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Posted on 2026/10/31

Egocentric Video Reviewer - Pakistan

CNTXT AI

Karachi, Pakistan

Full-time

Position: Egocentric Video Quality Reviewer

Department: Data Services / AI Data Operations

Work Type: Remote

Employment Type: Full-time / Project-based

Key Responsibilities

  • Review first-person (egocentric) videos against project-specific quality guidelines.

  • Evaluate video quality, including camera positioning, visibility, lighting, stability, and recording continuity.

  • Assess whether recordings capture meaningful activities with clear actions and sufficient hand visibility.

  • Identify issues such as excessive idle time, repetitive activities, obstructed views, poor lighting, and unclear task purpose.

  • Accept or reject submissions based on predefined criteria and document accurate rejection reasons.

  • Apply review guidelines consistently to minimize subjective decisions.

  • Meet daily productivity and accuracy targets without compromising review quality.

  • Escalate ambiguous cases, technical issues, or unclear guidelines to team leads.

  • Participate in calibration sessions, training, and quality feedback reviews.

  • Maintain confidentiality and comply with data privacy and security requirements.

Requirements

  • Strong attention to detail and ability to identify visual quality issues.

  • Good English comprehension and ability to follow detailed written instructions.

  • Comfortable reviewing large volumes of video content.

  • Ability to make quick, accurate, and consistent decisions.

  • Strong time management skills and ability to meet daily targets.

  • Reliable internet connection and a computer capable of smooth video playback.

  • Willingness to receive feedback and adapt to evolving guidelines.

  • Ability to work independently in a remote environment.

Preferred Qualifications

  • Previous experience in video annotation, content moderation, quality assurance, or data labeling.

  • Familiarity with AI training datasets, egocentric recordings, or robotics applications.

  • Experience using annotation or video review platforms.

  • Understanding of first-person camera perspectives and common video quality issues.

Performance Expectations

Reviewers will be evaluated based on:

  • Review accuracy: Alignment with established quality standards and expert reviewer decisions.
  • Productivity: Number of videos reviewed within expected working hours.
  • Decision consistency: Accurate and consistent application of acceptance and rejection criteria.
  • Feedback quality: Clear and correct rejection reasons.
  • Reliability: Consistent attendance, engagement, and adherence to assigned schedules.

Specific productivity and accuracy targets will be communicated during onboarding and calibration.

What We're Looking For

Someone who is detail-oriented, reliable, quick to learn, and comfortable making consistent quality decisions at scale.

Previous annotation experience is a plus, but strong judgment, commitment, and the ability to follow guidelines accurately are equally important.