Proof of the Independence of the Sample Mean and Sample Variance for Normal Data
The most common pitfall is assuming this independence is a general property of all sample statistics. In reality, this is a unique characterization of the normal distribution (Geary’s Theorem). For skewed distributions like Exponential or Poisson, the sample mean and variance are strictly dependent.
Institutional Reference: Applied Statistics
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