A pilot hole removes material and relieves destructive stress, so you should always take a moment to drill one. You’ve got the screw in one hand and a cordless drill in the other. The board is ready ...
Sure, some new screw types are designed to save you the trouble, but for the most part, it’s safer not to skip this step.