3.4 KiB
Market evidence report — data-quality-specialist
Source: 28 real job ads (JSearch API, countries: us 28), extracted into the MSSQL evidence store; as of 2026-07-11. This report contains extracted, aggregated facts only — no ad text is reproduced (copyright / platform terms).
Seniority distribution
| Seniority | Ads | Share |
|---|---|---|
| mid | 23 | 82 % |
| lead | 2 | 7 % |
| junior | 1 | 4 % |
| n/a | 1 | 4 % |
| senior | 1 | 4 % |
Tools — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | Microsoft Excel | 8 | 29 % |
| 2 | SQL | 4 | 14 % |
| 3 | electronic health record (EHR) | 3 | 11 % |
| 4 | Microsoft Office | 3 | 11 % |
Hard skills — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | data analysis | 15 | 54 % |
| 2 | data entry | 4 | 14 % |
| 3 | data management | 4 | 14 % |
| 4 | report generation | 4 | 14 % |
| 5 | chart correction | 3 | 11 % |
| 6 | compliance | 3 | 11 % |
| 7 | data integrity | 3 | 11 % |
| 8 | him activities | 3 | 11 % |
| 9 | issue resolution | 3 | 11 % |
| 10 | problem solving | 3 | 11 % |
| 11 | quality assurance | 3 | 11 % |
| 12 | root cause analysis | 3 | 11 % |
Methods — full market ranking
| # | Item | Ads | Share |
|---|
Responsibilities — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | data integrity assurance | 4 | 14 % |
| 2 | issue investigation | 3 | 11 % |
| 3 | report distribution monitoring | 3 | 11 % |
Regional breakdown
Corpus note: 28 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
US (us)
Insufficient evidence — 28 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
UK (gb)
Insufficient evidence — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
EU/DACH (de, at, ch, nl)
Insufficient evidence — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
Job title variants in the market
| Title | Ads |
|---|---|
| Data Integrity Specialist | 3 |
| Data Quality Specialist | 2 |
| Accounts Data Integrity Specialist | 1 |
| Claims Data Quality Specialist | 1 |
| Clinical Data Quality Analyst | 1 |
| Clinical Data Specialist (NCQA/ DQM) | 1 |
| Data Compliance and Monitoring Specialist | 1 |
| Data Integrity & Insights Specialist | 1 |
| Data Integrity Specialist - Hybrid | 1 |
| Data Integrity Specialist Supply Chain Analytics | 1 |
| Data Quality Analyst | 1 |
| Data Quality Assurance Analyst Perm | 1 |
| Data Quality Operations Analyst-Philadelphia, PA. | 1 |
| EMR Data Integrity Specialist | 1 |
| Healthcare Data Specialist | 1 |
| HR Data Integrity Specialist (Hybrid) | 1 |
| Lead Data Management Specialist | 1 |
| Lead, Data Quality/Integrity - Clinical Abstraction Operations | 1 |
| LIMS Data Associate: Data Quality & Workflow Specialist | 1 |
| P/T Data Quality Specialist | 1 |
| Senior Data Integrity Specialist | 1 |
| Senior QA Specialist, QC & Data Integrity (GxP) | 1 |
| Specialist, Systems and Data Integrity | 1 |
| SQL Data Integrity Specialist | 1 |
| VP, Data Quality Issue Management Manager | 1 |
Methodology: entities extracted per ad ({hard_skills, tools, methods, responsibilities, seniority}), normalized, counted as DISTINCT ads per entity; report threshold ≥ 3 ads. Headline sections in skills.md/tools.md use the stricter ≥ 20 % threshold.