Data Integrity

How we ensure every ranking is built on verified, accurate data.

A ranking system is only as good as its data. To prevent "fake" items, duplicates, or spam from polluting our global consensus, Consensus Big Boards enforces strict data validation against official, third-party databases.

Official Data Sources

  • Movies & TV: Verified via The Movie Database (TMDB).
  • Video Games: Verified via IGDB and RAWG.
  • Books: Verified via Open Library and Google Books.
  • Foods: Verified via USDA FoodData Central and Open Food Facts.
  • NFL Prospects: Verified against our internal curated database of active prospects.

No "Write-In" Ballots

Unlike other platforms that allow users to type in anything (resulting in 10 variations of "Spider-Man"), we require users to select from the verified dropdown list. This ensures that every vote for "The Matrix" counts toward the same entity in our backend.

Continuous Updates

Our search APIs are live. As soon as a new movie is added to TMDB or a new game appears on IGDB, it is instantly available to be ranked on Consensus Big Boards.