Table 3.
Data quality tools and methods evaluated
| Tool Type | Tool | |
|---|---|---|
| Native CDM DQ Processes | PCORnet | Data Check Scripts (v8.0)78 |
| ACT | “Smoke” tests79 | |
| TriNetX | Focused Curation Process | |
| Adeptia Platform Processes | Process automation support80 | |
| Data & Map validation functions81 | ||
| OHDSI Collaborative Tools | Data Quality Dashboard | Data quality tests of OMOP databases77 |
| Atlas | Design/execute analytics on OMOP databases82 | |
| Achilles | Data characterization of OMOP databases83 | |
| White Rabbit | ETL preparation and support84 | |
| Custom Scripts | SQL, R | |
ACT: Accrual to Clinical Trials; CDM: common data model; DQ: data quality; ETL: extract-transform-load; OHDSI: Observational Health Data Sciences and Informatics; OMOP: Observational Medical Outcomes Partnership; PCORnet: National Patient-Centered Clinical Research Network.