Skip to main content

Learn

Guides and data stories

Our doctor data guides explain the U.S. health care workforce with real numbers. They cover how to choose a specialty and a residency, how physician pay and RVUs work, which drugs Medicare patients fill, how drug companies pay doctors, and where people struggle to find care.

Doctor data guides by topic

  • Medical students and residents: choosing a specialty, residency programs, interviews, fellowship length and your first job.
  • Physician pay and RVUs: what RVUs are, work RVUs by specialty, and how to negotiate an RVU contract.
  • Drugs and pharma: the most prescribed and fastest-growing drugs, company payments and pill identification.
  • Access to care: doctor shortage areas, disability and specialists, and psychiatrist shortages.

How we write our guides

Every guide starts with public data. For example, the RVU guides use Medicare claims and the CMS fee schedule. Then each article links to the maps and pages behind its numbers, so you can check them yourself. In addition, each guide names its sources at the end.

Our guides are general information, not medical, legal or financial advice. Therefore, check important details with your program, employer or clinician. Most of our data comes from CMS (opens in a new tab) and the Census Bureau. Read our methodology to see how we build each number.

Questions about our doctor data guides

Who writes the doctor data guides? The contact.doctor editorial team writes them from public government data. We do not accept payment from companies, hospitals or doctors for coverage.

How often are the guides updated? We update the numbers when the federal data behind them is updated, usually once a year. In addition, each guide shows the data year in its sources.

Can I suggest a topic? Yes, please use our contact page. For example, you can suggest a specialty, a drug or a state you would like us to cover.

Data Stories

All data stories

Our data stories turn public government records into maps and plain-language analysis of the U.S. health-care workforce. Each one answers a question people search for: where the doctor shortages are, which counties have no psychiatrist, how many doctors are near…

Drugs & Pharma

All drugs & pharma

What do Medicare patients fill most, which drugs are growing fastest, who prescribes them, and how much do drug and device companies pay clinicians? These articles use CMS Medicare Part D prescribing data, CMS Open Payments and FDA records to…

Physician Pay & RVUs

All physician pay & rvus

Relative value units (RVUs) drive how most U.S. physicians are paid. These articles explain work RVUs, practice-expense and malpractice RVUs, the Medicare conversion factor and geographic adjustments, and show real Medicare work RVU data for every specialty and state, calculated…

Our guides explain how the U.S. health-care system works and how to use public data yourself. Learn what an NPI number is and how to look one up, how to check a doctor’s medical license and board certification, the difference…

Residency & Fellowship

All residency & fellowship

Residency and fellowship decisions shape a physician’s whole career. These guides help medical students, residents and fellows make them with real data instead of rumor: how long training takes in each specialty, which hospitals train the most residents and fellows,…

Access to Care

All access to care

Access to health care in the United States depends heavily on where you live. These articles map the gaps: federal Health Professional Shortage Areas for primary care, dental and mental health care, counties with no psychiatrist or no physician at…

Medical Students

All medical students

Choosing a medical school and a specialty are two of the biggest decisions in a medical career. These articles give premeds and medical students the numbers behind those choices: how many physicians practice in each specialty and how fast it…

About one email a month. Unsubscribe any time.