Revenue Cycle AI Reviewer

About OpenTrain

OpenTrain is the #1 platform for building careers in AI training and data labeling. We connect experienced contributors with focused projects that train and refine real-world AI systems.

Working with OpenTrain means contributing directly to how state-of-the-art AI behaves while growing a durable freelance career. Our projects are remote, flexible, and span the full range of annotation, evaluation, and human-feedback work.

About This Role

We are hiring a Revenue Cycle AI Reviewer to evaluate AI tools and AI-generated revenue cycle analyses for healthcare organizations. You will review end-to-end revenue cycle strategy, operational improvement plans, payer reimbursement logic, KPI definitions, and provide structured strategic feedback used to train AI systems.

This is a remote contract role for experienced revenue cycle leaders. You will annotate outputs with evaluation ratings and RLHF-style feedback, judge feasibility and accuracy, and collaborate with clinical, finance, compliance, and IT perspectives when needed.

• Pay: $162 USD per hour
• Time: 20+ hours per week (contract, part-time)
• Location: United States (remote)
• Languages: English (executive-level written and verbal)
• Label types: Evaluation rating and RLHF-style structured feedback

What You'll Do

Your work centers on reviewing AI-generated recommendations and scoring them for accuracy, feasibility, and alignment to enterprise financial goals. Tasks are text-focused and require executive-level judgment across the revenue cycle.

• Review AI-generated revenue cycle performance analyses and strategic recommendations
• Evaluate operational improvement plans for patient access, coding, billing, denials, and collections
• Assess tools and recommendations that target revenue leakage, payer reimbursement, and workflow automation
• Annotate AI outputs with structured strategic feedback that becomes training data
• Apply executive judgment to revenue cycle KPIs, managed care strategy, and financial performance reporting
• Collaborate with clinical, finance, compliance, and IT perspectives when evaluating recommendations

Requirements

You must be an experienced revenue cycle leader with the ability to evaluate complex operational recommendations and provide clear, actionable feedback. The role requires deep domain knowledge and comfort working independently in a remote contracting arrangement.

• Senior revenue cycle leadership experience across patient access, coding, billing, denials, and collections
• Deep knowledge of front-end, mid-cycle, and back-end revenue cycle operations
• Experience with managed care contracting, payer relations, and reimbursement optimization
• Financial acumen including P&L, budget oversight, and performance reporting
• Familiarity with RCM technology platforms, large-scale EHR implementations, and AI-generated strategy content
• Executive-level written and verbal English communication skills
• Ability to work independently and meet 20+ hours/week as a remote contractor

How It Works

Assignments are text-based evaluations and RLHF-style annotations. You will read AI outputs, score or rate them, and add structured comments that train models to produce better revenue cycle advice. Work is delivered through OpenTrain's project interface and follows clear labeling guidelines.

Expect a short onboarding and calibration phase where your annotations are reviewed for consistency. After calibration you can accept tasks aligned with your availability and expertise.

• Apply through your OpenTrain account and complete onboarding and calibration tasks
• Receive clear guidelines and examples for evaluation and RLHF annotations
• Work asynchronously and pick tasks that match your schedule
• Paid hourly as a contractor at the stated rate

Who Should Apply

This role suits senior revenue cycle executives, former hospital finance leaders, RCM consultants, and managed care specialists who want to shape AI systems that advise healthcare finance teams.

If you have deep operational experience, strong financial reporting skills, and enjoy translating strategic judgment into structured feedback for models, this role will let you contribute high-impact expertise on a flexible schedule.

• Senior leaders and consultants in healthcare revenue cycle operations
• Professionals with managed care, payer contracting, or reimbursement optimization experience
• Candidates comfortable with text-based review work and providing structured, executive-level feedback