Workshop: “Anwendungsfelder von (KI-) Lerntechnologien” Klausurtagung Landesamt für Schule und Bildung Sachsen

Workshop: “Anwendungsfelder von (KI-) Lerntechnologien” Klausurtagung Landesamt für Schule und Bildung Sachsen

Transfer Activity, Workshop
Auf der 2. Klausurtagung des Landesamts für Schule und Bildung Sachsen, die am 22. und 23. August 2023 in Meißen stattfand, leitete Onur Karademir einen Workshop mit dem Titel "Anwendungsfelder von (KI-) Lerntechnologien". Der Schwerpunkt lag auf den Gelingensbedingungen für den Transfer von Bildungsinnovationen im Bereich EdTech in Schulen. Im Rahmen des Workshops wurden verschiedene Lerntechnologien im Bildungskontext vorgestellt, darunter Intelligente Tutorensysteme (ITS), Teacher-Dashboards sowie automatische Freitextauswertung und Feedback-Generierung. Besonderes Augenmerk lag auf der Diskussion des Potenzials von ITS und Adaptiven Lernsystemen. Diese Werkzeuge bieten die Möglichkeit zur skalierbaren Binnendifferenzierung, indem sie individuelles Lernen in eigenem Tempo und auf individuellem Niveau während Selbstlernphasen ermöglichen. Ein praktisches Beispiel für Teacher Dashboards wurde am Projekt AFLEK erläutert mit dem Learning Analytics Cockpit (LA Cockpit). Das LA Cockpit soll Lehrkräfte bei der Lernstandsdiagnose der…
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Workshops and tutorials at LASI2023 in Singapore

Workshops and tutorials at LASI2023 in Singapore

Feedback, Learning Analytics, Summer School, Workshop
During 6-8 June 2023, Ioana Jivet participated in the first in-person Learning Analytics Summer Institute (LASI) since 2019, hosted by the National University of Singapore (NUS). The event included a keynote delivered by NUS President Prof. Tan Eng Chye on how NUS is supporting education with educational data, a keynote delivered by Prof. Rebecca Ferguson on the current challenges and opportunities of the field of learning analytics (LA), an expert panel discussing the role of LA in the age of AI and a series of tutorials and workshops conducted by various professionals in the field of LA. As part of the program, Ioana Jivet led a 5.5-hour workshop and a 2-hour tutorial focusing on effective dashboard design, data visualization, and sense-making. The workshop "Effective Dashboard Design and Data Visualization for…
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Workshop: Teacher Dashboards supported by AI-generated Feedback @ JTEL Summer School 2023

Workshop: Teacher Dashboards supported by AI-generated Feedback @ JTEL Summer School 2023

Learning Analytics, School, Summer School, Workshop
At the JTEL Summer School 2023 in La Manga, Spain, we hosted the “Teacher Dashboards supported by AI-generated Feedback” workshop. In this workshop, the Learning Analytics Cockpit (LA Cockpit), a tool developed by us, was presented and optimized by the participants. The LA Cockpit is a teacher dashboard that allows teachers to view the learning status of students through different visualizations and to interact with these visualizations to send feedback to (individual or groups of) students through a feedback system to “steer" the learning process. After a short intro on teacher dashboards and feedback theory, the tool with its visual feedback system was be tested "hands-on" by all participants in the workshop. Afterwards we discussed on how to improve the LA Cockpit and for which purposes teachers would ideally use…
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Workshop: Hyperchalk – How to implement Self-hosted Whiteboard Tasks @ JTEL Summer School 2023

Workshop: Hyperchalk – How to implement Self-hosted Whiteboard Tasks @ JTEL Summer School 2023

Artificial Intelligence, Computer-supported collaborative learning, Learning Analytics, Summer School, Workshop
In this workshop which Lukas Menzel and I gave at the seventeenth JTEL Summer School, we explored the possibilities of our self-implemented whiteboard tool Hyperchalk. Hyperchalk is a backend for Excalidraw which allows for integrating learning management systems via LTI and collecting a complete history of trace data. After a short kick-off presentation, we let the participants design their own learning activities using the whiteboard. All participants created little tasks that other participants then solved. As most participants had a strong background in teaching, these were inspired by practical experiences. The tasks involved various topics, from stochastics to K12-level geography. At the end of the workshop, we taught the participants how to administrate the tool and how to set it up on their own servers. Overall, it was a successful…
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Workshop: Large Language Models for Feedback Generation @ JTEL Summer School 2023

Workshop: Large Language Models for Feedback Generation @ JTEL Summer School 2023

Artificial Intelligence, Feedback, Summer School, Workshop
At the seventeenth JTEL Summer School, Lukas Menzel and I had the pleasure of giving a workshop on the potentials and pitfalls of large language models for generating learner feedback. We kicked the event off with a general presentation on large language models. We explained the technical properties of well-known language models such as BERT or GPT. Following this, we went into different setups that can be used for feedback generation. On the one hand, this can involve training a BERT-based model to predict codes for input responses that trigger OnTask-style feedback rules. While this approach is stable regarding what feedback students receive, it is also inflexible, as such feedback cannot necessarily mirror all detailed intricacies that might occur in a student's response. For this reason, it can feel kind…
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Artificial Intelligence Systems for Feedback Generation at JTEL’23

Artificial Intelligence Systems for Feedback Generation at JTEL’23

Summer School, Workshop
How Can AI Help To Learn Better? A Recap of the Workshop on Feedback Generation At jTEL Summer School 2023 in La Manga, Spain, we hosted the "Artificial Intelligence Systems for Feedback Generation" workshop. The workshop was attended by a diverse group of participants who are young researchers in Technology Enhanced learning and interested in how artificial intelligence (AI) can enhance their learning experience. The workshop was led by Daniele Di Mitri, Jan Schneider, Roland Klemke and Bibeg Limbu, all experts in AI in education who shared their insights and experiences with us. What is AI in education? AI in education (AIED) is a research field that explores how to use AI techniques and technologies to support learners with individualized feedback, guidance, and processes. AIED can help learners achieve learning…
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Workshop @ JTELSS – Visualizing Real-World Learning Analytics

Workshop @ JTELSS – Visualizing Real-World Learning Analytics

Learning Analytics, Self-Regulation, Workshop
In this workshop, Atezaz Ahmad, Kamran Mir, Jan Schneider and Daniele Di Mitri presented two datasets (IWWB and Presentation Trainer) to the participants. There were three main tasks: Investigate the datasets and how it could be used to design analytics dashboards. - Participants were asked to use HyperChalk and OpenLAIR to design their solutions. What are some limitations of the current datasets. - List the problems/issues with the datasets and how to improve them. What indicators will we get from this datasets. - List/Name the indicators. At the end of the workshop, we asked the participants to fill out a survey. The survey was about evaluating the IWWB+ analytics dashboard. Here are some pictures of the results:
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Building an Application to Track Psychomotor Skills with Wearable Sensors @ #JTELSS23

Building an Application to Track Psychomotor Skills with Wearable Sensors @ #JTELSS23

Summer School, Workshop
At the 17th EATEL Summer School on Technology-Enhanced Learning (JTELSS 2023) in La Manga, Spain, Gianluca Romano, Jan Schneider, and Daniele Di Mitri conducted the workshop "Building an Application to Track Psychomotor Skills with Wearable Sensors”. The workshop delved into the world of scalable mobile applications and wearable sensors, providing insights into psychomotor skill development. Let's take a moment to reflect on the key highlights from this enriching session. Participants embarked on an exploration of mobile application architecture, gaining a comprehensive understanding of how tasks are effectively distributed between the frontend and backend. Further, participants learned about software building principles to build more reliable and maintainable software such as Separation of Concerns, Single Source of Truth, and Dependency Injection. Through interactive exercises and insightful group work, attendees discovered what it…
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Advancing Education with “AI in the Loop” Interfaces @ #JTELSS23

Advancing Education with “AI in the Loop” Interfaces @ #JTELSS23

Artificial Intelligence, Summer School, Workshop
From June 3rd to 10th, the city of La Manga in Spain hosted an exciting event, the Seventeenth EATEL Summer School on Technology Enhanced Learning (JTELSS 2023). Among the talented researchers organizing this renowned summer school for young TEL researchers in Europe, Sebastian Wollny contributed with a workshop focused on the speed design challenge. The challenge this year was to design an "AI in the Loop" interface specifically aimed at helping teachers analyze Exit Slips. These short reflection tasks, given at the end of a lesson, offer valuable insights into student comprehension and learning. However, teachers often struggle with limited time to thoroughly analyze these Exit Slips. Sebastian encouraged participants to place the human at the center of their design while incorporating artificial intelligence, embracing the concept of "AI in…
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A Vibrant Week of Exchange Between Brazilian and German LA Researchers

A Vibrant Week of Exchange Between Brazilian and German LA Researchers

Higher Education, Learning Analytics, Multimodal Learning Analytics, Research Methods, Research topic, Workshop
From May 22 to 25, 2023 five esteemed guest researchers from Brazil visited the EduTec team in Frankfurt in the context of the Humboldt Foundation's Connect Program. This productive exchange not only shed light on the current state of Learning Analytics (LA) research in Brazil and Germany but also paved the way for potential collaborative research activities. Status of LA research in Brazil The week began with a discussion of the role of LA in the global South. Rafael Ferreira Mello from the Federal Rural University of Pernambuco (UFRPE) emphasized the importance of adapting LA methodologies to the specific context and needs of Brazil, ensuring inclusivity and accessibility in educational initiatives. Diego Dermeval from the Universidade Federal de Alagoas (UFAL) highlighted the potential of AI and LA in supporting teachers…
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