  This paper is to prove the asymptotic normality of a statistic for detecting
the existence of heteroscedasticity for linear regression models without
assuming randomness of covariates when the sample size $n$ tends to infinity
and the number of covariates $p$ is either fixed or tends to infinity. Moreover
our approach indicates that its asymptotic normality holds even without
homoscedasticity.
