i go with brands & colors i know work for me: Urban Decay, Too Faced, Nars...i've bought enough bad makeup/impulse buys to know what colors work for me & don't.
However, if you want to be sure, try it out, in person, before buying. I've been very satisfied by doing this, & now through trial & error, can order everything online.