Define learning analytics and give examples of educational data used.

Define learning analytics and give examples of educational data used.

• A. Predicting future salaries of graduates.
• B. Data about student demographics used for marketing.
• C. Analyzing educational data to improve learning; examples include access logs, quiz scores, time-on-task, resource usage, and discussion activity.
• D. Data cleaning to reduce errors in reports.

Answer: (C)

Learning analytics is about examining data generated by learning activities to understand and improve how people learn and how the learning environment supports them. The examples—access logs that show which parts of a course are being used, quiz scores that reflect mastery, time-on-task indicating engagement, resource usage revealing which materials are utilized, and discussion activity showing participation—are typical educational data used to spot patterns, intervene when students struggle, and tailor instruction to boost learning outcomes. Other options miss the focus: predicting future salaries looks at post-education outcomes, data about demographics used for marketing serves outreach purposes, and data cleaning aims at fixing errors rather than analyzing learning to improve it.

Learning analytics is about examining data generated by learning activities to understand and improve how people learn and how the learning environment supports them. The examples—access logs that show which parts of a course are being used, quiz scores that reflect mastery, time-on-task indicating engagement, resource usage revealing which materials are utilized, and discussion activity showing participation—are typical educational data used to spot patterns, intervene when students struggle, and tailor instruction to boost learning outcomes. Other options miss the focus: predicting future salaries looks at post-education outcomes, data about demographics used for marketing serves outreach purposes, and data cleaning aims at fixing errors rather than analyzing learning to improve it.