First-time day at Headway

Separate downcoded claims before tomorrow’s payment review

Published Oct 22, 2026

You’re the data engineer. Your team is in the room.

The setting

is a marketplace and software platform that connects patients, health insurers and independent providers of mental health care across the United States. is the software therapists and psychiatric prescribers use to accept insurance and run their practice.

The daily payment view hides the distinction that payer-response work depends on.

Finance needs a stable payment trend while Insurance Systems needs the remittance reason preserved.

Who you’d be doing this for

“I saw the payment drop, but the claim screen just makes it look like another adjustment.”

Alvar Berg · Independent Clinical Social Worker · a character in this brief

Runs a solo outpatient practice and uses payment information to reconcile weekly reimbursement.

What is at stake

Downcoded claims are being grouped with ordinary payer adjustments in the daily payment dataset. You must weigh a fast warehouse correction against preserving every existing consumer of the payment view.

Why it isn’t already fixed

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

  • fast payment visibility vs stable downstream models
  • payer detail vs reusable semantic categories
  • daily reporting continuity vs remittance-level traceability

Why Headway

Claims and remittance data determine whether independent clinicians can understand why a session was paid differently.

Written with these in mind

data reliability builderwarehouse platform engineerhealthcare data modeler

Not your kind of problem? 104 more at Headway, or browse every organization.

Where the organization context comes fromThe postings this brief was written from, and the reporting read before it.

The organization context comes from public information. The situation and characters are written for the brief.

Job postings it was written from

Public descriptions of the work at Headway. They are listed as sources, not as openings. The lines under a posting are its own words, where it meets this brief.

  • Staff Data Scientist · no longer posted
    • A provider might join Headway for credentialing, stay for reliable payments and tools that make the day easier, find new clients or bring over existing ones, or grow into a group practice.
    • The Provider group owns that relationship and the trust it depends on, because we believe a clinician who feels supported can better help their patients.
  • Staff Data Infrastructure Engineer · no longer posted
    • The Data Platform team is a group of Data Engineers and Data Infrastructure Engineers who build and own our Snowflake data warehouse, data ingestion tooling, AWS infrastructure, CI/CD, and data developer experience.
  • Senior Data Engineer (opens in a new tab)
    • We partner closely with stakeholders across the company - including Finance, Insurance Systems, Analytics, Product, and Data Science - to ensure that Headway's data platform is scalable, reliable, and secure.
  • Senior Staff Data Scientist - Bayesian Experimentation & Causal Inference · no longer posted
    • Create a clear, shared framework that maps findings to levels of confidence (for example 1–10), where lower levels reflect correlation and early directional evidence, mid levels reflect increasingly credible causal inference, and the highest levels reflect stable, repeatable, decision-grade truths.
  • Senior Data Infrastructure Engineer · no longer posted
    • We’ve built technology that helps people find great therapists with the first software-enabled national network of providers accepting insurance.
    • Headway is building a new mental healthcare system that everyone can access by making it easy for therapists to accept insurance and scale their practice.

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.

Other live briefs connected to this one, and what connects them.

Similar problems at other organizations

Like this one, each of these is about money moving incorrectly, late, or twice.

The same setting, from another role

Each is set around Headway’s Headway for Providers, written for a different role. They’re separate briefs, not the same scenario.

Other problems with a similar purpose

In each of these, as in this one, the aim is to engineer data foundations precise enough that the evidence they produce stays credible long after the system changes.