Which data source is commonly used in learning analytics?

Which data source is commonly used in learning analytics?

• A. Payroll data
• B. Access logs
• C. Weather data
• D. Inventory records

Answer: (B)

Learning analytics relies on digital traces of student interactions within learning platforms. Access logs from a learning management system record events like logins, page views, time spent on each page, quiz attempts, and resource downloads with timestamps. Analyzing these logs reveals how students engage with the material, their navigation patterns, where they pause or drop off, and how long they spend on different activities, which are essential signals for understanding learning progress and identifying where to provide support. Other data sources such as payroll data, weather data, or inventory records don’t capture student activity in the learning environment and therefore aren’t used to study learning processes; payroll relates to compensation, weather to environmental conditions, and inventory to stock management. So access logs provide the most direct, scalable view of student behavior for learning analytics.

Learning analytics relies on digital traces of student interactions within learning platforms. Access logs from a learning management system record events like logins, page views, time spent on each page, quiz attempts, and resource downloads with timestamps. Analyzing these logs reveals how students engage with the material, their navigation patterns, where they pause or drop off, and how long they spend on different activities, which are essential signals for understanding learning progress and identifying where to provide support. Other data sources such as payroll data, weather data, or inventory records don’t capture student activity in the learning environment and therefore aren’t used to study learning processes; payroll relates to compensation, weather to environmental conditions, and inventory to stock management. So access logs provide the most direct, scalable view of student behavior for learning analytics.