Electrochemical studies on hydrogels typically use a three-electrode setup for precise control and characterization of gelation and redox reactions, while a two-electrode setup is simpler and used mainly for bulk device testing. This allows accurate CV, GCD, and EIS measurements by controlling potentials and currents at the hydrogel interface.