It depends on the scene you want to capture.
To slow and you have blur? Maybe you want that.
Use a high shutter speed to freeze motion. What is high? 1/2000sec?
The thing is there is no one answer. You the photographer need to figure it out.
A shutter speed of 1/2000 sec didn't get the job done to freeze motion in this photo.
