The aim of the current study was to provide evidence that an abbreviated version of the Approaches and Study Skills Inventory for Students (ASSIST) was invariant across different languages and educational contexts in measuring university students' learning approaches to statistics. Data were collected on samples of university students attending undergraduate introductory statistics courses in five countries (Argentina, Italy, Australia, Turkey, and Vietnam). Using factor analysis, we confirmed the three-factor (Deep, Surface, and Strategic approach) model holds across the five samples, and we provided evidence of configural and measurement invariance. The current version of the ASSIST for statistics learners is a suitable scale for researchers and teachers working in the field of statistics education and represents promising tool for multinational studies on approaches to learning statistics.