Headway
Data EngineerStrategicAug 6, 2026

Model usable clinician capacity for first appointments

Network size and practical access often tell different stories.

Teams can value a simple supply count while patients experience the uncertainty behind it.

I can see plenty of names, but I just need one person who can actually take me.

Dusabe Mutua · Insured therapy patient

She is searching for a clinician and is affected when apparently available providers cannot realistically start care.

What pulls against what

  • nominal network size vs. usable capacity
  • shared metric simplicity vs. use-case fidelity
  • predictive inference vs. provider-fact accuracy
  • fast benchmark adoption vs. contextual evidence

What is at stake

Provider counts can overstate practical access when they do not reflect real ability to start care. A well-calibrated signal can make that uncertainty explicit

Why Headway

At Headway, a clearer view of usable capacity may help distinguish nominal coverage from practical access.

Written for

Data product thinkerInference-minded platform engineerAccess analytics builder

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.