subject predicate object context
45016 Creator c9d52ef4a11ad1277436a89c20d0a5d4
45016 Creator f037b91553d4d0d207f3e2fe9751bb02
45016 Date 2016-09-01
45016 Is Part Of p14678535
45016 Is Part Of repository
45016 abstract Educators need to change their practice to adapt to a shifting educational context. By visualising learning design decisions, this article highlights the need to capture educators' “tacit” knowledge relating to course material, activity types and workload, through employing learning analytics methods in order to analyse the learning designs of courses taken by 60,000+ students, common pedagogical patterns are identified. When analysing 157 learning designs using a taxonomy of seven different learning activities, we found that the majority of educators used two types of learning activities most widely, namely assimilative activities (reading, watching videos and listening to audio) and assessment activities. Surprisingly, educators do not choose different activity types based upon function (eg, replace one type of student-activating activity by another), but patterns can be seen where educators combine assimilative, productive and assessment activities or assimilative, finding and handling information and communication tasks. While educators rely heavily on assimilative and assessment activities, no positive correlation was found between any of the seven learning design activity types and student outcomes. Our initial findings suggest that student outcomes are negatively correlated with a high proportion of assimilative activities. Further studies are needed to establish whether particular learning design decisions are related to student outcomes and whether these findings can be replicated in different research settings.
45016 authorList authors
45016 issue 5
45016 status peerReviewed
45016 uri http://data.open.ac.uk/oro/document/387080
45016 uri http://data.open.ac.uk/oro/document/387519
45016 uri http://data.open.ac.uk/oro/document/387520
45016 uri http://data.open.ac.uk/oro/document/387521
45016 uri http://data.open.ac.uk/oro/document/387522
45016 uri http://data.open.ac.uk/oro/document/387523
45016 uri http://data.open.ac.uk/oro/document/387524
45016 uri http://data.open.ac.uk/oro/document/388660
45016 uri http://data.open.ac.uk/oro/document/412994
45016 uri http://data.open.ac.uk/oro/document/412999
45016 uri http://data.open.ac.uk/oro/document/413000
45016 uri http://data.open.ac.uk/oro/document/413001
45016 uri http://data.open.ac.uk/oro/document/413002
45016 uri http://data.open.ac.uk/oro/document/413003
45016 uri http://data.open.ac.uk/oro/document/413063
45016 uri http://data.open.ac.uk/oro/document/651989
45016 volume 47
45016 type AcademicArticle
45016 type Article
45016 label Toetenel, Lisette and Rienties, Bart (2016). Analysing 157 learning designs using learning analytic approaches as a means to evaluate the impact of pedagogical decision-making. British Journal of Educational Technology, 47(5) pp. 981–992.
45016 label Toetenel, Lisette and Rienties, Bart (2016). Analysing 157 learning designs using learning analytic approaches as a means to evaluate the impact of pedagogical decision-making. British Journal of Educational Technology, 47(5) pp. 981–992.
45016 Title Analysing 157 learning designs using learning analytic approaches as a means to evaluate the impact of pedagogical decision-making
45016 in dataset oro