Using innovative methods to explore the potential of an alerting dashboard for science inquiry

Rachel Dickler, Janice Gobert, Michael Sao Pedro

Research output: Contribution to journalArticlepeer-review

2 Scopus citations

Abstract

Educational technologies, such as teacher dashboards, are being developed to support teachers’ instruction and students’ learning. Specifically, dashboards support teachers in providing the just-in-time instruction needed by students in complex contexts such as science inquiry. In this study, we used the Inq-Blotter teacher-alerting dashboard to investigate whether teacher support elicited by the technology influenced students’ inquiry performance in a science intelligent tutoring system, Inq-ITS. Results indicated that students’ inquiry improved after receiving teachers’ help, elicited by the Inq-Blotter alerts. This inquiry improvement was significantly greater than for matched students who did not receive help from the teacher in response to alerts. Epistemic network analyses were then used to investigate the patterns in the discursive supports provided to students by teachers. These analyses revealed significant differences in the types of support that fostered (versus did not foster) student improvement; differences across teachers were also found. Overall, this study used innovative tools and analyses to understand how teachers use this technological genre of alerting dashboards to dynamically support students in science inquiry.

Original languageEnglish (US)
Pages (from-to)105-122
Number of pages18
JournalJournal of Learning Analytics
Volume8
Issue number2
DOIs
StatePublished - 2021

All Science Journal Classification (ASJC) codes

  • Education
  • Computer Science Applications

Keywords

  • Epistemic network analyses
  • Science inquiry
  • Teacher dashboard

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