Strength:

Physical attack power
 
     
  Constitution:
Maximum HP, HP Regeneration rate
 
     
  Accuracy:
Hit rate, Critical rate, Parry
 
     
  Agility:
Dodge, Shield block rate, Parry rate, Chance of canceling casting
 
     
  Intelligence:
Magical attack power, Magical crit rate
 
     
  Spirit:
Maximum MP, MP Regeneration rate
 
     
     
  The base stats remain constant as you level, and you don't get more stats to allocate. However there may be gear, enhancement stones or stigmas with stat modifiers.  
     
  The exact base stats for each class can be found here