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Learning Analytics Method/Evidence
Method evidence record

Learning Analytics Method

Learning analytics is the measurement, collection, analysis, and reporting of data about learners and their contexts for the purposes of understanding and optimizing learning and the environments in which it occurs. Emerging as a distinct field around 2011, and consolidated through the work of George Siemens, Ryan Baker, and the Society for Learning Analytics Research, it is methodologically a pipeline: learner trace data are gathered from digital environments, integrated, modeled to detect patterns and predict outcomes, and then fed back to learners, instructors, and institutions to inform action.

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Source record

Citations copied verbatim from the method’s source record. No claim-level verification is inferred from them.

Learning Analytics: Measurement, Modeling, and Feedback on Learning Data
Taxonomic method record · process-pipeline / education
  • Baker, R. S. J. d., & Inventado, P. S. (2014). Educational Data Mining and Learning Analytics. In J. A. Larusson & B. White (Eds.), Learning Analytics: From Research to Practice (pp. 61–75). Springer. · DOI 10.1007/978-1-4614-3305-7_4
  • Siemens, G., & Baker, R. S. J. d. (2014). The Journal of Learning Analytics: Supporting and promoting learning analytics research. Journal of Learning Analytics, 1(1), 1–6. · DOI 10.18608/jla.2014.11.2
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Related methods

Generated from the method graph and shown as machine-suggested relations — no evidence claim is inferred.

Same method familyContent Analysismachine-suggested · Relational suggestion, not evidence.Used in the same domainEducational Growth Curve Modelingmachine-suggested · Relational suggestion, not evidence.Same method familyLearning Analyticsmachine-suggested · Relational suggestion, not evidence.Same method familyOpportunity to Learn Analysismachine-suggested · Relational suggestion, not evidence.

Evidence status

Sources recorded, not reviewed

Bibliographic sources are present. Claim-level evidence review has not been performed.

Sources

2 recorded citations, copied from the method source record.

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