No abstract

Learners use digital media during learning for a variety of reasons. Sometimes media use can be considered “on-task,” e.g., to perform research or to collaborate with peers. In other cases, media use is “off-task,” meaning that learners use content unrelated to their current learning task. Given the well-known problems with self-reported data (incomplete memory, distorted perceptions, subjective attributions), exploring on-task and off-task usage of digital media in learning scenarios requires logging activity on digital devices. However, we argue that logging on- and off-task behaviour has challenges that are rarely addressed. First, logging must be active only during learning. Second, logging represents a potential invasion of privacy. Third, logging must incorporate multiple devices simultaneously to take the reality of media multitasking into account. Fourth, logging alone is insufficient to reveal what prompted learners to switch to a different digital activity. To address these issues, we present a contextually activated logging system that allows users to inspect and annotate the observed activities after a learning session. Data from a formative study show that our system works as intended, and furthermore supports our assumptions about the diverse intentions of media use in learning. We discuss the implications for learning analytics.

In this article, we present our proposal for a set of resource indicators measuring financial, personnel and material resources for education for sustainable development (ESD) in the German primary and secondary education. As resource indicators are an understudied area in ESD indicator research, the present article fills in an important research gap. We constructed an indicator set using a systematic literature review and a three-step validation process. As a result, we propose a comprehensive set of financial, personnel and material resources indicator set for ESD implementation based on both quantitative and qualitative data tailored to the German National ESD Action Plan. A smaller set of resource indicators were also identified, which are all based on relatively easily accessible quantitative data sources. Furthermore, using Germany as an example, the article highlights and addresses the theoretical and methodological challenges of resource indicator development in highly decentralized education systems.