I've had the same question -
until I saw the lesson on vibrato.
Justin explains there that it's not that easy to get a good vibrato on the high E string,
as the string can slip off the neck while bending the string downwards (second video, from 4:15).
Maybe that's another reason the note is played on the 2nd string - to get a good vibrato.