All work

Case study

Healthcare Claims & Validation Systems

X12 claims processing and validation infrastructure for clinical laboratory operations at national scale.

Summary

Clinical laboratories move claims and results through decades-old EDI formats, where a malformed transaction means a rejected claim and delayed payment. For Labcorp, I built backend services around X12/EDI transaction processing and validation.

The problem

Healthcare claims travel as X12 EDI transactions. At laboratory scale, malformed or non-compliant transactions become rejected claims, manual rework, and delayed revenue — validation has to happen systematically, before submission, not in a clearinghouse rejection report afterwards.

What I did

  • Built processing services for X12/EDI healthcare transactions.

  • Developed validation services that check transactions against format and payer rules before submission.

  • Worked on the backend infrastructure supporting these pipelines.

Client name cleared for public use; employer described generically pending clearance. No internal system details are disclosed.

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© 2026 Douglas Rojas

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