Good question. And the answer is…there is no easy answer. Even though words ending in a are generally feminine, this is not always the case. Likewise, words ending in o are not always masculine. Five notable exceptions are:
la mano — the hand
el día — the day
el problema — the problem
el poema — the poem
el mapa [...]