Journal of Learning Analytics · 2024 · 14 citations · 32 references
EducationEducational TechnologyTeachingComputer-assisted InstructionInstructional DesignPedagogyClassroom FeedbackFeedback For LearningFeedback PracticesOnline FeedbackTeacher-student InteractionTechnology IntegrationControl Group DesignFeedbackFeedback Use In LearningProcess FeedbackProcess-level FeedbackStudent Learning OutcomesTeacher Feedback SystemsTechnology Acceptance
This paper presents a teacher dashboard intervention study in secondary school practice involving teachers (n = 16) with their classes (n = 22) and students (n = 403). A quasi-experimental treatment-control group design was implemented to compare student learning outcomes between classrooms where teachers did not have access to the dashboard and classrooms where teachers had access to the dashboard. We examined different points in the impact chain of the “LA Cockpit,” a teacher dashboard with a feedback system through which teachers can send feedback to their students on student learning. To investigate this impact chain from teacher use of dashboards to student learning, we analyzed 1) teachers’ perceived technology acceptance of the LA Cockpit, 2) teacher feedback practices using the LA Cockpit, and 3) student knowledge gains as measured by pre- and post-tests. The analysis of n = 355 feedback messages sent by teachers through the LA Cockpit revealed that the dashboard assists teachers in identifying students facing difficulties and that teachers mostly provided process feedback, which is known to be effective for student learning. For student learning, significantly higher knowledge gains were found in the teacher dashboard condition compared to the control condition.
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John Hattie, Helen Timperley · Review of Educational Research · 2007 · 12.1K citations · Full text
Penetrating the Fog: Analytics in Learning and Education.
George Siemens, Phil Long · 2011 · 1.8K citations
Set Correlation and Contingency Tables
Jacob Cohen · Applied Psychological Measurement · 1988 · 1.6K citations · Full text
Natural Sciences, Biostatistics, Categorical Data Analysis +15