 Long-run variance of a stationary process

With absolutely summable autocovariance, the asymptotic variance of the sample mean satisfiesThe sum is signed, rather than a sum of absolute values. It can be zero: the first difference of strong white noise has telescoping partial sums. A central limit theorem needs further dependence assumptions.