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 language | English (US) |
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Title of host publication | 12th International Conference of the Learning Sciences, ICLS 2016 |
Subtitle of host publication | Transforming Learning, Empowering Learners, Proceedings |
Editors | Chee-Kit Looi, Joseph L. Polman, Ulrike Cress, Peter Reimann |
Publisher | International Society of the Learning Sciences (ISLS) |
Pages | 194-201 |
Number of pages | 8 |
Volume | 1 |
ISBN (Electronic) | 9780990355090 |
State | Published - 2016 |
Externally published | Yes |
Event | 12th International Conference of the Learning Sciences: Transforming Learning, Empowering Learners, ICLS 2016 - Singapore, Singapore Duration: Jun 20 2016 → Jun 24 2016 |
Other
Other | 12th International Conference of the Learning Sciences: Transforming Learning, Empowering Learners, ICLS 2016 |
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Country/Territory | Singapore |
City | Singapore |
Period | 6/20/16 → 6/24/16 |
Bibliographical note
Publisher Copyright:© 2016 ISLS.
Keywords
- Epistemic cognition
- Learning analytics
- Literacy education
- Writing analytics