The choice of electrode material is critical as it affects the electrochemical properties and stability of the catalyst. Materials like platinum and gold are excellent conductors and offer high catalytic activity, but they are expensive. Carbon-based materials are cost-effective and offer good conductivity, making them popular choices for various catalytic applications.