Built for medical professionals
Specialty Match Probability Calculator
Get a directional sense of match competitiveness by combining test scores, research, leadership, and geographic flexibility.
Use this as a reflective tool for ERAS strategy—never as a guarantee.
What this calculator helps you do
- Blend academic, research, and leadership inputs into a simple heuristic.
- Highlight strengths and areas to improve before ERAS submission.
- Compare competitiveness across specialties with 2026 expectations.
- Identify when to broaden applications geographically.
Who this is for
US medical students and IMGs calibrating specialty choice and application breadth for the 2026 Match.
Specialty Match Probability Calculator
Estimate match probability using a heuristic blend of scores, research, AOA, and match factors.
Inputs
Results
Calculated in real time as you update inputs.
Match Probability (heuristic)
90%
Strong profile; keep interviewing broadly.
Specialty baseline
85%
Research contribution
2.0%
AOA adjustment
0%
Couples match adjustment
0%
Explanation
This is a heuristic, not a validated model. Specialty baselines are rough estimates; score contributions are modest (0.25% per point above a baseline), research is capped at +8%, AOA adds +5%, and couples match subtracts 3%. Real match outcomes depend on many factors including program geography, letters, rotations, signaling, interview performance, and applicant pool.
Non-Device Clinical Decision Support (CDS) Notice
This calculator is Non-Device Clinical Decision Support (CDS) and is intended to assist, not direct, independent physician judgment.
The clinician is responsible for verifying the underlying math and assumptions against cited PubMed references before applying outputs in care.
How to use this calculator
- Select your target specialty and enter test score ranges.
- Add research output, leadership roles, and geographic flexibility.
- Review the heuristic probability band for directional guidance.
- Use the output to discuss strategy with mentors.
- Revisit after new publications or score releases.
Understanding your results
- This is not predictive modeling; it is a heuristic to prompt planning.
- Program-specific variability is high—consult mentors for nuance.
- Broaden applications if your range sits near specialty cutoffs.
- Keep updating inputs as your portfolio changes.
Common questions
Is this an official match prediction?
No. It is a heuristic planning aid and should not be used as a guarantee of match outcomes.
Does this include program-specific factors?
No. It stays general to avoid false precision. Layer your own research by program.
Can IMGs use this?
Yes, but consider visa factors and program preferences that are not modeled here.
Which year is assumed?
Assumptions align with the 2026 Match cycle and typical competitiveness trends.
Sources and methodology
- NRMP data
- Program director surveys
- ERAS guidelines
Changelog: Updated for 2026 assumptions and refreshed copy.
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