Computer Vision Engineer
Role Overview
ReActive Health is developing a digital platform for workplace musculoskeletal health, including assessments, personalised programmes, clinician approval, exercise tracking, and AI coaching.
The engineer will develop and evaluate video-based movement analysis alongside the Founder and Clinical Lead.
This is a new capability under development; clinical validation is required before making injury-risk claims.
Key Skills for This Role
Full Job Posting
Role overview
ReActive Health is developing a digital platform for workplace musculoskeletal health, including assessments, personalised programmes, clinician approval, exercise tracking, and AI coaching.
The engineer will develop and evaluate video-based movement analysis alongside the Founder and Clinical Lead.
This is a new capability under development; clinical validation is required before making injury-risk claims.
Key responsibilities
- Build pose-estimation and movement-analysis pipelines for smartphone video.
- Extract joint angles, movement patterns, and exercise-performance measures.
- Evaluate accuracy across camera positions, lighting, clothing, and body types.
- Handle occlusion, low-quality recordings, and uncertain predictions.
- Work with clinical experts to define annotations, reference measurements, and validation criteria.
- Integrate tested models into backend and mobile workflows.
- Implement privacy-conscious video processing and clear confidence thresholds.
Requirements
- Hands-on experience with computer vision, human pose estimation, or motion analysis.
- Strong Python skills and experience with PyTorch or TensorFlow.
- Familiarity with OpenCV and pose-estimation tools such as MediaPipe, MoveNet, or comparable frameworks.
- Experience preparing datasets, evaluating models, and deploying inference pipelines.
- Ability to explain model limitations and distinguish movement measurement from clinical risk prediction.
- Biomechanics, rehabilitation, or mobile-inference experience is advantageous.
Compensation
- Compensation is equity-based until funding is secured, with no salary before funding.
- Equity, vesting, milestones, and time commitment will be agreed in writing.
- Future paid compensation depends on funding and a separate agreement.
Location and working arrangements
- Location and working arrangements will be discussed during interviews.
Application
- Applicants are asked to provide a CV and links to relevant projects, repositories, or demonstrations.
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