LiveVol. III · No. 04Cycle 2026
Cohortly
HARV · admit rate 3.4% YALE · reader avg. 12 min/file MIT · apps 25–26 38,940 STAN · admit rate 3.7% PRIN · narrative-tier 1 admits 78% IVY+ · profiles benchmarked 14,302 T20 · features modeled 42 HYPSM · median admit GPA 3.96 IVY · median admit ECs 9.2 IL. · free reports run today 417 HARV · admit rate 3.4% YALE · reader avg. 12 min/file MIT · apps 25–26 38,940 STAN · admit rate 3.7% PRIN · narrative-tier 1 admits 78% IVY+ · profiles benchmarked 14,302 T20 · features modeled 42 HYPSM · median admit GPA 3.96 IVY · median admit ECs 9.2 IL. · free reports run today 417
The Admissions Quarterly · Data Desk
Schema · v3.0 · Cycle 2026
§ Data · Programmatic access

Cohort statistics. Aggregate.
Never individual.

An authenticated API for institutions integrating Cohortly cohort context into their own products. Currently in private development — the surface area, principles, and waitlist are below.

Coming soon · 2026
Tier · Institution

By quote.

Institutional API · per organization

For schools, counseling departments, and platforms integrating cohort context into their own products. Authenticated, rate-limited, audited. The endpoint surface below is finalized; the live API and sandbox are scheduled to open later this cycle.

  • +REST API · JSON + signed exports
  • +Cohort distributions & percentile lookups
  • +School-specific fit endpoints (T20 + T5 EU)
  • +Social Sentiment signalHighlighted
  • +DPA, audit logs, role-based access
Aggregate only · Anonymized at intake · Versioned schema
Need the methodology paper? request a copy
§ Da.i Endpoints

The surface area.

The planned v1 endpoints. Every response will carry a methodology version header so research outputs stay reproducible across cycles. None of these are live yet — waitlisted institutions get sandbox keys at private-beta.

Method
Path
Description
Status
GET
/v1/cohort/distributions
Aggregate distributions across the 42 features.
Planned
GET
/v1/cohort/segments
Anonymized cuts by major, region, and applicant pool.
Planned
POST
/v1/score/profile
Score a structured intake against the current cohort.
Planned
GET
/v1/score/{hash}
Retrieve a previously scored profile by opaque hash.
Planned
GET
/v1/fit/{school}
School-specific fit distributions across T20 + T5 EU.
Planned
GET
/v1/sentiment/{handle}
Social Sentiment signal — anonymized public-presence read.
Coming soon
GET
/v1/cohort/version
Methodology version, training cycle, and release notes.
Planned
§ Da.ii Principles

The guardrails.

Four constraints that will hold across every endpoint from day one. They constrain the product, not just the policy doc.

§ Da.iii Use cases

What partners will build with it.

A non-exhaustive list of what waitlisted institutional partners have already pitched — useful as a sanity check for your own application.

Institution
Counseling platforms
Show applicants where they sit relative to the live cohort distribution — without rebuilding the reference set in-house.
Institution
School counseling depts.
Department-wide cohort context for graduating classes, pinned to the cycle's methodology version.
Institution
Admissions consultancies
Embed cohort-grounded percentile reads into your existing client portal, with audit logs per advisor.
Institution
Edtech integrations
Surface social-sentiment and percentile context inside study and prep tools, scoped to authenticated users.

Get on the waitlist.

We're admitting waitlisted institutions to the private beta in cohorts. Each one ships with a sandbox key, a DPA, and a kickoff call — in priority order.

Join the waitlist Read the disclosures