In a previous paper we attempted to provide guidelines for strengthening statistical usage in marine biology, with the central concerns of frequentist (hypothesis-testing) and inferential approaches (Beninger et al., 2012). In the present work, we wish to address another foundational aspect of statistical analysis in marine ecology: linear regression.