Warnings are generated throughout this assessment with two consistently signalled periods at timepoints 110 and 175 (Figure 7). This highlights the usefulness of expanding windows over rolling as the exact time point of warning can be determined, but supports Weinans et al. ’s (2021) suggestion that there is no superior multivariate EWS indicator; the best fit depends on the scenario the system is subject to.