limitation of existing data quality research related to the recent needs in data quality such as unstructured data type and big data. |
| first_indexed | 2024-03-06T09:38:48Z |
| format | Article |
| id | upm.eprints-60708 |
| institution | Universiti Putra Malaysia |
| language | English |
| last_indexed | 2024-03-06T09:38:48Z |
| publishDate | 2017 |
| publisher | Asian Research Publication Network |
| record_format | dspace |
| spelling | upm.eprints-607082018-05-17T04:40:51Z http://psasir.upm.edu.my/id/eprint/60708/ A review of data quality research in achieving high data quality within organization Mohd Jaya, Mohd Izham Sidi, Fatimah Ishak, Iskandar Affendey, Lilly Suriani A. Jabar, Marzanah The aim of this review is to highlight issues in data quality research and to discuss potential research opportunity to achieve high data quality within an organization. The review adopted systematic literature review method based on research articles published in journals and conference proceedings. We developed a review strategy based on specific themes such as current research area in data quality, critical dimensions in data quality, data quality management model and methodologies and data quality assessment methods. Based on the review strategy, we select relevant research articles, extract and synthesis the information to answer our research questions. The review highlights the advancement of data quality research to resemble its real world application and discuss the available gap for future research. Research area such as organizations management, data quality impact towards the organization and database related technical solutions for data quality dominated the early years of data quality research. However, since the Internet is now taking place as the new information source, the emerging of new research areas such as data quality assessment for web and big data is inevitable. This review also identifies and discusses critical data quality dimensions in organization such as data completeness, consistency, accuracy and timeliness. We also compare and highlight gaps in data quality management model and methodologies. Existing model and methodologies capabilities are restricted to the structured data type and limit its ability to assess data quality in web and big data. Finally, we uncover available methods in data quality assessment and highlight its limitation for future research. This review is important to highlight and analyse limitation of existing data quality research related to the recent needs in data quality such as unstructured data type and big data. Asian Research Publication Network 2017-06 Article PeerReviewed text en http://psasir.upm.edu.my/id/eprint/60708/1/A%20review%20of%20data%20quality%20research%20in%20achieving%20high%20data%20quality%20within%20organization.pdf Mohd Jaya, Mohd Izham and Sidi, Fatimah and Ishak, Iskandar and Affendey, Lilly Suriani and A. Jabar, Marzanah (2017) A review of data quality research in achieving high data quality within organization. Journal of Theoretical and Applied Information Technology, 95 (12). 2647 - 2657. ISSN 1992-8645; ESSN: 1817-3195 http://www.jatit.org |
| spellingShingle | Mohd Jaya, Mohd Izham Sidi, Fatimah Ishak, Iskandar Affendey, Lilly Suriani A. Jabar, Marzanah A review of data quality research in achieving high data quality within organization |
| title | A review of data quality research in achieving high data quality within organization |
| title_full | A review of data quality research in achieving high data quality within organization |
| title_fullStr | A review of data quality research in achieving high data quality within organization |
| title_full_unstemmed | A review of data quality research in achieving high data quality within organization |
| title_short | A review of data quality research in achieving high data quality within organization |
| title_sort | review of data quality research in achieving high data quality within organization |
| url | http://psasir.upm.edu.my/id/eprint/60708/1/A%20review%20of%20data%20quality%20research%20in%20achieving%20high%20data%20quality%20within%20organization.pdf |
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