The article provides formulas for calculating the covariance of sample covariance matrices used in various signal processing methods. These formulas depend on the statistical properties of noise and inputs in a system. The results can be applied to analyze how well channel estimators and detectors work. The researchers also give examples to show that their formulas are accurate.