This paper analyses the methodologies in 148 empirical data-driven learning studies for L2 English in prestige journals to examine best practice. Manual coding and corpus analysis of key words and n-grams from the past five years (2018-22) explore the field as a whole and how methodologies have evolved, suggesting improvements and future avenues for research.