How to Remove Red Dot from Apple Watch Face Screen

Red dot on Apple Watch face has created brouhaha on many forums. People keep asking questions about that red dot appearing on Apple watch; why there is a red dot on Apple Watch screen and how to get rid of that notification indicator on Apple Watch face.
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