False. As the value of the equilibrium constant increases, it means the reaction will proceed further to the right (more towards the products), not that it will occur faster.
Work Step by Step
The equilibrium constant gives information about the location of thermodynamic equilibrium. The speed of the reaction has to do with kinetics. The equilibrium constant will tell you how far the reaction proceeds, but not how fast.