Lately I've been taking taxis, which are cheap and honest.
I've taken the S$7 shuttle several times when I arrived before 2315. It now runs past midnight, but recently, typically, they say the next run is at 0130, which is too long to wait. (I uniformly get off at the last stop with the shuttle, for some reason. Bad karma, I guess.)