Writing analytics for epistemic features of student writing

Simon Knight, Laura Allen, Karen Littleton, Bart Rienties, Dirk Tempelaar

Research output: Chapter in Book/Report/Conference proceedingConference contribution

3 Scopus citations

Abstract

Literacy, encompassing the ability to produce written outputs from the reading of multiple sources, is a key learning goal. Selecting information, and evaluating and integrating claims from potentially competing documents is a complex literacy task. Prior research exploring differing behaviours and their association to constructs such as epistemic cognition has used 'multiple document processing' (MDP) tasks. Using this model, 270 paired participants, wrote a review of a document. Reports were assessed using a rubric associated with features of complex literacy behaviours. This paper focuses on the conceptual and empirical associations between those rubric-marks and textual features of the reports on a set of natural language processing (NLP) indicators. Findings indicate the potential of NLP indicators for providing feedback regarding the writing of such outputs, demonstrating clear relationships both across rubric facets and between rubric facets and specific NLP indicators.

Original languageEnglish (US)
Title of host publication12th International Conference of the Learning Sciences, ICLS 2016
Subtitle of host publicationTransforming Learning, Empowering Learners, Proceedings
EditorsChee-Kit Looi, Joseph L. Polman, Ulrike Cress, Peter Reimann
PublisherInternational Society of the Learning Sciences (ISLS)
Pages194-201
Number of pages8
Volume1
ISBN (Electronic)9780990355090
StatePublished - 2016
Externally publishedYes
Event12th International Conference of the Learning Sciences: Transforming Learning, Empowering Learners, ICLS 2016 - Singapore, Singapore
Duration: Jun 20 2016Jun 24 2016

Other

Other12th International Conference of the Learning Sciences: Transforming Learning, Empowering Learners, ICLS 2016
Country/TerritorySingapore
CitySingapore
Period6/20/166/24/16

Bibliographical note

Publisher Copyright:
© 2016 ISLS.

Keywords

  • Epistemic cognition
  • Learning analytics
  • Literacy education
  • Writing analytics

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