“…Data collected online from many of the most common psychological and linguistic paradigms confirm that results from participants tested online are comparable to those from in-lab samples (Crump et al, 2013;Germine et al, 2012;Hilbig, 2016;Miller et al, 2018Miller et al, , 2018Patterson & Nicklin, 2023;Semmelmann & Weigelt, 2017). The advantages of online testing are particularly relevant for individual differences studies, which are growing in popularity (Engelhardt et al, 2017;Isbilen et al, 2022;Kidd et al, 2018Kidd et al, , 2023McConnell, 2023; paradigms rely on stable estimation of participant ability and thus must detect what group-level designs can safely level out, and it is unclear if research collected online can meet this standard (Hedge et al, 2018).…”