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Writing analytics across essay tasks with different cognitive load demands

  • Eduardo Araujo Oliveira
  • , Rianne Conijn
  • , Paula Galvao de Barba
  • , Kelly Trezise
  • , Menno van Zaanen
  • , Gregor Kennedy

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

Abstract

Essay tasks are a widely used form of assessment in higher education. Writing analytics can assist with challenges related to using essay tasks at scale and to identifying different issues in academic integrity. In this paper, we combined two techniques to investigate how students’ writing analytics varied across essay tasks with different cognitive load, considering both their typing behavior (i.e., writing process) and writing style (i.e., writing product). We also examined their relationship across these essay tasks. Findings showed that writing processes change across tasks with different cognitive load: when cognitive load increases, the interword intervals (indicator of planning and/or reviewing processes) increased, the burst length (indicator of translation processes) decreased, and the number of revisions per minute (indicator of reviewing processes) decreased. In contrast to the relation between the writing process and cognitive load, the relation between the writing product and cognitive load was found less clear. The results showed small and mixed effects of the tasks differing in cognitive load on the different writing product metrics. Hence, although the writing product follows from the writing process, the relation between cognitive load and the writing product and process appears to be less straightforward.
Original languageEnglish
Title of host publicationASCILITE 2020 Conference Proceedings
Subtitle of host publicationASCILITE's First Virtual Conference
EditorsS. Gregory, S. Warburton, M. Parkes
Place of PublicationAustralia
PublisherAustralasian Society for Computers in Learning in Tertiary Education
Pages60-70
Number of pages11
Edition1st
Publication statusPublished - 2020
Externally publishedYes
EventAnnual Conference of the Australasian Society for Computers in Learning in Tertiary Education 2020 - Virtual/Online, Armidale, Australia
Duration: 30 Nov 20201 Dec 2020
Conference number: 37th
https://publications.ascilite.org/index.php/APUB/issue/view/5

Conference

ConferenceAnnual Conference of the Australasian Society for Computers in Learning in Tertiary Education 2020
Abbreviated titleASCILITE 2020
Country/TerritoryAustralia
CityArmidale
Period30/11/201/12/20
Internet address

Keywords

  • writing analytics
  • learning analytics
  • stylometry
  • keystroke analysis
  • cognitive load

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