thumb on the scale

Etymology
An allusion to a butcher who cheats customers by surreptitiously using a thumb to apply extra pressure to the scale when weighing meat to calculate the price of a sale.

Noun

 * 1)  An act of bias or a tactic for cheating which creates a situation that unfairly benefits one party involved in an interaction.