Chalk

Slang for the favorite, especially a heavy one; a “chalk bettor” habitually backs favorites. The term survives from pre-digital racetracks, where the most-bet horse's shortening odds were rewritten on chalkboards. Chalk-heavy betting produces high win rates and, frequently, slow losses to the vig.