Lilly Foundation Convening

The Insight Engine

An AI Partner-Matching Dashboard for Indiana. Bridging the "Productivity Tax" gap by connecting higher education output with strategic employer needs.

The AI Mandate: Beyond Automation

71% of organizations are stranded in "pilot purgatory" because they are bolting AI onto broken workflows. For higher education, simply purchasing a generic Copilot license is fundamentally negative if the pedagogy remains static.

When we focus on teaching students mere efficiency, we graduate them into the Productivity Tax. We must stop assessing the polished product and start scaffolding the iteration itself. This tool is designed to identify the strategic partnerships across Indiana that will actively build these systemic workflows.

The Threat

Bolting AI outside the curriculum as a "cheat code" produces vulnerable, unverified output.

The Solution

Driving AI under the curriculum to evaluate, manage, and verify integrated enterprise knowledge.

Deterministic AI Intelligence

This dashboard does not artificially inflate matches. The algorithmic mapping relies entirely on objective metadata and strict O*NET skill overlaps.

Evaluative Judgement

Direct alignment is forged by matching an institution's curriculum mapping against regional hiring needs utilizing Bureau of Labor Statistics O*NET KSA structures.

Primary Alignment Metric

Ecosystem & Scale

The Insight Engine explicitly values "Phase 5 Ecosystem Integration". Purdue and IU receive strict Carnegie R1 and high-volume talent bonuses to balance massive enterprise output requirements.

Enterprise Scaling Bonus

Connective Labor Counterweight

To defend against the "Connective Labor Deficit", Liberal Arts and Humanities frameworks receive powerful bonuses for navigating ambiguity, critical thinking, and ethical AI stewardship.

Human Analytics Metric

Ready to see the ecosystem?

Our AI engine is scanning 34 Indiana institutions against 249 high-impact employers, executing thousands of deterministic calculations to uncover hidden workflow synergies.

Launch Dashboard