Data Labs

What seven million providers look like when you stand back.

Experiments, maps and oddities built from the federal provider registry. Every one shows its working and links to the query behind it.

Workforce · featured

The nurse practitioner takeover

Psychiatric nurse practitioners now outnumber psychiatrists. It took about eight years.

47% NP
Access

America's psychiatrist deserts

Per head of population, the best covered state has several times the psychiatric workforce of the worst.

5× gap
Oddities

The most crowded addresses in American medicine

Single street addresses where hundreds of clinicians are registered.

34,731 at one address
Workforce

The decline of the solo practice

Sole-proprietor registration by the year a provider joined the registry.

29.9% → 31.3%
Oddities

Surname atlas

The most common surnames in American medicine, and how they differ by specialty.

Smith, 48,620
Workforce

The clinicians licensed in the most states

Telehealth needs a licence in every state a patient sits in. Some people collect them.

15 states
Workforce

Physicians on H-1B visas

Where sponsorship happens, what it pays, and why the rural figure is an undercount.

NY leads with 9.85% of filings
Compensation

Medical salaries

What physicians earn by specialty, state and metro, with a grade on every figure.

2025: Cardiology leads at $499k
Training

Which schools produce which specialties

Follow a million clinicians back to where they trained.

8,195 from WAYNE STATE UNIVERSITY SCHOOL OF MEDICINE
Access

Who actually offers telehealth

The gap between states is wider than the gap between specialties.

21% nationally
Workforce

The retirement cliff

Specialties where a large share of the workforce qualified before 1995.

40.1% pre-1995