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Browse the scientific research and professional literature used across all seven volumes of The Science of Learning for Educators.
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1 reference
Banihashem and colleagues systematically review 93 studies published from 2011 to 2023 to examine how learning analytics supports formative assessment.
Their coding framework combines three actors—teachers, peers, and learners as self-assessors—with three questions: where learning is going, where it is now, and how to move forward. The review finds that analytics can clarify goals, diagnose current understanding, and support feedback or instructional action, but coverage across the framework is uneven. A central concern is alignment: dashboards or predictions are useful only when their outputs connect to a defensible model of formative assessment and can be interpreted and acted upon.
For educators and designers, the study recommends building analytics around learning intentions, evidence elicitation, feedback processes, and concrete decisions rather than treating data visualisation as formative assessment by itself.
A transparent research trail
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Evidence summaries explain the central idea and why the source matters to educators.
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References are checked against publisher records, scholarly indexes, DOI or ISBN metadata, repositories and author records where available. An entry marked [Citation not verified] preserves the wording found in the relevant volume without attributing findings to an unconfirmed work.
From sources to a coherent pathway