For most of the past decade, the English Premier League’s ruling class has had a name: the Big Four.

This privileged clique consists of exactly the teams you’d expect—Manchester United, Chelsea, Arsenal, Manchester City. Every so often, Liverpool crashes the party.

Membership of the Big Four doesn’t come with a big silver trophy, but it has...