Its only a problem if the other party is not into you, figuring out the ends sorts out the means. There have also been instances where the other party recoils and indicts the proposal. It is the reality of life even though some might disagree.
Nonetheless, workplace relationship is emotionally dicey and avoiding it is a safer bet.