QA Auditor (Sampling Quality Gates Release Readiness) - Dallas TX(Onsite)
JD: QA Auditor - Surgical Video Annotation (Sampling Quality Gates Release Readiness)
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.
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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).
Escalate systematic issues to Adjudication/Clinical Review (definition gaps ambiguous classes recurring edge cases).
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Deliverables (what you produce weekly)
QA audit reports (sample size findings severity distribution root-cause categories)
Gate status release checklist sign-off recommendations
Rework queue and closure verification
Trend insights and corrective action plan (top 3 issues fixes)
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Requirements
3 7 years in data QA / annotation QA / operations quality; experience auditing labeled datasets (video preferred).
Strong command of sampling-based QA: stratified sampling acceptance thresholds and audit scoring.
High attention to detail; comfortable reading and enforcing detailed SOPs/guidelines.
Strong documentation skills; can write clear defect descriptions and rework instructions.
Comfortable with dashboards/spreadsheets; basic metric literacy (defect density rework throughput).
QA Auditor (Sampling Quality Gates Release Readiness) - Dallas TX(Onsite) JD: QA Auditor - Surgical Video Annotation (Sampling Quality Gates Release Readiness) Location: DallasTX Type: Full-time Reports to: Quality Lead / Program Lead Role goal: Protect dataset quality at scale by running samplin...
QA Auditor (Sampling Quality Gates Release Readiness) - Dallas TX(Onsite)
JD: QA Auditor - Surgical Video Annotation (Sampling Quality Gates Release Readiness)
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).
Escalate systematic issues to Adjudication/Clinical Review (definition gaps ambiguous classes recurring edge cases).
---
Deliverables (what you produce weekly)
QA audit reports (sample size findings severity distribution root-cause categories)
Gate status release checklist sign-off recommendations
Rework queue and closure verification
Trend insights and corrective action plan (top 3 issues fixes)
---
Requirements
3 7 years in data QA / annotation QA / operations quality; experience auditing labeled datasets (video preferred).
Strong command of sampling-based QA: stratified sampling acceptance thresholds and audit scoring.
High attention to detail; comfortable reading and enforcing detailed SOPs/guidelines.
Strong documentation skills; can write clear defect descriptions and rework instructions.
Comfortable with dashboards/spreadsheets; basic metric literacy (defect density rework throughput).
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