1080p vs. 1440p vs. 4K: Which resolution is best for gaming?

Working with web browsers, productivity tools, and other tasks can usually be better accomplished with higher resolutions, but what about games? Higher resolutions require an immense amount of graphics processing power, so what should you be aiming for when looking at a new display?