NIE Research Map & Stories

An OpenAlex-backed research corpus around NIE publications. Mapped into a fixed UMAP space using Gemini embeddings, featuring data-driven narratives on strategy and evolution.

Research Map

Interactive corpus mapped into a fixed UMAP space. NIE publications are projected onto the map without disrupting the background clusters.

Field Evolution

A visual and analytical narrative tracking how major OpenAlex fields and dominant research clusters have shifted over time.

Strategy Story

Data-driven insights on where NIE should focus next, calculated using map gaps, cluster movements, and collaboration signals.