R1 is the leading provider of technology-driven solutions that transform the patient experience and financial performance of hospitals, health systems, and medical groups. We are the one company that combines the deep expertise of a global workforce of revenue cycle professionals with the industry’s most advanced technology platform, encompassing sophisticated analytics, AI, intelligent automation, and workflow orchestration.
The Clinical Data Operations Analyst III is a core technical contributor on the PhareOS Implementation team, responsible for validating and troubleshooting the clinical data that powers PhareOS across HL7, FHIR, and standardized Databricks/dbt pipelines. This role lives at the intersection of raw source data, transformation logic, and downstream product readiness: running SQL-based validation, tracing HL7-to-FHIR transformations end to end, and partnering with engineering, product, clinical, and vendor teams to keep client data accurate, complete, and production-ready. It's hands-on, detective-style work at the center of one of the fastest-growing platforms in healthcare AI, with direct visibility into how clean clinical data translates into measurable outcomes for some of the largest health systems in the country. This position must communicate clearly with both technical and non-technical stakeholders and thrives on solving problems others haven't found yet.
Essential Responsibilities
- Serve as a front-line data detective for PhareOS: execute SQL-based validation of HL7, FHIR, and batch healthcare data across every layer of the pipeline, from raw source through standardized tables.
- Hunt down and resolve data quality issues — missing records, null propagation, duplicate records, incorrect mappings, and inconsistent relationships — before they ever reach a client or a downstream product.
- Trace the full journey of clinical data: review raw source messages, HL7-to-FHIR Bundle transformations, and standardized tables to pinpoint source availability gaps and transformation accuracy issues.
- Partner directly with engineering to support and refine dbt models and mapping logic that power PhareOS’s clinical data layer.
- Validate HL7 and FHIR message processing across critical clinical fields — event codes, patient class, discharge disposition, payer, diagnosis, procedure, and DRG — ensuring the data driving PhareOS is clinically sound.
- Build Databricks SQL queries and notebooks to power validation, field-level research, production triage, and go-live readiness for new and existing clients.
- Document validation results, mapping assumptions, known limitations, and recommended remediation paths that both technical and non-technical stakeholders can act on.
- Be the connective tissue between engineering, product, clinical, and vendor teams — showing up with clear data evidence and reproducible examples instead of vague symptoms.
- Monitor and investigate client-specific data discrepancies in production, and validate fixes to confirm the issue is truly resolved.
- Support successful client clinical data implementations from data acquisition through go-live, with particular focus on strategic and/or complex clients and tight timelines.
- Communicate technical and healthcare revenue cycle concepts clearly across audiences — from engineers and clinicians to client IT/data contacts — adapting the message without losing the substance.
Skills
- Strong SQL skills required — comfortable writing complex validation queries across large, multi-layered healthcare datasets.
- Hands-on experience with Databricks SQL and notebooks is essential. Experience with dbt, Spark SQL, Python, Git, and modern data lake/warehouse platforms (Databricks, Snowflake, or similar) is strongly preferred.
- Experience with healthcare clinical and revenue cycle data, including HL7 v2/v3 messaging and FHIR resources/Bundles.
Other Qualifications
- 10+ years of experience querying, validating, and analyzing data in SQL, with comfort writing complex, multi-table validation queries.
- 10+ years of experience working on data pipeline, integration, or implementation projects; healthcare data experience a strong plus.
- Experience collaborating cross-functionally with engineering, product, clinical, and/or vendor teams, translating technical findings into clear, actionable evidence.
- 3+ years of hands-on experience with healthcare clinical data formats and standards, including HL7 v2/v3 messaging, FHIR resources/Bundles, and the transformation logic that connects them.
- Strong problem-solving and analytical skills — the instinct to keep digging until you find the actual root cause, not just the symptom.


For this US-based position, the base pay range is $65,000.00 - $145,934.00 per year . Individual pay is determined by role, level, location, job-related skills, experience, and relevant education or training.
This job is eligible to participate in our annual bonus plan at a target of 10.00%
The healthcare system is always evolving — and it’s up to us to use our shared expertise to find new solutions that can keep up. On our growing team you’ll find the opportunity to constantly learn, collaborate across groups and explore new paths for your career.
Our associates are given the chance to contribute, think boldly and create meaningful work that makes a difference in the communities we serve around the world. We go beyond expectations in everything we do. Not only does that drive customer success and improve patient care, but that same enthusiasm is applied to giving back to the community and taking care of our team — including offering a competitive benefits package.
R1 RCM Inc. (“the Company”) is dedicated to the fundamentals of equal employment opportunity. The Company’s employment practices , including those regarding recruitment, hiring, assignment, promotion, compensation, benefits, training, discipline, and termination shall not be based on any person’s age, color, national origin, citizenship status, physical or mental disability, medical condition, race, religion, creed, gender, sex, sexual orientation, gender identity and/or expression, genetic information, marital status, status with regard to public assistance, veteran status or any other characteristic protected by federal, state or local law. Furthermore, the Company is dedicated to providing a workplace free from harassment based on any of the foregoing protected categories.
If you have a disability and require a reasonable accommodation to complete any part of the job application process, please contact us at 312-496-7709 for assistance.
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