Fact-Checking Methodology

We verify high-impact claims using primary sources (official notifications, university websites, board circulars) and cross-reference where possible.

Data freshness

College registry and exam pages show update indicators. Stale records are flagged for review.

Community and institutional input

Claimed institution profiles may submit corrections through Shalyam dashboards; changes are audited.

Report a correction