Data Quality and Data Cleaning: An Overview
Summary: Data quality and cleaning overview; poor data distorts findings and disrupts operations, with 80–90% of a data project spent ensuring reliability. Multidisciplinary approach—management science, statistics, database research, and metadata management—proposes updated metrics, a case study, and directions for future DB research. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 321 | Record Linkage: Similarity Measures and Algorithms | 2006 | SIGMOD | 0.00027524716 |
| 1,629 | Data Cleaning: Overview and Emerging Challenges | 2016 | SIGMOD | 0.00011073148 |
| 2,071 | DBLife: A Community Information Management Platform for the Database Research Community | 2007 | CIDR | 9.6311384e-05 |
| 9,436 | Approximate Joins: Concepts and Techniques | 2005 | VLDB | 4.3399748e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 0 of 0 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,397 | Automatic Data Repair: Are We Ready to Deploy? | 2024 | VLDB | 7.1386386e-05 |
| 6,526 | Data Collection and Quality Challenges for Deep Learning | 2020 | VLDB | 5.0219175e-05 |
| 8,322 | The Need for Data Quality | 1993 | VLDB | 4.5392079e-05 |
| 12,633 | Systematic Development of Data Mining-Based Data Quality Tools | 2003 | VLDB | 4.1905499e-05 |
| 733 | Discovering Data Quality Rules | 2008 | VLDB | 0.00017428132 |
| 621 | Improving Data Quality: Consistency and Accuracy | 2007 | VLDB | 0.00018978331 |
| 5,671 | Descriptive and Prescriptive Data Cleaning | 2014 | SIGMOD | 5.3797808e-05 |
| 1,403 | Detecting Data Errors: Where are we and what needs to be done? | 2016 | VLDB | 0.00012180046 |
| 1,629 | Data Cleaning: Overview and Emerging Challenges | 2016 | SIGMOD | 0.00011073148 |
| 7,013 | Qualitative Data Cleaning | 2016 | VLDB | 4.8576683e-05 |