Data and Discovery Expansion Framework
Content growth should be supported by data clarity and discovery structure. New datasets, discovery assets, and methodology should expand alongside content.
Data Layer Expansion
New datasets and derived assets should remain structured, documented, and build-time compatible. Source data should be traceable; derived outputs should be reproducible from the same build process.
Discovery Layer Expansion
As the site grows, discovery assets should stay in sync:
- Sitemap — All major routes should be included
- Search index — New pages should be discoverable
- Entity registry — New entity types should be documented
- Discovery graph — Topic and data relationships should be updated
- Page index — New route families should be listed
- Site map — High-level structure should reflect new sections
Methodology and Trust
New analytical sections should be connected to methodology and transparent assumptions where relevant. Rankings, derived metrics, and comparisons should be explainable.