This paper reviews some of the techniques and measures used in control loop performance monitoring systems. Basic tools are briefly reviewed. The Harris index, which for a single-input, single-output loop quantifies the distance from minimum variance, requires knowledge of the process dead time. Recently developed techniques for dead time estimation from operating data are discussed. A novel model invalidation technique is illustrated via an industrial example. Finally, issues of data quality are touched upon.