Who is the song shake it off about?

Taylor Swift has never publicly stated who the song "Shake It Off" is about. However, there has been much speculation that the song is about one of her ex-boyfriends, such as Joe Alwyn, Tom Hiddleston, Calvin Harris, or Harry Styles.