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Fix double counts of clinicians while keeping source lineage

You’re the data engineer. Your team is in the room. Printed Oct 14, 2026.

Provider records can make access look broader than booking reality.

Care navigation needs a complete view of available clinicians, while booking requires each real option to be counted only once.

Who you’d be doing this for

“My HR lead asked why the access report looked healthy when employees kept saying they couldn't book anyone.”

Carsten Bergstrom · Benefits Manager

Reviews behavioral-health access reporting for an employer-sponsored benefit program.

What is at stake

Duplicate provider records make available care look larger than it is and send members toward appointments they cannot book. You must weigh fast reporting continuity against identity rules that make every count defensible.

Why it isn’t already fixed

Every obvious fix costs something else. That’s the part you’d have to decide.

  • fast member guidance vs durable source-of-truth data
  • complete provider coverage vs reliable identity resolution
  • reporting continuity vs corrected metric definitions
  • warehouse efficiency vs thorough reconciliation

Why Spring Health

Spring Practice connects members to care through provider matching and scheduling, so unreliable availability data reaches the member at the moment access is decided.

Written with these in mind

data quality builderanalytics platform engineerhealthcare data modeler

Not your kind of problem? 18 more at Spring Health, or browse every organization.

This is the setup. The work is inside.

Running it puts you in the room: the full situation and its constraints, stakeholders who push back in their own words, and the decisions that are yours to make. What you produce becomes a Day One Plan — work you can show someone instead of describing.