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Rigorous empirical evidence on the successful usage of learning analytics for supporting and improving students’ learning and success in higher education is still lacking. This paper reports a systematic review with an initial set of 6,220 articles. The final sample included 46 key publications. The findings obtained suggest that there are a considerable number of learning analytics approaches which utilise effective techniques in supporting study success and at-risk students of dropping out.