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PairScore

Take it apart.That is the point.

Here is what goes into a PairScore, which dimensions it reports back, the measures that sit alongside the headline number, and what the model does when your profile is too thin to read.

A medical student holding a textbook in an anatomy laboratory, with classmates working at a table behind.

One score.Explainable parts.

PairScore evaluates compatibility across multiple independently calculated dimensions. Rather than producing an unexplained recommendation, it shows the factors that contributed to a result, so you can understand why a relationship appears stronger or weaker.

One score. Explainable components.

PairScore evaluates compatibility across multiple independently calculated dimensions. Rather than producing an unexplained recommendation, it shows the factors that contributed to a result, so you can understand why a relationship appears stronger or weaker.

Academic Position
Where your academic profile sits against the range a school actually admits.
Attainability
How reachable the school is for a profile like yours as it stands today.
Mission / Experience Alignment
What your experiences say about you, read against what the school says it exists to do.
Environment / Thriving Alignment
How closely the school's environment, resources and support structure match the conditions you work well in.
Support AlignmentIn development
The support a school has in place, weighed against the support your profile suggests you would use.
Preference AlignmentIn development
What you have told us matters to you: setting, location, structure, the shape of the programme.
Contextual InsightsIn development
The context around a profile that isolated metrics do not carry on their own.

A Position Tier is derived from your PairScore for that one school. It describes the strength of an applicant–school relationship rather than functioning as an admissions probability or an applicant percentile.

The headline numberis not the only one.

Thriving Score
Evaluates how closely a school's environment, resources, culture and support structure align with the conditions in which an applicant may be best positioned to thrive. It is minimally influenced by your academic profile.
Academic Fit
Measures how closely your academic profile aligns with a school's typical academic range and expectations.
Mission Alignment
Measures how well your experiences, values, and goals align with a school's mission and priorities.
pairscore.app / dashboard / cycle-position
The Cycle Position screen, listing schools with their PairScore, attainability, Position Tier, percentile and movement.

Illustrative example. Sample data, not real institutions or real results.

Growth PlaygroundModel, then commit.

Considering an MCAT retake, additional coursework, research, clinical experience or another major investment in your application? Growth Playground lets you explore how a realistic profile change may affect your school alignment before you decide where to spend your time. Your real profile is untouched: what changes is the ordering, the scores, and the Cycle Movement figure beside each school.

pairscore.app / dashboard / growth
The Growth Playground screen, with sliders for MCAT score, GPA, research hours, clinical hours and service hours, and a list of saved scenarios.

Illustrative example. Sample data, not real institutions or real results. Switch the scenario to re-sort the list.

Free accounts include two scenarios. The point of the limit is that a scenario is meant to be a decision aid, not a slot machine. The useful version of this tool is the one you run twice, on the two commitments you are actually choosing between.

Alignment InsightsEvidence-linked.

PairScore provides structured explanations showing the information that contributed to an alignment result: what it read in your profile, what that matched in the school, and what it could not find. The interpretation is gated on narrative completeness, so a thin profile is told it is thin rather than quietly scored as though it were not.

pairscore.app / dashboard / school / riverbend

Riverbend University School of Medicine

School Alignment Insights

79Moderate Fit
Mission Alignment
88
Academic Fit
74
Thriving Score
81

Where you align

  • Riverbend's mission names primary care for rural and medically underserved communities in its own state.
  • Your mobile clinic hours and your stated intent to practice in the county you grew up in map onto that directly.

Where you do not, yet

  • Riverbend weights sustained longitudinal involvement. Your clinical hours are spread across four short placements rather than one long one.
  • Nothing in your profile speaks to their rural immersion track, which their own materials treat as central.

Illustrative example. Sample data, not real institutions or real results.

That is how it works.Now see yours.

Create an account, add the schools you are weighing, and check the reasoning against what you know about yourself.