Education data

Data from across education.

From intent, educator and institution signals to proprietary operating records, Watt makes education data available for AI.

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Available data

Education data from pre-K to the alumni office.

Broad signal on the people, companies and demand across the industry. Deeper operating records sourced to order.

Available now+100K more signals
Early learning and pre-KPreschool, pre-K and early literacy research · Children 0–6 at home
School choice and enrollmentPrivate, charter, homeschool and open enrollment research · School-age children
Teachers and classroomsTeachers, professors, principals and deans · Teaching and classroom resource research
District and campus technologyLMS, SIS and classroom software research · Schools, colleges and e-learning providers by LinkedIn industry
College search and admissionsColleges, college planning and test prep research · Teens at home
Paying for college529, financial aid and student loan research · Children at home
Adult learners and upskillingContinuing education, certificate and grad school research · Education level
Alumni and givingCollege and graduate degrees · Donor affinity · School fundraising and advancement tech research
Sourced to order

Proprietary records that live inside schools, colleges and edtech companies. Watt sources them to your requirements.

EnrollmentApplications · Enrollment funnels · Retention
OperationsBudgets · Facilities · Procurement
Also sourced to orderCourse catalogs · Staffing · Transportation · Advancement
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Depth and coverage vary by signal.

Go deeper

We go where the data actually lives.

The records that matter most in education rarely sit in one system, and most never reach the web. Watt works with institutions to collect them and join them into one usable record.

Dotted map of the United States
Education
  • Where it lives
  • Student systems
  • ERP
  • Spreadsheets
  • Learning platforms
  • Email
  • PDFs
  • Archives
  • Human workflows
District 9, Fall termIllustrative
BudgetAllocation across 14 schoolsERP
EnrollmentHeadcount, week 3 of 18Spreadsheet
SystemsLearning platform logins logged 07:55Learning platform
ApprovalCurriculum purchase approvedEmail
PolicyBoard resolution on filePDF
Joined, rights-cleared and traceable to its source.
What it can power

Built for AI that works in education.

  1. 01

    Train industry-aware models

    Give models exposure to real operating records and domain behavior.

  2. 02

    Build industry agents

    Ground agents in actual companies, people, demand and operations.

  3. 03

    Evaluate industry capability

    Test models against real-world education tasks and operating context.

  4. 04

    Power industry applications

    Embed education signals into products through API, MCP or bulk delivery.

How it works

Acquire. Refine. Deliver.

  1. 01Acquire

    Access existing and hard-to-source industry data.

  2. 02Refine

    Normalize, structure, enrich and prepare it for AI.

  3. 03Deliver

    Bulk, API, MCP or a human interface.

Delivery

Use the data however you need it.

Proof

What stands behind the data.

Rights & provenance

Every record traces back to where it came from, with its permitted uses agreed in writing.

How Watt sources data
  • Signals172K
  • Records2 PB
  • Fields/sec70M

Looking for Education data we don’t have yet?

Tell us what you need. Watt can source it.

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