You need a Certificate / Permit to apply for certain job's. You obtain the Certificate/Permit by finishing a certain Quest. You can change your job any time you like.
You can reapply for a job that you have already completed, any time you like, and for that You don't need a Certificate / Permit any more. To change your job, you just need to visit a merchant Guild Master (GM) at Merchant Guild in any big city.