# Meet the EduInsights Analyst Agent

Source: https://eduinsights.ai/analyst.md
Canonical: https://eduinsights.ai/analyst
Current snapshot: `2026-08-25-longitudinal-r28-a1`
Generated from the published release and EduInsights public authorities.

The Analyst Agent turns a reader's question into a visible research process: it plans, selects the relevant public data, checks the work, and produces cited explanations, charts, and reports.

## Available question families

- **Institutions and programs:** identity, awards, enrollment, completions, peer context, and dated accreditation records.
- **Cost and graduate outcomes:** College Scorecard institution context, earnings, and federal student-loan debt for published cohorts.
- **Education-to-career pathways:** structural CIP–SOC preparation links, national employment outlook, openings, employment, and wages.
- **Tasks, skills, and changing work:** O*NET tasks and skills plus observed Claude use where published.
- **Big-picture AI trends:** selected Stanford AI Index series used as context, never mixed into institution-level claims.

## What this data cannot say

- A reported award is not proof that a program is currently accepting students.
- Field outcomes can be broader than a named program; suppressed and absent values are not zero.
- A pathway is not an observed graduate destination, and national labor-market data is not a regional estimate.
- Observed Claude use is not all AI use, capability, productivity, or proof of displacement.
- Macro series provide context and do not become institution, program, or occupation facts without a valid join.

For the current release and exact source states, use [the data documentation](https://eduinsights.ai/data/llms.txt).