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ScholarComp

Infrastructure for K–12 talent development and opportunity.

ScholarComp is building a durable record of student talent and a network connecting families to competitions, programs, recognition, and opportunity.

Academic competitions provide the initial network. Their results reveal years of student work, but the underlying data was never designed to form one system.

Sector
K–12 education
Work
Data platform, product, web, mobile
Records
13M+ results

The problem

Competition results scatter across tournament platforms, websites, spreadsheets, PDFs, and documents. Organizations use different names for the same school. Event structures and award systems vary by activity and year.

A student can participate for six years without a single place showing the history of what they accomplished.

What eHabitats built

A competition-results database
More than 13 million results collected from sources that agree on very little: names, identifiers, event structure, award language, or file format.
Entity resolution
The same school can appear under several names and change districts or organizational structure over time. The matching system connects records that refer to the same entity while preserving confidence, provenance, and review paths.
A rating model
Competitions differ in field size, difficulty, structure, and selectivity. ScholarComp's hierarchical rating model places performance into meaningful talent levels across those environments. The model recognizes the full spectrum of achievement and development without reducing students to an ordinal ranking.
An integrated product
Public web and mobile experiences, competition-management software, identity, search, analytics, data pipelines, and the warehouse operate as parts of the same platform.

One platform

  • Public web
  • Mobile
  • Competition management
  • Identity
  • Search
  • Ratings
  • Analytics
  • Data pipelines
  • Warehouse
  • Cloud infrastructure

Why it matters

The technical work serves a larger product goal: turn scattered evidence of student achievement into a durable record and use that record to connect talent with recognition and opportunity.

ScholarComp demonstrates the type of work eHabitats takes on. Products in which user experience, software architecture, data, operations, and the business model must work together.

Current status

The results database, matching pipeline, rating system, data platform, and public experiences are in active development and deployment. Competition-management tools extend the system to the organizations that produce the underlying activity.

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