Conference Paper From the article: Abstract Learning analytics is the analysis and visualization of student data with the purpose of improving education. Literature reporting on measures of the effects of data-driven pedagogical interventions on learning and the environment in which this takes place, allows us to assess in what way learning analytics actually improves learning. We conducted a systematic literature review aimed at identifying such measures of data-driven improvement. A review of 1034 papers yielded 38 key studies, which were thoroughly analyzed on aspects like objective, affected learning and their operationalization (measures). Based on prevalent learning theories, we synthesized a classification scheme comprised of four categories: learning process, student performance, learning environment, and departmental performance. Most of the analyzed studies relate to either student performance or learning process. Based on the results, we recommend to make deliberate decisions on the (multiple) aspects of learning one tries to improve by the application of learning analytics. Our classification scheme with examples of measures may help both academics and practitioners doing so, as it allows for structured positioning of learning analytics benefits.
poster voor de EuSoMII Annual Meeting in Pisa, Italië in oktober 2023. PURPOSE & LEARNING OBJECTIVE Artificial Intelligence (AI) technologies are gaining popularity for their ability to autonomously perform tasks and mimic human reasoning [1, 2]. Especially within the medical industry, the implementation of AI solutions has seen an increasing pace [3]. However, the field of radiology is not yet transformed with the promised value of AI, as knowledge on the effective use and implementation of AI is falling behind due to a number of causes: 1) Reactive/passive modes of learning are dominant 2) Existing developments are fragmented 3) Lack of expertise and differing perspectives 4) Lack of effective learning space Learning communities can help overcome these problems and address the complexities that come with human-technology configurations [4]. As the impact of a technology is dependent on its social management and implementation processes [5], our research question then becomes: How do we design, configure, and manage a Learning Community to maximize the impact of AI solutions in medicine?
The IMPULS-2020 project DIGIREAL (BUas, 2021) aims to significantly strengthen BUAS’ Research and Development (R&D) on Digital Realities for the benefit of innovation in our sectoral industries. The project will furthermore help BUas to position itself in the emerging innovation ecosystems on Human Interaction, AI and Interactive Technologies. The pandemic has had a tremendous negative impact on BUas industrial sectors of research: Tourism, Leisure and Events, Hospitality and Facility, Built Environment and Logistics. Our partner industries are in great need of innovative responses to the crises. Data, AI combined with Interactive and Immersive Technologies (Games, VR/AR) can provide a partial solution, in line with the key-enabling technologies of the Smart Industry agenda. DIGIREAL builds upon our well-established expertise and capacity in entertainment and serious games and digital media (VR/AR). It furthermore strengthens our initial plans to venture into Data and Applied AI. Digital Realities offer great opportunities for sectoral industry research and innovation, such as experience measurement in Leisure and Hospitality, data-driven decision-making for (sustainable) tourism, geo-data simulations for Logistics and Digital Twins for Spatial Planning. Although BUas already has successful R&D projects in these areas, the synergy can and should significantly be improved. We propose a coherent one-year Impuls funded package to develop (in 2021): 1. A multi-year R&D program on Digital Realities, that leads to, 2. Strategic R&D proposals, in particular a SPRONG/sleuteltechnologie proposal; 3. Partnerships in the regional and national innovation ecosystem, in particular Mind Labs and Data Development Lab (DDL); 4. A shared Digital Realities Lab infrastructure, in particular hardware/software/peopleware for Augmented and Mixed Reality; 5. Leadership, support and operational capacity to achieve and support the above. The proposal presents a work program and management structure, with external partners in an advisory role.
The PhD research by Joris Weijdom studies the impact of collective embodied design techniques in collaborative mixed-reality environments (CMRE) in art- and engineering design practice and education. He aims to stimulate invention and innovation from an early stage of the collective design process.Joris combines theory and practice from the performing arts, human-computer interaction, and engineering to develop CMRE configurations, strategies for its creative implementation, and an embodied immersive learning pedagogy for students and professionals.This lecture was given at the Transmedia Arts seminar of the Mahindra Humanities Center of Harvard University. In this lecture, Joris Weijdom discusses critical concepts, such as embodiment, presence, and immersion, that concern mixed-reality design in the performing arts. He introduces examples from his practice and interdisciplinary projects of other artists.About the researchMultiple research areas now support the idea that embodiment is an underpinning of cognition, suggesting new discovery and learning approaches through full-body engagement with the virtual environment. Furthermore, improvisation and immediate reflection on the experience itself, common creative strategies in artist training and practice, are central when inventing something new. In this research, a new embodied design method, entitled Performative prototyping, has been developed to enable interdisciplinary collective design processes in CMRE’s and offers a vocabulary of multiple perspectives to reflect on its outcomes.Studies also find that engineering education values creativity in design processes, but often disregards the potential of full-body improvisation in generating and refining ideas. Conversely, artists lack the technical know-how to utilize mixed-reality technologies in their design process. This know-how from multiple disciplines is thus combined and explored in this research, connecting concepts and discourse from human-computer interaction and media- and performance studies.This research is a collaboration of the University of Twente, Utrecht University, and HKU University of the Arts Utrecht. This research is partly financed by the Dutch Research Council (NWO).Mixed-reality experiences merge real and virtual environments in which physical and digital spaces, objects, and actors co-exist and interact in real-time. Collaborative Mix-Reality Environments, or CMRE's, enable creative design- and learning processes through full-body interaction with spatial manifestations of mediated ideas and concepts, as live-puppeteered or automated real-time computer-generated content. It employs large-scale projection mapping techniques, motion-capture, augmented- and virtual reality technologies, and networked real-time 3D environments in various inter-connected configurations.This keynote was given at the IETM Plenary meeting in Amsterdam for more than 500 theatre and performing arts professionals. It addresses the following questions in a roller coaster ride of thought-provoking ideas and examples from the world of technology, media, and theatre:What do current developments like Mixed Reality, Transmedia, and The Internet of Things mean for telling stories and creating theatrical experiences? How do we design performances on multiple "stages" and relate to our audiences when they become co-creators?Contactjoris.weijdom@hku.nl / LinkedIn profileThis research is part of the professorship Performative Processes
In the small village of Nuenen in the Netherlands, Vincent van Gogh, the legendary artist, resided with his parents for two years in the late 19th century. Today, visitors can literally walk in Vincent’s footsteps and hear stories about that period of his life. There is also a renovated indoor museum in the village showcasing many beautiful and inspiring objects.We carefully studied the visitor experience over two rounds of data collection: one in 2018 and another in 2023 after the museum's renovation. In the second round, 40 students from Breda University of Applied Sciences were invited to spend a day in Nuenen. The participants, aged mostly between 20 and 30 years, came from the Netherlands and 16 other countries. None of them had visited the previous museum setup in Nuenen, although two-thirds had visited at least one other Vincent-centered attraction or had researched Vincent and his life prior to the visit.During their visit, research participants were tracked using Bluetooth beacons (indoors) and GPS tracking (outdoors), while wearing wristbands that measured their level of emotional engagement in real time. They toured the museum and the village and provided feedback on their experience through questionnaires administered before and after the visit.The results of the research showed that visitors were emotionally touched at certain stops of the tour more than others, enjoyed interacting with specific elements in the museum, and spent more time in particular areas of the museum. Most participants could vividly imagine themselves back in the days (narrative transportation), felt closer to Nuenen residents as a result of the visit, and generally found the visit to be quite meaningful. Learning and self-expansion were high, with some visitors even finding the visit transformative, leading to changes in attitude, behavior, and identities. We also found a strong correlation between these measures and the Net Promoter Score (NPS). Recommendations and emotion maps were presented to the museum as they continue to refine their visitor experiences.Research carried out for Van Gogh Village Museum Nunen.
