 In general, the probability distribution of cannot be expressed analytically.However, its distribution can be approximated by another chi-squared distribution, whose effective degrees of freedom are given by the Welch–Satterthwaite equation

There is "no" assumption that the underlying population variances are equal.This is known as the Behrens–Fisher problem.