During his time on loan, Virtue played for clubs such as Notts County, where he impressed with his performances in midfield. His time on loan helped him develop as a player and gain valuable experience playing in competitive leagues. In January 2019, Virtue signed a permanent contract with Blackpool FC, a League One club in England.