Heavy Armor reduces mana regen.
So in such cases why need robes for mages?
In Oblivion at last clothing doesn't affect your Spell Effectiveness what certainly was powerful at high levels for example with Spell Effectiveness 100% Frenzy affect actors beyond 25 level if magnitude is high even if spell descriptions still say thats spell affect only up to 25 level but if Spell Effectiveness was less then 100% then actors was not affected by spell.
Magicka regeneration rates can be miserably affected by armor penalties, will be good if if penalty will be more significant.