NLP Engineer CMS Documentation and Intelligent Automation
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AI Summary
Design and implement NLP and LLM-driven pipelines to extract regulatory logic and rules from complex CMS documentation. Develop and productionize automated workflows using Python and enterprise tools like UiPath and Power Automate.
Role: NLP Engineer CMS Documentation and Intelligent Automation
Duration: 7 months USA
Remote Work
Job description:
We are seeking an NLP Engineer with strong automation expertise to design and implement intelligent solutions that read, interpret, and operationalize CMS manuals and regulatory guidance.
The role focuses on leveraging NLP and LLMs to extract rules, conditions, exceptions, and compliance logic from complex structured and unstructured CMS documentation, and automating downstream workflows using Python and enterprise automation platforms.
Key Responsibilities:
Duration: 7 months USA
Remote Work
Job description:
We are seeking an NLP Engineer with strong automation expertise to design and implement intelligent solutions that read, interpret, and operationalize CMS manuals and regulatory guidance.
The role focuses on leveraging NLP and LLMs to extract rules, conditions, exceptions, and compliance logic from complex structured and unstructured CMS documentation, and automating downstream workflows using Python and enterprise automation platforms.
Key Responsibilities:
- Design and build NLP/LLM-driven pipelines to read and interpret CMS manuals, policies, and regulatory guidance.
- Extract rules, conditions, exceptions, and eligibility logic from unstructured and semi-structured CMS documents (PDFs, HTML, Word, policy manuals).
- Implement Document Intelligence / Intelligent Document Processing (IDP) solutions for large-scale CMS content ingestion.
- Convert extracted regulatory logic into machine-readable rules and automated workflows.
- Develop and productionize automation using Python and workflow orchestration tools such as UiPath and Power Automate.
- Collaborate with clinical, compliance, actuarial, and engineering stakeholders to validate rule interpretations and ensure accuracy.
- Ensure outputs are traceable, auditable, and aligned with CMS compliance standards.
Required skills:
- Strong experience with NLP and LLM frameworks (e.g., spaCy, Hugging Face, Azure OpenAI/OpenAI).
- Proven hands-on expertise in Python for text processing, rule extraction, and workflow automation.
- Experience with Document Intelligence / IDP platforms and techniques.
- Practical experience with UiPath, Power Automate, or similar enterprise automation tools.
- Demonstrated ability to process and interpret complex regulatory and policy documents.
- Experience building production-grade AI solutions in regulated industries.
- Requires US residency of 3 years and subject to CMS background Checks
Desired skills:
- Prior experience working with CMS manuals, healthcare regulations, or payer/provider policy documentation.
- Healthcare domain experience (Medicare, Medicaid, RADV, HCC, payment integrity, utilization management).
- Familiarity with agentic AI, rule engines, or decision orchestration frameworks.
- Cloud experience (AWS preferred).
This is a remote position.
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