Proceedings Article10.1145/2330601.2330654
Learning analytics for collaborative writing: a prototype and case study
Brian McNely,Paul Gestwicki,J. Holden Hill,Philip Parli-Horne,Erika Johnson +4 more
- 29 Apr 2012
- pp 222-225
38
TL;DR: Uatu, a system designed to visualize the real time contribution and edit history of collaboratively written documents, is described and initial findings indicate both the challenges and promise of delivering useful metrics for collaborative writing scenarios in academe and industry.
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Abstract: This paper explores the ways in which participants in writing intensive environments might use learning analytics to make productive interventions during, rather than after, the collaborative construction of written artifacts. Specifically, our work considered how university students learning in a knowledge work model---one that is collaborative, project-based, and that relies on consistent peer-to-peer interaction and feedback---might leverage learning analytics as formative assessment to foster metacognition and improve final deliverables. We describe Uatu, a system designed to visualize the real time contribution and edit history of collaboratively written documents. After briefly describing the technical details of this system, we offer initial findings from a fifteen week qualitative case study of 8 computer science students who used Uatu in conjunction with Google Docs while collaborating on a variety of writing and programming tasks. These findings indicate both the challenges and promise of delivering useful metrics for collaborative writing scenarios in academe and industry.
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Citations
Designing pedagogical interventions to support student use of learning analytics
Alyssa Friend Wise
- 24 Mar 2014
TL;DR: Four principles of pedagogical learning analytics intervention design that can be used by teachers and course developers to support the productive use of learning analytics by students are introduced and three core processes in which to engage students are described.
A review of learning analytics intervention in higher education (2011–2018)
Billy Tak-Ming Wong,Kam Cheong Li +1 more
- 01 Mar 2020
TL;DR: In this article, the authors present a review of 24 case studies of learning analytics intervention in higher education, focusing on increasing students' study performance, offering personalised feedback and improving student retention.
120
Big Data Comes to School: Implications for Learning, Assessment, and Research
Bill Cope,Mary Kalantzis +1 more
TL;DR: The implications of big data in education are explored by way of example on data generated by student writing, highlighting the range of processes for collecting and interpreting evidence of learning in the era of computer-mediated instruction and assessment as well as the challenges.
Quantitative approach to collaborative learning: performance prediction, individual assessment, and group composition
Ling Cen,Dymitr Ruta,Leigh Powell,Benjamin Hirsch,Jason Ng +4 more
- 11 May 2016
TL;DR: A high level of predictability of group performance based solely on the style and mechanics of collaboration is indicated and quantitatively supports the claim that heterogeneous groups with the diversity of skills and genders benefit more from collaborative learning than homogeneous groups.
112
Collaborative peer feedback and learning analytics: theory-oriented design for supporting class-wide interventions
TL;DR: A theoretical framework of collaborative peer feedback is proposed which structures feedback dialogue into three distinct phases and outlines the learning processes involved in each of them and a web-based platform, called Synergy, is presented, which is designed to facilitate collaborativepeer feedback as conceptualised in the theoretical framework.
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