Learning analytics: challenges and limitations

Learning analytic implementations are increasingly being included in learning management systems in higher education. We lay out some concerns with the way learning analytics – both data and algorithms – are often presented within an unproblematized Big Data discourse. We describe some potential problems with the often implicit assumptions about learning and learners – and indeed the tendency not to theorize learning explicitly – that underpin such implementations. Finally, we describe an attempt to devise our own analytics, grounded in a sociomaterial conception of learning. We use the data obtained to suggest that the relationships between learning and the digital traces left by participants in online learning are far from trivial, and that any analytics that relies on these as proxies for learning tends towards a behaviorist evaluation of learning processes.     

Educating for inquisitiveness: A case against exemplarism for intellectual character education

ABSTRACT

One natural application of Linda Zagzebski’s exemplarist moral theory (EMT) is found in the context of moral and intellectual character education. Zagzebski discusses this application in her recent book, commenting that ‘exemplars can serve as a guide for moral training’ (p. 129) and endorsing ‘the learning of virtue by imitation’ (p. 129). This theme has been pursued compellingly by authors working at the intersection of virtue ethics and education, contributing to an emerging case for exemplarist-based approaches to character education. I focus on intellectual character education and draw attention to an interesting case in which exemplarism in the classroom may be seen to inhibit, rather than promote, the development of intellectually virtuous character. This is the case of virtuous inquisitiveness.     

Use of anatomical dolls by Boston-area professionals.

Anatomical dolls are a widely used but controversial tool for interviewing child victims of sexual abuse. The present research examines how a representative sample of professionals who evaluate children actually use the dolls. Contrary to past reports, the results revealed that 96.6% of professionals who use the dolls had received training in anatomical doll use, 77.8% followed some standard protocol for interviewing, and 97.3% had at least 1 year of experience with anatomical dolls. The results also revealed that the majority of professionals did not engage in the "leading" behaviors of presenting unclothed dolls to children or undressing the dolls for the child, again contrary to past reports. The present research indicates that the professionals in this sample are more experienced and better trained than is typically thought.     

A case study of graduate professional development in the TAFE sector

There has been very little provision of professional development for teachers of mathematics in the technical and further education (TAFE) sector and even less evaluation and reporting on such programs. This paper presents a model for a professional development program in mathematics that was designed for TAFE teachers, as well as those from the K-12 sector. It is a case study that describes the implementation of the model with a group of TAFE teachers, considering such issues as the professional development needs perceived by the teachers, the components included in the program, and the evidence for the short- and long-term effectiveness of the program. The flexible structure of the program and the qualitative research base for the evaluation could be used as a model for professional development in other TAFE curriculum areas.     

The effect of delayed feedback on infant learning reexamined.

The study reexamines the effect of delayed reinforcement upon contingency behavior in 6- to 8-month-old infants and attempts to account for the temporal discrepancy between span of integration and contingency memory. A modified delayed-reinforcement scheduling procedure enabled a previous methodological criticism to be discounted. The findings confirmed that whereas infants revealed reliable acquisition under immediate reinforcement, a 3-sec delay (whether reset or nonreset) precluded response acquisition, as did 6-sec and 10-sec delay of reinforcement. The findings are interpreted in terms of an informational-load hypothesis which relates short-term memory to the integration and/or segregation of multimodal input.     

Can children and young people learn from atheism for spiritual development? A response to the National Framework for Religious Education

The new National Framework for Religious Education (RE) suggests, for the first time in national advice on agreed syllabuses, that atheism can be included in the curriculum alongside world religions. This article counters objections to the inclusion of atheism in RE and argues that children and young people can learn from atheistic beliefs and values for their spiritual and moral development. It explores the idea of atheism as ‘faith’ and illustrates atheism’s spiritual and moral potential through examples of writing from Bertrand Russell and Jean Paul Sartre. The article concludes that RE (preferably under a new name) can continue to be a valuable curriculum subject, provided it responds to the non‐statutory guidance of the new framework by offering a broader, more inclusive spiritual education which includes positive accounts of atheistic beliefs. Indeed, it is contended that without this change schools can not fulfil their legal obligation to provide opportunities for spiritual and moral development to all pupils.     

Cooperative learning and group educational modules: Effects on cognitive achievement of high school biology students

The purpose of this study was to examine the effects of cooperative learning and Group Educational Modules (GEM) on the achievement of high school biology students. GEM materials are self-instructional packets designed for use with groups of biology students. Cooperative learning is a classroom learning environment in which students work in small, mixed-ability groups toward a common goal. A 2 × 2 factorial design was used in this study. The independent variables considered included (1) participation of students in the GEM project, and (2) use of cooperative learning techniques including heterogeneous grouping and group incentives. The dependent variables for all treatment groups were scores on the instrument developed for this study. A total of 11 teachers with 36 classes and 715 students were included in this study. All teachers involved covered the same general subject matter during the study period. An analysis of covariance (ANCOVA) was used as the data analysis procedure. Significant differences were found in the achievement of students using GEM materials and those using traditional instructional approaches. The use of cooperative learning also produced significant differences when compared to traditional classroom structures.     

LEARNING COHERENT MATHEMATICS THROUGH SEQUENCES OF MICROTASKS: MAKING A DIFFERENCE FOR SECONDARY LEARNERS

We report on the work of 3 schools which set out to make a difference for their previously low-attaining students. Through naturalistic enquiry over 3 years, we built a picture of their practices. Against a national trend, students reported positive attitudes to mathematics and, in 2 out of 3 schools, showed improvement in attainment, so we probe more deeply into the teaching. The lessons broadly conformed to an approach combining inclusive participation with complex and coherent development of mathematical ideas. To understand how the teachers orchestrated this, we developed lesson analysis techniques that focus on how thinking, repertoire and understanding are scaffolded by teachers through sequences of microtasks.