learning analytics
Student data analysis
Learning analytics is the collection and analysis of data about learners and their contexts, used to understand and improve educational outcomes.
Schools and online platforms track metrics like time spent on tasks, quiz performance, and engagement patterns: The learning analytics dashboard showed which students were falling behind.
The field raises both promise and privacy concerns.
- data privacyProtection of personal information
- competency mappingCataloging workforce abilities systematically
- algorithmic biasSystematic unfairness in automated decisions
- informed consentPermission given with understanding
- natural language processingComputational analysis of speech
at-risk students · tracking systems · retention rates · metadata · early warning systems · real-time feedback · clicks · digital footprints · outcomes · grades · patterns · insights · dropout · performance · feedback · assessment · student · dashboards
- e-learningonline courses, online course, virtual classrooms, virtual classroom, distance education
- edtecheducational software, online classes, Moodle, STEM, digital education
- Education Trendsflipped classroom, STEM, gamification, STEAM, edtech
- HR metricsheadcount, turnover rate, retention rate, attrition rate, absenteeism
- trainingtraining, basic training, training session, employee training, apprenticeships
- pedagogyteaching methods, teaching, teaching strategies, teaching models, teaching techniques
learning analyticstraditional teaching
Instructor-centered classroom learning
learning analyticsSocratic method
Teaching by strategic questioning