The Arcanist thing used to be true, many years ago. Hmm, you know the little thing in the corner of the screen that displays your current MSQ step? Is there anything underneath that? Usually your next class/job quest will be there.

Edit: Did he give you a Job Stone for WHM? It could be need to equip it first?