EduInsights

audit-eduinsights-evidence

Audit an EduInsights answer, comparison, SQL result, or research method for source provenance, release and period alignment, entity resolution, level of detail, coverage, applicability, additive measures, and unsupported causal claims. Use when the person asks to verify, review, reproduce, challenge, or quality-check education or workforce evidence.

draft-eduinsights-brief

Turn EduInsights college, field, career, workforce, accreditation, or AI-use research into a concise decision brief for a provost, dean, workforce leader, policymaker, or advisor. Use when the person asks for a briefing, memo, recommendation, comparison summary, or decision-ready synthesis rather than a raw data answer.

research-with-eduinsights

Research U.S. colleges, reported fields and credentials, enrollment, completions, outcomes, accreditation, careers, occupational tasks, pay, outlook, and observed AI use with the EduInsights MCP tools. Use for factual questions, rankings, comparisons, and program-to-career questions that need public evidence. Also use when deciding which EduInsights tool should answer a question. Do not claim current catalog courses or requirements from this data.

understand-eduinsights-ontology

Explain and apply the EduInsights semantic world model, including canonical entities, identifiers, relationships, native grains, applicability, coverage, source boundaries, and the most important marts. Use for questions about the EduInsights ontology, semantic layer, data model, schema, relationship map, mart meanings, or which mart fits an education, workforce, accreditation, outcome, or AI-use question.