Sources, methodology & honesty

What was verified, what is estimated, and how to keep this site current.

How this site was built

Content was compiled in July 2026 from three layers, and every page labels which layer a claim comes from:

Key verified anchors used across the site

Primary sources to re-check each year

Updating this site

All content lives in data/*.js (one entry per specialty). Edit those files, then run node build.js to regenerate every page. The README covers the schema. An annual refresh pass (selection stats, fees, any process changes) is the intended maintenance rhythm.

Disclaimer

This is an independent educational guide, unaffiliated with any college, government body or employer. It is general information, not personal careers, financial, legal or migration advice. Figures marked indicative are estimates and may be wrong in particulars; verified figures may have changed since review. Decisions that shape a decade of your life deserve primary sources and human mentors; use this site to ask better questions of both.