New Pub: Designing the Learning Analytics Cockpit – A Dashboard that Enables Interventions

New Pub: Designing the Learning Analytics Cockpit – A Dashboard that Enables Interventions

Conference, Conference, Higher Education, Learning Analytics, Publication
This paper presents results from our design and evaluation studies of the Learning Analytics Cockpit (LA Cockpit) for a quiz app, which aims to provide lecturers with important information about students’ knowledge levels. We define a LA Cockpit as a tool for instructors that enables them to steer students’ learning process by providing a LA Dashboard which visualizes students’ learning indicators and an intervention feature enabling instructors to give feedback based on students’ knowledge levels. To address the needs of lecturers we applied the Double Diamond (DD) design process model which consists of four stages: discover, define, develop & refine. Following the DD process, we first conducted a qualitative study by interviewing four lecturers and student teachers to discover their needs. Results from the interviews allowed us to define requirements…
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Auftaktveranstaltung: Forschung über Studienerfolg und Studienabbruch II

Auftaktveranstaltung: Forschung über Studienerfolg und Studienabbruch II

Higher Education, Learning Analytics, Project, Project meeting
Am 11. November 2021 fand die virtuelle Auftaktveranstaltung der BMBF-Förderlinie Forschung über "Studienerfolg und Studienabbruch II" statt. Virtueller Gastgeber war die FernUniversität in Hagen. Das EduTec Team war mit dem Projekt LAMASS@DiLea, in dem Faktoren für Studienabbruch und Studienerfolg im Zusammenhang mit digitalen Lehrformaten untersucht werden, ebenfalls vertreten. [embed]https://static1.bmbfcluster.de/5/2/2/4/0_c464c1b3f1efcf4/52240_b0710c16e248bbf_web.mp4[/embed]   Nach einer Begrüßung der Rektorin der FernUniversität in Hagen, Ada Pellert, stellte Prof. Hans-Dieter Daniel wichtige Erkenntnisse aus der ersten Förderlinie vor und formulierte Anregungen und "lessons learned" für die aktuelle Förderlinie. Danach begannen die Kurzvorstellungen der geförderten Projekte, in denen sich alle 19 Vorhaben zum Thema Studienerfolg und Studienabbruch innerhalb von 5 Minuten präsentierten. Innerhalb der jeweiligen Themencluster entstanden angeregte Diskussion, in denen projektübergreifende Herausforderungen und Lösungsansätze zur Sprache kamen. Im Anschluss an diese Präsentationen gab es Breakout-Sessions mit…
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Invited talk at new Data Science in Education Center at PHZH, Switzerland

Invited talk at new Data Science in Education Center at PHZH, Switzerland

Invited talk
On 09.11.21 Hendrik Drachsler gave an invited talk on Learning Analytics - Data Science in den Bildungswissenschaften at a newly founded Data Science in Education Center the Pädagogische Hochschule Zürich. Hendrik reflected on the process of applying learning analytics solutions within higher education settings, its implications, and the critical lessons learned in the Trusted Learning Research Program. The talk focused on the experience of edutec.science research collective consisting of researchers from the Netherlands and Germany that contribute to the Trusted Learning Analytics (TLA) research program. The TLA program aims to provide actionable and supportive feedback to students and stands in the tradition of human-centered learning analytics concepts. During his talk, Hendrik discussed lessons learned from implementing TLA systems for learning and teaching. He will touch on TLA prerequisites like ethics, privacy,…
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Workshop on Culturally Aware Human-Centred Learning Analytics (CARLA) at EC-TEL2021

General education, Learning Analytics, Workshop
Learning analytics (LA) have been implemented in various countries, often at a limited scale. We have also seen that LA have been used in different ways in different countries. This makes the transfer of LA solutions from one country to another challenging, due to varying contextual, technical, and cultural factors. In an increasingly international educational landscape, how and to what extent should the LA community take into account cultural factors in order to make a relevant impact (i.e., improve learning) at scale? What opportunities are offered by LA technologies to consider learners’ cultural preferences and values, and how can we design culturally aware LA services which account for these values? These were some of the questions we aimed to answer during the Culturally Aware Human-Centred Learning Analytics (CARLA) workshop which…
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#Hackathon Game Design – Winner & Games

#Hackathon Game Design – Winner & Games

Award, Digitalisation, Event, Further Education, Game, School, Team
Der EduTec Hackathon 2021 für MINT-Lernspiele dieses Wochenende ist gerade mit 8 fertigen Spielideen für 45 Minuten Mathe, Bio, Physik oder Informatik Lernen auf spielerische Art und Weise in VR & AR geendet! Das Gewinnerteam nimmt und einmal mit zum Mond Wir sind sehr stolz und glücklich, wie grandios dieses Wochenende war. Haben akuten Schlafmangel, aber viel mit unseren Partnerschulen auszuprobieren in Zukunft und danken unseren tollen Mädels und Jungs der GU, UAS in Frankfurt und TU Darmstadt für 72 Stunden Einsatz, Energie und Kreativität im Team! #happy #MINT #STEM #augmentedreality #Gaming #education #Bildung #bildungsgerechtigkeit #bildungswissenschaften #technologie #futureoflearning #firstplace Euer EduTec Team [video width="3840" height="2160" mp4="https://edutec.science/wp-content/uploads/2021/10/zoom_0_Trim.mp4"][/video]
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Consortium meeting and research workshop of the HELA project

Consortium meeting and research workshop of the HELA project

Higher Education, Learning Analytics, Meta-study, Project, Workshop
On October 22st, 2021, Hendrik Drachsler contributed to the HELA project. Prof. Nina Begičević Ređep PhD, presented activities and results achieved in the seven months of project implementation and give an overview of upcoming research activities due to the end of the first project year. The HELA partners have set up a powerful machine learning literature review system and will focus on providing insights through meta-analysis on ethics & privacy, LA use cases, strategic planning for the adoption of learning analytics. On Friday, October 22nd, 2021, a research workshop will be held where the FOI team will present project results through three modules: 1) Conceptual framework of learning analytics (LA), 2) Strategic planning and decision making related to LA implementation and 3) LA use cases. After this, external associate Prof.…
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PhD defense by Tobias Rohloff: Learning Analytics at Scale Supporting Learning and Teaching in MOOCs with Data-Driven Insights

PhD defense by Tobias Rohloff: Learning Analytics at Scale Supporting Learning and Teaching in MOOCs with Data-Driven Insights

Learning Analytics, Lifelong Learning, PhD defense
Today I had the pleasure to participate in the PhD defense of Tobias Rohloff. The overall aim of this dissertation is to investigate the implementation of LA at the scale of MOOCs and to explore how data-driven technology can support learning and teaching in this context. To this end, several research prototypes have been iteratively developed for the HPI MOOC Platform. Hence, they were tested and evaluated in an authentic real-world learning environment. Most of the results can be applied on a conceptual level to other MOOC platforms as well. The research contribution of this thesis thus provides practical insights beyond what is theoretically possible. In total, four system components were developed and extended: (1) The Learning Analytics Architecture: A technical infrastructure to collect, process, and analyze event-driven learning data based…
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ALICE project workshop

ALICE project workshop

Learning Analytics, Learning Design, School, Workshop
On 12/13 of October the EduTec Team finally hit the road again and met with the ALICE Project partners in Kiel at the IPN for the first post-pandemic f2f Workshop. Wuhuuuuuuuu! The purpose of the 2-day workshop was to work on an instructional model for designing and implementing instructional units in four domains – biology, chemistry, mathematics, and physics – and tracking students learning progression with learning analytics during these units.  The units will be hybrid in that they will take place in regular classrooms but will involve students working through instructional activities involving digital media. Instruction will be led by a regular teacher but will have students continuously interact with a (tablet) computer. In order to be able to analyze students learning progression using learning analytics across the four…
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New Pub: Analysis of the “D’oh!” moments.

New Pub: Analysis of the “D’oh!” moments.

Artificial Intelligence, Conference, Conference, Further Education, Higher Education, Lifelong Learning, Multimodal Learning Analytics, Publication
“Soul and body, I suggest reacting sympathetically upon each other. A change in the state of the soul produces a change in the shape of the body and conversely, a change in the shape of the body produces a change in the state of the soul.” To test this hypothesis proposed by Aristotle, our bachelor student Tetiana Buraha investigated the physiology of students performing task-switching exercises. The physiological data were collected using an Empatica E4 band. The performances of the students were compared against the physiological data using descriptive statistics and machine learning techniques. The analysis of Tetiana enabled the identification of interesting correlations between galvanic skin response and performance, and models to predict performance based on the physiological data. Results of her excellent thesis were published and presented at…
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New Pub: Get your Back Straight!

New Pub: Get your Back Straight!

Conference, Conference, Game, Lifelong Learning, Multimodal Learning Analytics, Publication
“Mens sana in corpore sano” is a phrase that we all have heard multiple times in our life. We know all the positive effects of Sports and Exercise. However, let’s face it! Physical activity is not always fun and when doing it incorrectly without any guidance or feedback it is difficult to see improvements or even worse, we can face the risk of injury. To address these issues Anna Meik for her bachelor thesis developed the Pilates correction App. An application designed to support the practice of the “Kneeling Arm and Leg Reach” Pilates exercise in a gamified way, where the user helps a virtual rocket to reach high scores through the stability of their lower backs. Meik, A., Schneider, J., & Schiffner, D. (2021). Get your back straight! Learn…
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