856
concept nodes in the current economics graph
Deterministic metascience for economics
Where the economics literature still looks structurally incomplete.
FrontierGraph turns the economics literature graph into ranked research opportunities. AI is used only to extract graph structure from text. The ranking itself is deterministic, inspectable, and designed for busy academics who want a credible shortlist fast.
Live graph snapshot
inflation -> human capital
inflation -> human capital has 225 mediators and 225 supporting motifs, while direct contact remains at 27 prior co-occurrences. In the current graph it looks like a cross-field gap.
30,896
papers represented in the corpus
387,555
candidate missing links available to rank
What it does
Six ways into the graph
The public site is not just a landing page. It is a static discovery layer that lets researchers enter from field pages, discovery modes, methods, and downloads before they ever touch the app.
Entry point
Browse by subfield
Start from the field you know and inspect the strongest incoming and outgoing opportunities.
Entry pointCross-field bridges
See the links where separate literatures appear ready to connect.
Entry pointFrontier bets
Open the boldest graph-implied opportunities in the beta corpus.
Entry pointFast-follow ideas
Move quickly on ideas that already have strong path support.
Entry pointMethods and evidence
Inspect the deterministic ranking logic and the evidence behind every suggestion.
Entry pointData and code
Get the public repository, demo data, and the full beta database package.
Live beta snapshot
The rows below come from the current economics beta corpus. They are not marketing examples; they are the actual top-ranked opportunities in the live graph snapshot.
| Opportunity | Type | Priority | Target | Mediators | |
|---|---|---|---|---|---|
| inflation -> human capital E31 -> J24 | Cross-field gap | 0.609 | Labor and demographic economics | 225 | Open in app |
| exchange rates -> human capital F31 -> J24 | Cross-field gap | 0.602 | Labor and demographic economics | 219 | Open in app |
| investment decisions -> monetary policy G11 -> E52 | Cross-field gap | 0.554 | Macroeconomics and monetary economics | 171 | Open in app |
| imperfect information -> fiscal policy D83 -> E62 | Cross-field gap | 0.549 | Macroeconomics and monetary economics | 186 | Open in app |
| exchange rates -> job creation F31 -> J23 | Cross-field gap | 0.545 | Labor and demographic economics | 170 | Open in app |
| human capital -> exchange rates J24 -> F31 | Cross-field gap | 0.535 | International economics | 205 | Open in app |
Why trust it
Legible before broad
AI stops at extraction
FrontierGraph uses AI to convert text into graph structure. The ranking itself is deterministic.
Evidence stays inspectable
Each idea can be unpacked into mediators, paths, supporting papers, and local graph context.
Built for real use
The goal is not a black-box answer. The goal is a structured first pass on where the field might be leaving room.
Field entry points
See all subfields Start from your own part of economics
Open release
Code, demo data, and the full beta database package are part of the product.
FrontierGraph is not meant to hide the machinery. The public release includes the repo, the demo data, and a versioned beta database package with checksums and provenance.