I usually wait until there is a safe gap, turn my signal on, and then merge.
Driving in Southern California, if you turn your signal early on AND THEN look for an opening, there will never be one. Many drivers see the signal and speed up, as others have noted. It's d-bag terrotorialism ("I own all the stretch of road I can see with my eyes and may ever potentially want to occupy!").