Writing Process Differences in Subgroups Reflected in Keystroke Logs

We used an unobtrusive approach, keystroke logging, to examine students' cognitive states during essay writing. Based on data contained in the logs, we classified writing process data into three states: text production, long pause, and editing. We used semi-Markov processes to model the sequenc...

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Veröffentlicht in:Journal of educational and behavioral statistics 2019-10, Vol.44 (5), p.571-596
Hauptverfasser: Guo, Hongwen, Zhang, Mo, Deane, Paul, Bennett, Randy E.
Format: Artikel
Sprache:eng
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Zusammenfassung:We used an unobtrusive approach, keystroke logging, to examine students' cognitive states during essay writing. Based on data contained in the logs, we classified writing process data into three states: text production, long pause, and editing. We used semi-Markov processes to model the sequences of writing states and compared the state transition time and probability for demographic subgroups that were matched on writing proficiency. Results suggested that the subgroups employed different processes in essay writing.
ISSN:1076-9986
1935-1054
DOI:10.3102/1076998619856590