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Multimodal data have the potential to explore emerging learning practices that extend human cognitive capacities. A critical issue stretching in many multimodal learning analytics (MLA) systems and studies is the current focus aimed at supporting researchers to model learner behaviours, rather than directly supporting learners. Moreover, many MLA systems are designed and deployed without learners' involvement. We argue that in order to create MLA interfaces that directly support learning, we need to gain an expanded understanding of how multimodal data can support learners' authentic needs. We present a qualitative study in which 40 computer science students were tracked in an authentic learning activity using wearable and static sensors. Our findings outline learners' curated representations about multimodal data and the non‐technical challenges in using these data in their learning practice. The paper discusses 10 dimensions that can serve as guidelines for researchers and designers to create effective and ethically aware student‐facing MLA innovations. Lay Description: What is already known about this topic: Many MLA systems are designed without learners' involvement.Understanding of how multimodal data can support learners' authentic needs is needed.MLA have the potential to enable the automated generation of models to provide real‐time feedback. What this paper adds: Understanding how learners perceive multimodal data and the learning context.The findings outline the soft challenges in using multimodal data in the learning practice.Ten dimensions were identified to serve as guidelines for researchers and designers.The paper reports learners' perspectives describing new, intriguing, and under‐developed ideas about potential uses of multimodal data in educational context.The discussion on the need for human‐centred design approaches for educational technologies has been presented. Implications for practice and/or policy: Relevant pointers for what is appropriate and ethically necessary when designing learning technologies.Change in perspective among educators, on how they address progress and engagement in learning. [ABSTRACT FROM AUTHOR]

Background: Globally, digital skills are a crucial aspect of education that schools should develop systematically. Research on digital skills tends to be measured using self‐reports, performance tests or interventions. There is less knowledge about student and teacher uptake of technology in school, making it important to investigate the actual use of technology and digital skills in authentic classroom settings. Objectives: This study contributes unique baseline data concerning students' use of technology and digital skills across mandatory English courses in real classroom settings in secondary schools in Norway over time. Methods: The study adapted a national framework for digital skills into an observation protocol. With it, this study analysed videos from 60 naturally occurring English lessons in 13 English classes at seven lower secondary schools over two school years (grades 9 and 10), following 186 students (aged 13–15) and 10 teachers. Results and Conclusions: Students used digital skills critical for education in half of the video‐recorded English lessons, with more digital skill use at some schools over time. The main finding across classrooms and school years regards students' use of basic, not advanced, digital skills. Takeaways: Although teachers provide opportunities for students to use digital skills in school, more advanced skills are needed. This work calls for continued use of video recordings to provide systematic comparisons of potential shifts in students' digital skills in real English secondary classroom settings over time. Lay Description: What is currently known: Digital skills is a crucial aspect of education globallyStudent and teacher uptake of technology varies extensivelyMost studies on the use of digital technology concern self‐reports and interventionsFew studies exist concerning the actual use of digital skills in the classroom What this paper adds: Video recordings from seven English classrooms across two school years are analysed.A framework for digital skills is adopted and used as observation protocolAttention is given to the difference between basic and advanced digital skillsHow technology is actually used matters more than how much technology is available Implications of study findings for practitioners: Teachers should offer opportunities for students' use of digital skills in the classroomSubject‐specific use of digital skills should be prioritizedThere is a need for more emphasis on reflection and digital judgementWe need to encourage the use of advanced digital skills and not only basic skills [ABSTRACT FROM AUTHOR]