“…Over the past century, numerous logistical problems associated with sampling, including accessibility (Willis andBabcock 2000, Koenig andStallings 2015), as well as biases in the efficiency and detection rates of different monitoring equipment (Kjelson and Colby 1977, Beamesderfer and Rieman 1988, Dornburg et al 2017b, have had to be overcome. These efforts have resulted in an unprecedented picture of the spatial distribution of fishes that has been fundamental for studies of niche modeling (Bond et al 2011, Ruaro et al 2019, McMahan et al 2020, biogeography (Dornburg et al 2015, 2017a, Cowman et al 2017, Siqueira et al 2019, and population genetics (Rocha 2003, Echelle et al 2015, Healey et al 2018, Warren et al 2021 to name but a few. However, the potential that underlying biases persist in this aggregated data remains.…”