While inter-run uncertainty estimates are more robust, single-run uncertainty estimates are required in the absence of replicates. Flyvbjerg and Petersen argue for non-overlapping block-averaging rather than directly using the autocovariance function to calculate uncertainty, 14 while a current best practices guide for molecular simulation does not recommend either method over the other. We make a case for the use of the autocovariance function.