EduInsightsPublic intelligence

Public intelligence · Higher education × the AI economy

Follow a college program from curriculum to career.

EduInsights connects public curriculum evidence, student outcomes, labor-market demand, and observed AI use—so every answer can lead you back to its source.

Start a research question Explore Program Futures
Public evidence sources converging into one structured program view
PUBLIC EVIDENCE CONVERGENCE01 / 10
PROGRAM-LEVEL GRAINSOURCE-LINKED ANSWERSOPEN TO PEOPLE + AGENTS
10versioned source families integrated
200research questions ready to explore
1shared evidence layer for web, data, and MCP

Three ways into the evidence

Don’t browse another ranking. Investigate a real question.

Connect your own agent through MCP, start with a conversation, or inspect a source-exact program brief. Every surface reads from the same versioned evidence.

01 / MCP + APIPUBLIC
PUBLIC TOOL SURFACEOne endpoint. Four evidence paths.
  • 01Search evidenceAcross versioned public sourcesOPEN
  • 02Resolve entitiesInstitutions, programs, and occupationsOPEN
  • 03Inspect program profilesOutcomes, careers, and provenanceOPEN
  • 04Query the analytic layerAd-hoc SQL for advanced analysisKEY
MCP ENDPOINThttps://mcp.eduinsights.ai/api/mcp

Start here

Bring your own agent to the evidence.

Connect any MCP-capable client to query the aggregated public data layer with source-backed tools. Curated research tools require no signup.

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02 / RESEARCH CHATLIVE

Ask across the whole public evidence layer.

Compare programs, trace career pathways, inspect outcomes, and open the public sources behind every answer.

Open Research Chat
03 / PROGRAM FUTURESDESIGN STUDY
Program evidence moving through skills and career signals

See what a program’s public evidence actually proves.

Explore verified program briefs that keep curriculum judgments, market context, coverage gaps, and citations in their proper lanes.

Explore Program Futures

The evidence architecture

One program. Every relevant layer around it.

The unit that matters is not a school-wide average. It is a program at an institution, connected carefully to fields of study, occupations, tasks, outcomes, and public curriculum evidence.

  1. 01
    Start with the programInstitution × field × award level
  2. 02
    Connect skills and careersCIP → SOC → O*NET tasks
  3. 03
    Follow one active questionWith provenance and gaps visible
A guided inquiry moving through structured evidence to one program view
GUIDED INSTITUTIONAL INQUIRYQUESTION → EVIDENCE → PROGRAM VIEW

Public by design

The source stays attached.

EduInsights preserves release dates, native grain, suppression, and coverage states instead of turning missing evidence into a confident score.

  1. 01
    IPEDSInstitutions + completions · 2023 final
  2. 02
    College ScorecardField outcomes · June 2026
  3. 03
    Carnegie ClassificationsInstitution context · 2025
  4. 04
    DAPIPAccreditation · August 2026
  5. 05
    NCES/BLS CIP–SOC CrosswalkField → occupation bridge · 2020 / 2018
  6. 06
    BLS Employment ProjectionsOccupation outlook · 2024–2034
  7. 07
    BLS OEWSEmployment + wages · May 2025
  8. 08
    O*NET DatabaseOccupations, tasks + skills · 30.3
  9. 09
    Anthropic Economic IndexObserved Claude use · June 2026
  10. 10
    Stanford AI IndexMacro AI context · 2026

Current production release. Research-only and planned sources are not counted.

Question library · 200 ideas

Start with a question. Go as deep as you want.

Explore what an EduInsights-connected agent can investigate—from a single program lookup to an evidence-audited workforce strategy. Copy any prompt, replace the brackets, and ask.

I’m exploring as
Depth
Showing 12 of 200 matching questions
  1. Find your way around the dataQuick answer

    What kinds of education and career questions can EduInsights help me answer?

  2. Find your way around the dataQuick answer

    What data does EduInsights have about colleges and universities?

  3. Find your way around the dataQuick answer

    What data does EduInsights have about fields of study?

  4. Find your way around the dataQuick answer

    What data does EduInsights have about occupations and careers?

  5. Find your way around the dataQuick answer

    Which data sources does EduInsights use?

  6. Find your way around the dataQuick answer

    How recent is the EduInsights data?

  7. Find your way around the dataQuick answer

    Find the official record for [institution].

  8. Find your way around the dataQuick answer

    What is the UnitID for [institution]?

  9. Find your way around the dataQuick answer

    Find fields of study related to [topic].

  10. Find your way around the dataQuick answer

    What is the CIP code for [field]?

  11. Find your way around the dataQuick answer

    Find occupations related to [career phrase].

  12. Find your way around the dataQuick answer

    What is the SOC code for [occupation]?

Square brackets mark the details to replace. EduInsights keeps source grain, missing-data states, and evidence limitations visible in the answer.

Connect your agent

Agent-native from day one

Give your AI a better place to look.

Connect Claude, ChatGPT, or any MCP-capable client to the same citation-backed public intelligence used by the website. Curated tools require no signup.

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MCP ENDPOINT / PUBLIC
https://mcp.eduinsights.ai/api/mcpSEARCH · LOOKUP · PROGRAM PROFILES · PUBLIC EVIDENCE