eCornell GraphRAG — Personalized Learning Pathways

Semantic Search — GraphRAG

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Showing semantic results for: ✕ Clear

Knowledge Graph — Discovered Context

Knowledge Graph

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AI & Tech

Marketing

Sales

Leadership

Finance

Healthcare

Legal

ESG

Proj Mgmt

Data

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Creative

Instructor

Step 1 of 5 — Career Vision 20%

Leadership Vision

What leadership role or strategic position are you building toward?

Be specific — title, sector, type of authority you want to hold.

What does your organization or practice look like in 2 years?

Team size, client calibre, scope of influence, revenue target.

What is the single biggest strategic bottleneck holding you back?

The one constraint — if removed — that unlocks everything else.

How GraphRAG uses this

Your vision is converted into a 1,536-dim semantic vector via text-embedding-3-large. The graph measures cosine similarity against all 2,176 course descriptions in Supabase pgvector — then cross-references instructor specializations, program clusters, and industry signals. The more specific your language, the tighter the match radius.

Organization & Scope

Who do you lead, serve, or influence?

Your organization, team, clients, or stakeholder ecosystem.

What AI or transformation challenges are you navigating right now?

The real problems on your desk — governance, culture, adoption, capability gaps.

What are you accountable for delivering?

The outcomes, decisions, or initiatives your name is attached to.

How GraphRAG uses this

Organizational context routes the graph to different program clusters. A CXO driving AI adoption and a founder building an advisory practice ask similar questions but need completely different courses. The graph cross-references your domain signals against instructor backgrounds and program specializations to separate those paths.

Revenue & Strategic Impact

Current compensation or revenue — and your target?

Calibrates the pathway to your specific income gap and timeline.

How does your organization or practice generate value?

Internal P&L, advisory retainers, equity, consulting, SaaS, board roles?

What strategic initiative are you leading in the next 6 months?

This tells the system which courses deliver immediate leverage.

How GraphRAG uses this

Revenue model signals which courses deliver 90-day leverage vs. 24-month positioning. An AI governance framework course maps directly to your Q3 initiative, while an Executive MBA sequence maps to a future board role. The pathway balances both horizons — immediate ROI and long-term authority.

Academic & Credential Goals

What academic credentials are you pursuing or considering?

Cornell certificates, Executive MBA, graduate program, board designations?

Target institution, geography, or program type?

If you're targeting a specific school, country, or credential pathway.

How GraphRAG uses this

eCornell certificates stack toward Cornell University credentials recognized by top graduate admissions offices. This section filters the pathway for programs that build a credential portfolio — not just courses — engineered toward your specific institutional target and the authority level you're aiming for.

Your Context

Where are you genuinely strong? What gaps are you aware of?

Strong areas are down-weighted so you're not recommended what you already know.

Hours per week you can dedicate to structured learning?

Calibrates the phase timeline and module pacing to your calendar.

What do you want to be known for in your industry?

Your intellectual brand — the thing you want attached to your name at the highest level.

How GraphRAG uses this

Known domains are down-weighted in similarity ranking — you won't be recommended courses you've already mastered. Hours-per-week calibrates the phase timeline (3–8 months). Your desired intellectual brand becomes the north star: every course is evaluated against whether it builds toward that identity at the executive level.

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