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March 25, 2025·5 min read·PrepRounds Team

Residency Match Statistics by Specialty: What You Need to Know

NRMP match data tells you what kind of applicant gets in — but only if you know how to read it. Here's how to interpret match statistics and what they mean for your application.

Why Match Statistics Matter

The NRMP publishes detailed match data every year, covering every specialty: how many positions were offered, how many applicants competed, what Step scores successful applicants had, and how match rates varied by applicant type.

This data is valuable — but only if you know how to interpret it. Raw numbers without context can mislead as easily as they can inform. A specialty with a high average Step 2 score isn't necessarily harder to match into if you're a competitive applicant from a strong program. And a specialty that looks accessible on paper can be brutal for certain applicant subgroups.

Here's how to read the data correctly.

The Most Competitive Specialties

Plastic Surgery, Neurosurgery, Orthopedic Surgery, and Dermatology consistently rank as the most competitive specialties in the match. They have high Step score averages (often 250+), low overall position counts relative to applicants, and high research publication requirements.

What makes these specialties particularly competitive isn't just high scores — it's the combination of high scores, research output, strong letters of recommendation from recognized names in the field, and a limited number of programs that control a large fraction of the training slots.

For these specialties, an average application is not competitive. The floor for a realistic shot at a strong program is typically 240+ on Step 2 CK and meaningful research output (2+ peer-reviewed publications). Away rotations and sub-internships at your target programs matter more than in almost any other specialty.

Emergency Medicine has become considerably more competitive over the past five years. The specialty saw a surge in applicant interest, while position growth was more modest. Step 2 averages for matched applicants now cluster in the 250s at many programs.

Moderately Competitive Specialties

Internal Medicine, Pediatrics, and Family Medicine offer the largest number of positions each year and have more accessible averages for competitive applicants. Internal Medicine alone fills several thousand positions annually.

That said, "moderately competitive" doesn't mean easy. A competitive IM applicant at a top academic program still needs strong scores, clinical evaluations, and research if they want categorical positions at academic medical centers. Competitive ranges here typically mean 240–255 on Step 2 for academic programs, lower for community programs.

Psychiatry has a wide range of programs and competitiveness. Academic psychiatry programs at major research institutions are increasingly selective. Community programs remain accessible for applicants with board scores in the 220s and solid evaluations.

Less Competitive Specialties

Family Medicine, Physical Medicine & Rehabilitation, and Pathology historically have had lower Step score averages among matched applicants and more positions available relative to competitive applicants.

This doesn't mean these specialties are a fallback for weak applications. They're less competitive in the aggregate — but a specific subset of programs within any specialty can be highly selective. A top academic family medicine program in a desirable location may have competitive pressure similar to a moderately competitive specialty.

How to Read Step Score Data Correctly

The NRMP publishes mean Step 2 CK scores for matched applicants by specialty. A few critical caveats:

Mean scores hide the distribution. A specialty with a mean of 248 might have matched applicants ranging from 225 to 270. The mean tells you where the center of the distribution is, not the floor.

US MD and DO applicants are tracked separately. The match rate and score data differ significantly by applicant type. DO applicants matching into allopathic programs generally need higher scores than the mean for US MD applicants at those programs.

Research averages are program-dependent. The national average for publications means less than the average at the specific programs you're targeting. Academic medical centers in major cities have very different expectations than community programs.

Match rate ≠ interview rate. A 90% match rate for US MD seniors in a specialty is reassuring — but that includes applicants at every type of program. If you're only targeting the top tier, your relevant match rate is much lower.

What the Statistics Mean for Your Application

Use match data to calibrate your list, not to set a ceiling on your ambitions.

If your Step 2 score is significantly below the mean for your target specialty, that's a data point — not a verdict. Other parts of your application matter: clinical evaluations, letters of recommendation, research, and the quality of your personal statement and interviews.

The inverse is also true: a strong Step 2 score doesn't guarantee interviews. At highly competitive specialties, scores above the mean are expected of competitive applicants, not distinguishing. What distinguishes you is everything else.

Use NRMP data to:

  • Identify realistic reach, target, and safety programs
  • Understand where your application is competitive vs. where it's a long shot
  • Decide whether to apply broadly in your target specialty or include a backup specialty
  • Set expectations about the number of interviews you'll likely receive

The most common mistake applicants make is interpreting mean scores as minimum requirements. Applying too narrowly based on match statistics is a real risk — particularly in competitive specialties where a bad interview day or a single program preference can determine whether you match.

Advice for Competitive Specialties

If you're targeting a highly competitive specialty:

Apply earlier in the cycle than you think you need to. Letters of recommendation from recognized faculty in the field matter more than institutional prestige alone. Identify target programs and seek Sub-I or audition rotation opportunities there if possible.

Have a realistic backup plan. This doesn't mean giving up on your first choice — it means having a contingency that you could genuinely commit to if the match doesn't go your way. Matching into a preliminary year without a categorical offer is a difficult position to recover from.

Practice your interviews seriously. At highly competitive specialties, the difference between candidates who match at their top programs and candidates who don't is often the interview. The candidates who succeed are the ones who can articulate clearly why they chose this specialty, why these specific programs, and what kind of clinician and colleague they want to be.

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