Safety Vision Validator

Harbor Expert Network Safety Vision Validator $80–$120/hrpay Required Skills Safety monitoringPPE detectionRisk assessmentVision QA About Harbor Harbor connects domain experts to the development of frontier AI models. Real-world expertise is turned into training data, evaluations, and feedback loops that improve how models perform. AI labs and enterprises use Harbor to train models and build reliable agents through advanced evaluations and field capture programs. Experts contribute directly to how AI systems learn, reason, and perform across robotics, computer vision, wearable AI, industrial inspection, healthcare, and agentic systems. Harbor identifies and vets top talent through an AI recruiter, enabling high-quality contributions at scale.

Job Description
Job title: Safety Vision Validator

Job type
Contractor

Location:
Hybrid Job summary: Validate safety-critical vision labels for PPE, zone intrusion, and hazard detection models. Precision matters — misses and false alarms have real operational impact.

Key responsibilities
• Review safety-related bounding boxes, events, and severity tags for accuracy.
• Judge edge cases: partial PPE, occluded workers, glare, and night-shift footage.
• Document false positive vs false negative tradeoffs per customer policy.
• Verify escalation metadata for near-miss and prohibited-zone events.
• Support red-team style hard-negative curation for safety classifiers. Required Skills And Qualifications
• EHS, site safety, or industrial security camera program experience.
• Ability to interpret safety policies into consistent visual QA decisions.
• Calm, methodical review style under high-stakes label criteria.
• Strong documentation habits for audit trails. Preferred Qualifications
• Experience with construction, logistics yard, or refinery monitoring deployments.
• Background training frontline staff on vision-assisted safety tools. Apply now Continue with your Harbor expert account. After vetting you may be matched to this and similar roles. Next → After completing the interview process, you'll be added to our talent pool and considered for this and other roles that match your skills. Have questions? See FAQs