• Review AI-generated video outputs for sharpness, clarity, detail retention, and overall visual fidelity. • Identify compression artifacts, aliasing, noise patterns, ringing, temporal inconsistencies, and other quality defects. • Conduct frame-by-frame analysis to assess image integrity and consistency. • Help establish quality benchmarks and review criteria for video enhancement and super-resolution models. • Identify the visual characteristics that most strongly influence perceived quality and realism. • Curate examples of both high-quality and challenging visual content for model evaluation. • Assist in developing standardized reference sets for testing and comparison. • Translate complex visual observations into clear, actionable feedback and evaluation documentation. • Contribute to annotation frameworks, reviewer guidelines, and quality assessment rubrics. • Work alongside AI researchers, engineers, and creative professionals to improve model evaluation methodologies.

- Manage daily review of assigned pending sales receipt submissions - Maintain high quality while balancing speed of review - Protect against fraudulent activity - Ensure short wait times of <24hrs for end users - Prevent backlogs of pending submissions/rewards - Daily communication to the client's Slack Channels to clarify discrepancies and uncover new insights

• Write & review Environmental Site Assessment (ESA) assignments. • Provide solid recommendations and solutions to Managing Directors and clients while understanding the assessment’s potential impact on the transaction process. • Oversee quality control throughout the project’s life cycle. • Manage field technician during site visits and occasionally lead fieldwork activities as necessary. • Complete research (historical, regulatory, etc.). • Communicate with client and subject site representatives. • Conduct appropriate site reconnaissance. • Data compilation and organization. • Prepare quality supporting documentation (site figures, appendices, etc.). • Other tasks as assigned by the Managing Director, associated with the report deliverable schedule and plan.

• Evaluate medical records • Prepare concise clinical summaries • Provide independent medical opinions in response to specific client questions • Assess medical necessity, causation, work-relatedness, impairment, disability status, return-to-work recommendations, and appropriateness of treatment • Conduct evidence-based clinical assessments • Prepare clear, comprehensive written reports • Participate in peer-to-peer discussions when necessary • Answer client-specific questions regarding occupational injuries, illnesses, and workplace health concerns • Apply current clinical guidelines and standards of care to all reviews