The field of learning design studies how to support teachers in devising suitable activities for their students to learn. The field of learning analytics explores how data about students' interactions can be used to increase the understanding of learning experiences. Despite its clear synergy, there is only limited and fragmented work exploring the active role that data analytics can play in supporting design for learning. This paper builds on previous research to propose a framework (analytics layers for learning design) that articulates three layers of data analytics-learning analytics, design analytics and community analytics-to support informed decision-making in learning design. Additionally, a set of tools and experiences are described to illustrate how the different data analytics perspectives proposed by the framework can support learning design processes.
To identify factors that can contribute toward supporting educator adoption of digital technologies beyond the emergency remote teaching response to COVID‐19, we investigated how teachers’ motivation and abilities related to the use of digital technologies for teaching changed since the onset of the pandemic. Two surveys and interviews were conducted with school teachers in Spain. The first survey was completed at the onset of the COVID‐19 lockdown, the second survey and interviews in the weeks leading up to the school year that followed. Survey questions were from SELFIE and the Work Tasks Motivation Scale for Teachers. Moreover we analysed the type of advice teachers sought on Twitter during the lockdown and post‐lockdown periods. Results indicate that teachers believe their proficiency in using digital technologies for teaching has improved. Teacher confidence in using technology for preparing lessons, class teaching, assessing and providing feedback, and for communicating with students and families has increased along with teacher motivation to improve their digital skills and use digital technologies for teaching. Teacher advice seeking on Twitter seemed to shift from serving immediate instructional needs to focussing on professional development and the creation of their own digital content. What is already known about this topic There is a need to enhance educator digital skills and competences for a digital transformation of education. The emergency remote teaching response to COVID‐19 made educators increase their usage of technology. What this paper adds Teachers’ motivation and abilities related to the use of digital technologies for teaching have changed since the onset of the pandemic. Teachers believe their proficiency in using digital technologies for teaching has improved. Teacher confidence in using technology for preparing lessons, class teaching, assessing and providing feedback, and communication has increased. Teacher motivation to use digital technologies in their teaching practice increased during the pandemic. Teacher advice seeking on Twitter shifted from serving immediate instructional needs to focusing on professional development and the creation of their own digital content. Implications for practice and/or policy COVID‐19 has rapidly advanced teacher digital skills and has altered their relationships with digital technologies for teaching and learning. Teachers have acquired a range of new experiences related to using digital technologies for teaching from which future initiatives can build upon.
Six Theoretical-Methodological Approaches to Analyze written texts in a Year-long Blended Learning Course Título: Seis enfoques teórico-metodológicos para analizar textos escritos en un curso de aprendizaje combinado de un año
Over the last few years, the use of mobile technologies has brought the formulation of location‐based learning approaches shaping new or enhanced educational activities. Involving teachers in the design of these activities is important because the designs need to be aligned with the requirements of the specific educational settings. Yet analysing the implementation of the activities with students is also critical, not only for assessment purposes but also for enabling the identification of learning design elements that should be revised and improved. This paper studies a case that applies visualizations to support students' self‐assessment and teachers' inquiry of a mobile learning design. The design is a gamified location‐based learning activity composed by geolocated questions and implemented with the “QuesTInSitu: The Game” mobile application. The activity was designed by seven teachers and enacted by 81 secondary education students organized in a total of 23 groups. Log files, gathered from “QuesTInSitu: The Game,” provided the data for the visualizations, which represented relevant aspects of the group activity enactment (both time used to answer questions and to reach the geographical zone of the questions, scores obtained per zone, etc). On the one hand, the visualizations were discussed with the teachers as a learning analytics tool potentially useful to consider when redesigning the activity, if needed. On the other hand, the study shows that the visualizations led students to make a better diagnosis of their own activity performance.
Recent research suggests that training teachers as learning designers helps promote technologyenhanced educational innovations. However, little attention has been paid so far to the interplay between the effectiveness of Teacher Professional Development (TPD) instructional models promoting the role of teachers as designers and the capabilities (and pitfalls) of the heterogeneous landscape of available Learning Design (LD) tooling employed to support such TPD. This paper describes a mixed method study that explores the use of a novel Integrated Learning Design Environment (ILDE) for supporting a TPD program on Information and Communication Technologies (ICT) and Collaborative Learning (CL). 36 Adult Education (AE) and Higher Education (HE) in-service teachers, with little experience on both CL and ICT integration, participated in a study encompassing training workshops and follow-up fulllifecycle learning design processes (from initial conceptualization to implementation with a total of 176 students). The findings from our interpretive study showcase the benefits (and required effort) derived from the use of an integrated platform that guides teachers along the main phases of the learning design process, and that automates certain technological setup tasks needed for the classroom enactment. The study also highlights the need for adaptation of the TPD instructional model to the learning curve associated to the LD tooling, and explores its impact on the attitude of teachers towards future adoption of LD practices.
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