The conclusions from a profile analysis to identify performance extremes can be affected
substantially by the standards and statistical methods used and by the adequacy of risk
adjustment. Medically meaningful standards are proposed to replace common statistical
standards. Hierarchical regression methods can handle several levels of random variation,
make risk adjustments for the providers' case-mix differences, and address the proposed
standards. These methods determine probabilities needed to make meaningful profiles of …