Why Is Arthur Not Alibied

Warning This Section Does Contain Spoilers

Arthur Hughes provides an alibi for Aura McBride as they were both cleaning the school after the reunion. Although he alibis her, this is not enough apparently for her to alibi him in return according to the episode recaps. Is this a clue? Could he have something sinister going on? Or is this simply an oversight in the case?