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Data Quality Assessment & Validation
A skill group in Data, AI & Analytics › Data Governance, Quality & Stewardship: 40 skills, 27 of them carrying a SynapseScope Skill Rating, named in 112,497 open US roles at the latest reading.
| Skill | Organisation rating | Open roles | Median salary |
|---|
| Data Quality | Not rated | 53,280 | $122,500 |
| Data Accuracy | Not rated | 32,737 | $72,500 |
| Data Validation | Maintain | 12,387 | $107,500 |
| Data Quality Assurance | Maintain | 2,812 | $87,500 |
| REDCap Research Electronic Data Capture | Maintain | 2,000 | $67,500 |
| Data Verification | Not rated | 1,801 | $62,500 |
| Data Quality Management | Not rated | 1,719 | $137,500 |
| Data Evaluation | Not rated | 1,632 | $102,500 |
| Data Auditing | Invest | 780 | $77,500 |
| Error Analysis | Maintain | 583 | $202,500 |
| Data Integrity Checks | Invest | 451 | $92,500 |
| Information Integrity | Not rated | 310 | $107,500 |
| Address Validation | Maintain | 309 | $42,500 |
| Information Verification | Maintain | 300 | $42,500 |
| Data Quality Assessment | Not rated | 271 | $117,500 |
| Great Expectations | Invest | 253 | $162,500 |
| Measurement Error | Not rated | 195 | $77,500 |
| Vector Embedding Quality Assurance | Invest | 157 | $122,500 |
| dbt Tests | Invest | 154 | $172,500 |
| Shift-Left Data Quality Engineering | Invest | 88 | $162,500 |
| Ataccama | Maintain | 84 | $157,500 |
| Source Evaluation | Invest | 70 | — |
| Data Calibration | Maintain | 54 | $87,500 |
| Data Quality Cost Quantification | Invest | 40 | $292,500 |
| Dataset Bias Auditing | Invest | 13 | — |
| Error Estimation | Maintain | 10 | $107,500 |
| Lorenz eValidator | Maintain | 2 | — |
| Scientific Software International TESTFACT | Monitor | 2 | — |
| Informatica Data Explorer | Maintain | 1 | — |
| Multi-Sensor Quality Fusion | Invest | 1 | — |
| Response Bias | Invest | 1 | — |
| Data Consistency Analysis | Invest | — | — |
| Distributed Data Quality Management | Not rated | — | — |
| Empirical Error Detection | Not rated | — | — |
| Flat File Checker | Maintain | — | — |
| KIKA Veracity | Monitor | — | — |
| Predictive Knowledge Refinement | Not rated | — | — |
| Process-Based Data Testing | Not rated | — | — |
| SpartaTrac | Not rated | — | — |
| Time-of-Event Algorithms | Invest | — | — |
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