AI Idea Lab · People and agents

Public data for education in the AI economy.

Public data about colleges, programs, careers, skills, and outcomes sits in separate sources. EduInsights connects them so you can ask questions, explore the data, or use it through MCP. Every answer shows its sources.

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Public data sources arranged around EduInsights

The Analyst Agent

Ask a question. Watch the work happen.

The Analyst Agent plans the research and finds the right public data. It checks the work and builds charts or reports you can share. Every answer names its sources and limits.

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EduInsights answers an NC State Computer Science question, showing the research trace and completed answer.
QuestionResearch traceAnswer

See the data

Public data you can understand.

See where each value comes from, when it was published, what it means, and why it might not be available.

Explore the data

Public sources

  • IPEDS
  • College Scorecard
  • BLS
  • O*NET
  • Anthropic Economic Index
  • + more

EduInsights

Public source records brought together by EduInsights

What you can check

  • Sources
  • Publication dates
  • What each value means
  • How sources work together
  • What information is not available

Connect your agents

Use EduInsights with people, agents, and apps.

People can ask questions. Agents can connect through MCP. Apps can use the API. Every result shows its sources.

Connect your agentGet an API key
EduInsights connecting public data to people, agents, and applications
EduInsights public data
For peopleAsk questions and check answers.
For agentsConnect through MCP and ask questions.
For appsUse public data through the API.

Program Futures

Coming soon

How ready is a program for the AI economy?

We review the public data for each program and explain what we found. Every evaluation links to its sources. We add programs one at a time.

Computer Science, B.S.

Example State University

Catalog year 2026-2027

Program

Computer Science, B.S.

Skills & knowledge

Coding · Systems · DataAlgorithms · Design

Occupations

Software Developer15.8% projected growth · $135,980 median pay

Result

Strong preparation for work that is changing with AI
Evaluation details
  • AI FluencyModerate
  • Data and Computational ThinkingStrong
  • Critical Judgment and ValidationModerate
  • Domain Expertise DepthStrong
  • Ethics and ResponsibilityStrong
  • Applied and Real-World PracticeStrong
  • Adaptability and Continued LearningModerate
What Strong meansStrong

Strong means this program helps students prepare for work that is changing with AI. It teaches coding, real-world problem-solving, and judgment. Students learn how to use tools and check their output. The next step is making AI skills and lifelong learning easier to see across the curriculum.

How we evaluate programs

Why this exists

Public on purpose.

Ardis and Petar created EduInsights at AI Idea Lab. It helps education leaders see how AI is changing programs and work. Colleges can check every number and see how programs prepare students for the AI economy.

We wanted college leaders and builders to have one place for this public data. They can explore it or ask agents to analyze it. This is the resource we wished existed when we built Element451.

  • Give people the data
  • Make it easy to use
  • Give people tools to study it
  • Let people use it anywhere

We built EduInsights for the questions we face in our own education work.

About EduInsights
Public records arranged around EduInsights

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