“…While recognising the difficulty of collecting data for a single cohort of students concurrently having multiple ELP evidence (Davies, Brown, Elder, Lumley, & McMamara, 1999), the design in most prior research cannot effectively control for the cohort variation, and risks results being inconclusive or misleading, without the inclusion of a large number of student characteristics as control variables (for example, individual differences, level of commitment, and social and demographic characteristics). To address this limitation, this study adopts a comparative design methodologya crossover repeated measures (CRM) design (Jones & Kenward, 2014;Yang & Farley, 2019), where each student has results for all four ELP measures (CEP, EAP, SELP, and diploma) analysed, to control for student specific factors other than ELP measures in predicting students' academic performance. This is the first study that uses a CRM design to undertake the comparative analysis of Chinese and Western ELP measures, or even just three Western ELP measures, to predict academic performance in English-medium TNE programs.…”