“…Often researchers (sometimes nudged by peer-reviewers) cite this guideline of needing 5 levels before random effects inclusion as a reason why they were unable to use a mixed-effects model ( Bain, Johnson & Jones, 2019 ; Bussmann & Burkhardt-Holm, 2020 ; Evans & Gawlik, 2020 ; Gomes & Goerlitz, 2020 ; Zhao, Johnson-Bice & Roth, 2021 ). Although there is confusion over this recommendation, as some opt to use mixed-effects models despite this suggestion ( Latta et al, 2018 ; Fugère, Lostchuck & Chapman, 2020 ; Gomes, Appel & Barber, 2020 ; Allen et al, 2021 ), likely because of the numerous advantages that mixed-effects models offer ( Bolker, 2008 ; Kéry & Royle, 2015 ; Harrison et al, 2018 ). There may be a trend to follow this rule given that authors or peer-reviewers can easily point out that this rule exists ( Gelman & Hill, 2006 ; Harrison, 2015 ; Kéry & Royle, 2015 ; Harrison et al, 2018 ; Arnqvist, 2020 ), but may find it more difficult or time-consuming to make a nuanced argument against following such a rapidly growing rule.…”