Is a pitched ball that hits the ground before reaching the batter considered to be a dropped third strike?

It has to be caught it-the-air first. "Dropped Third Strike" is a misleading term. It should be called the "Uncaught Third Strike". So, if the ball touches the dirt before reaching the catcher, it is indeed a dropped third strike.