Energy efficiency improvement is a basic, yet significant, way of addressing both energy security and environment concerns. There are various measures of industrial energy efficiency performance, with different purposes and applications. This paper explores different measures of energy efficiency performance: absolute energy consumption, energy intensity, diffusion of specific energy-saving technology and thermal efficiency. It discusses their advantages and disadvantages and their roles within policy frameworks.