Location: DallasTX Type: Full-time Reports to: Quality Lead / Program Lead Role goal: Protect dataset quality at scale by running sampling-based audits enforcing quality gates and ensuring every dataset release is audit-ready and meets acceptance thresholds.
---
Responsibilities
Execute sampling plans (stratified by label type difficulty site/surgeon/device model confidence) for ongoing QA and release audits.
Audit annotations against guidelines ontology; score defects using standardized rubrics (severity type root cause).
Run and validate quality gates prior to release:
o completeness/coverage checks
o schema/constraint checks (illegal combinations temporal consistency boundary rules)
o defect density and rework thresholds
Generate rework tickets with precise instructions; track closure and verify fixes.
Partner with Annotation Lead to drive calibration actions (training refreshers guideline clarifications examples library).
Maintain QA dashboards: defect rate rework % gate pass rate audit cycle time top error patterns by annotator/team/label type.
Support release readiness: ensure required artifacts are complete for the Evidence Pack (QA results sampling logs sign-offs).
Location: DallasTX Type: Full-time Reports to: Quality Lead / Program Lead Role goal: Protect dataset quality at scale by running sampling-based audits enforcing quality gates and ensuring every dataset release is audit-ready and meets acceptance thresholds.
---
Responsibilities
Execute sampling plans (stratified by label type difficulty site/surgeon/device model confidence) for ongoing QA and release audits.
Audit annotations against guidelines ontology; score defects using standardized rubrics (severity type root cause).
Run and validate quality gates prior to release:
o completeness/coverage checks
o schema/constraint checks (illegal combinations temporal consistency boundary rules)
o defect density and rework thresholds
Generate rework tickets with precise instructions; track closure and verify fixes.
Partner with Annotation Lead to drive calibration actions (training refreshers guideline clarifications examples library).
Maintain QA dashboards: defect rate rework % gate pass rate audit cycle time top error patterns by annotator/team/label type.
Support release readiness: ensure required artifacts are complete for the Evidence Pack (QA results sampling logs sign-offs).