What statistical methodologies should be used for provider profiling?
Statistical methodologies used for provider profiling should account for small sample sizes and clustered patient observations within institutions, and hierarchical or random-effects models have been advocated by some investigators. Point estimates of outcomes should always be accompanied by measures of statistical uncertainty, such as CIs.