The idea for non-transitive dice has been around since the early 1970s
Start here β this is the source that inspired this exploration.
Efron's dice are a set of four dice, each carrying different numbers, that beat each other in a cycle: die A beats die B more often than not, B beats C, C beats D, and D beats A. Whichever die you pick, another die in the set beats it more often than not. The American statistician Brad Efron built this specific set to show that βbeatsβ does not have to behave like an ordinary ranking, even for something as simple as four dice.