Job Level can be raised by spending materials: faint memories, statues, elemental crystals, weapon crystals, and job memories.
By leveling up, units' stats are enhanced and more panels on the ability bords get ready to be unlocked with spending Job Points.
Here is a list of required materials for each job level.
Glaciela Wezette
Regen
Fryevia
Guidance from the Stars
Greater Chi Barrier
Rise of the Immortal