Patient Financial Clearance AI Evaluator

About OpenTrain

OpenTrain is the #1 platform for finding and building careers in AI training and data labeling. OpenTrain AI is recruiting and contracting for this expert evaluator role, connecting qualified professionals with work that helps improve how artificial intelligence is built and used.

Creating an OpenTrain account is free, and candidates can build a profile and apply in minutes.

• Remote contract opportunity for candidates located in the United States
• Part-time schedule of 20+ hours per week
• Compensation: $135 USD per hour

About AI Training Work

AI training is the human side of building artificial intelligence. Experts review model-generated content, rate its quality, identify errors, and provide structured feedback so AI systems can produce more accurate and appropriate results.

In healthcare revenue cycle workflows, your review can help assess whether AI-generated financial counseling recommendations, eligibility outputs, and patient communications are accurate, compliant, and useful.

• Evaluate and rate AI-generated text and recommendations
• Apply professional judgment to specialized healthcare scenarios
• Help improve emerging AI tools through detailed human feedback
• Work remotely with flexible part-time participation

The Role

OpenTrain AI is seeking a Patient Financial Clearance AI Evaluator to review AI-generated financial counseling recommendations, eligibility screening outputs, and patient communication drafts. The work focuses on patient financial counseling, charity care screening, financial assistance applications, self-pay resolution, Medicaid eligibility screening, and structured feedback for AI training datasets in healthcare revenue cycle workflows.

This is an expert-level opportunity for a professional with at least five years of experience in patient financial counseling, financial clearance, or self-pay revenue cycle management, including at least two years in a leadership role.

• Role type: Contractor and part-time
• Experience level: Expert
• Data type: Text
• Primary language: English
• Location: United States
• Time requirement: 20+ hours per week

What You'll Do

You will assess AI outputs against the practical, documentation, compliance, and patient advocacy considerations that shape financial clearance and revenue cycle workflows. Your feedback will support the quality of healthcare revenue cycle tools.

• Review AI outputs used for patient financial counseling and financial clearance workflows.
• Evaluate eligibility screening results and financial assistance recommendations.
• Assess patient-facing financial communication drafts for accuracy and appropriateness.
• Screen for Medicaid eligibility, charity care qualification, and financial assistance program enrollment.
• Support workflow quality in pre-service financial screening and point-of-service collections.
• Provide structured feedback to improve healthcare revenue cycle tools.
• Review documentation, compliance requirements, and patient financial advocacy scenarios.

Requirements

Applicants should bring substantial hands-on experience in patient financial counseling, financial clearance, or self-pay revenue cycle management. Strong written and verbal English communication skills are required, along with careful attention to detail when evaluating financial documentation and AI-generated content.

• 5+ years of experience in patient financial counseling, financial clearance, or self-pay revenue cycle management
• At least 2 years of experience in a leadership role
• Deep knowledge of charity care, financial assistance eligibility, Medicaid screening, and self-pay collections
• Familiarity with 501(r) requirements and hospital financial assistance policy compliance
• Strong written and verbal English communication skills
• High attention to detail when reviewing financial documentation and AI-generated content

Helpful Background

The following experience can strengthen your application, particularly when it involves direct responsibility for patient financial education, eligibility workflows, or revenue cycle operations.

• Certified Revenue Cycle Representative (CRCR) certification or similar revenue cycle certification
• Experience with presumptive eligibility screening tools
• Experience facilitating Medicaid enrollment
• Background in a hospital, health system, or federally qualified health center
• Familiarity with AI tools and patient financial education materials

How to Apply Through OpenTrain

If you have the required patient financial counseling or healthcare revenue cycle expertise, create a free OpenTrain account, build your professional profile, and apply in minutes. Highlight your leadership experience, knowledge of charity care and Medicaid screening, 501(r) familiarity, and experience reviewing financial documentation or AI-generated content.

• Confirm that you are located in the United States
• Showcase your relevant revenue cycle and financial counseling experience
• Include leadership, certification, and healthcare setting experience where applicable
• Apply for this $135-per-hour contract opportunity through OpenTrain