Advancing Automated Analysis of Concept Maps at AIED24

Advancing Automated Analysis of Concept Maps at AIED24

Artificial Intelligence, Feedback, Higher Education, Learning Analytics, Publication, School, Workshop, Workshop
The 25th International Conference on Artificial Intelligence in Education (AIED 2024), held from July 8-12 in Recife, Brazil, was a significant event for the Highly Informative Learning Analytics Research Programme. This year marked the first Brazilian-German cooperation in this field, supported by the Alexander Humboldt Foundation, the DIPF in Frankfurt and IPN in Kiel under the ALICE project. Two workshop papers presented at the conference showcased innovative approaches to automatically analyze concept maps, promising to automate the way educators assess and understand the student-created context. #AIED24 #LearningAnalytics #ConceptMaps #AIinEducation #EducationalTechnology #MachineLearning #CulturalDiversity #RealTimeFeedback #EdTech #AI #Education #CrossCulturalCollaboration Paper 1: The Influence of Diverse Educational Contexts on Concept Map Structures Authors: Laís P. Van Vossen, Isabela Gasparini, Elaine H. T. Oliveira, Berrit Czinczel, Ute Harms, Lukas Menzel, Sebastian Gombert, Knut Neumann,…
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JTEL workshop: Making Presentable Research

JTEL workshop: Making Presentable Research

Higher Education, Multimodal Learning Analytics, Workshop
[caption id="attachment_6515" align="aligncenter" width="640"] Photo of Nina and Stefan presenting in the worskhop[/caption] On May 14th, a workshop titled "Making Presentable Research" was held at the JTEL Summer School 2024, led by Stefan Hummel, Nina Mouhammad, Daniele Di Mitri, and Jan Schneider. The session was designed to equip PhD candidates with the skills necessary to effectively communicate their research. The ability to present research clearly and persuasively is a vital skill for PhD candidates. This workshop provided a platform to learn and practice these skills, using innovative software tools designed for message composition and nonverbal communication training. The workshop was organized into several segments, each focusing on different aspects of research presentation: An introduction to the topic and project. A guide to downloading and accessing the necessary software. A session…
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FoLA supports Simulation-based Training for High-risk Clinical Situations

FoLA supports Simulation-based Training for High-risk Clinical Situations

Assessment, Empirical Study, Feedback, Further Education, Higher Education, Learning Analytics, Learning Design, medical education, Multimodal Learning Analytics, Workshop
From May 16th to 17th, 2024, Hendrik Drachsler and Marcel Schmitz (TETRA AI, ZUYD University of Applied Science) had the pleasure of providing a FoLA workshop at the College of Anaesthesiologists of Ireland (CAI) in Dublin, Ireland, under the support of the Insight research centre. Together with members from CAI and from the ASSERT Centre, College of Medicine and Health, University College Cork (UCC), they used the FoLA tool to plan a simulation-based training for high-risk clinical situations using highly informative feedback. Data from these trainings will be collected and analyzed to determine how effective this training is in improving the performance of the attendees. The study is being planned to take place with around 100 doctors in training at two simulation training centers: at ASSERT Centre UCC and at…
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How to Implement and Scale Learning Analytics Infrastructures in the Cloud @ #JTELSS24

How to Implement and Scale Learning Analytics Infrastructures in the Cloud @ #JTELSS24

Critical Online Reasoning, Higher Education, Learning Analytics, Summer School, Workshop
At the 18th EATEL Summer School on Technology-Enhanced Learning (JTELSS 2024) in Gabicce Mare, Pesaro, Italy, Gianluca Romano and Sebastian Gombert conducted the workshop "From Learner Behavior to Big Data: How to Implement and Scale Learning Analytics Infrastructures in the Cloud”. In the ever-evolving world of cloud computing, Azure stands out as a robust platform offering a myriad of services and tools to help businesses innovate and scale. Recently, we had the chance to delve deep into Azure's ecosystem, exploring its billing structures, infrastructure capabilities, and budgeting models. Here's a glimpse into what we learned and how you can leverage Azure for tracking user behavior and managing costs effectively. One of the foundational aspects of working with Azure is understanding its billing structure, which is organized into tenants, subscriptions, and…
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Team led by Sebastian Gombert wins one of two tracks at BEA 2024 shared task on predicting Item Difficulty and Item Response Time

Team led by Sebastian Gombert wins one of two tracks at BEA 2024 shared task on predicting Item Difficulty and Item Response Time

Artificial Intelligence, Assessment, Award, Computational Psychometrics, Conference, Higher Education, New Pub, Workshop
For standardized exams to be fair and reliable, they must include a diverse range of question difficulties to accurately assess test taker abilities. Additionally, it's crucial to balance the time allotted per question to avoid making the test unnecessarily rushed or sluggish. The goal of this year's BEA shared task (competition) was to build systems which could predict Item Difficulty and Item Response Time for items taken from the United States Medical Licensing Examination (USMLE). EduTec member Sebastian Gombert designed systems which are able to predict both variables simultaneously. These placed first out of 43 for predicting Item Difficulty and fitfth out of 34 for predicting Item Response Time. They use modified versions of established transformer language models in a multitask setup. A corresponding system description paper titled Predicting Item…
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Enhancing Learning with Data-enriched Activities: Insights from the HIKOF/IMPACT Workshop at eLearning Netzwerktag 2023

Enhancing Learning with Data-enriched Activities: Insights from the HIKOF/IMPACT Workshop at eLearning Netzwerktag 2023

Conference, Event, Feedback, Higher Education, Learning Analytics, Learning Design, Project, Workshop
At the 16te eLearning Netzwerktag 2023, participants had the opportunity to engage in various thought-provoking workshops. One workshop that stood out was the HIKOF/IMPACT session, where the edutec.science members from these AI projects shed light on the development of Data-enriched Learning Activities (DeLAs). This interactive workshop showcased how DeLAs offer valuable insights into students' competency development within digital learning activities. Let's delve into the details of how the HIKOF/IMPACT projects, part of the HILA research program, are revolutionizing eLearning through the implementation of DeLAs. The HIKOF/IMPACT workshop focused on exploring the concept and implementation of Data-enriched Learning Activities. Through DeLAs, educators gain unique insights into students' competency development during digital learning processes. These activities represent a powerful approach that leverages AI to analyze real-time data and provide highly informative feedback…
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Conference: Demo and paper presentations at EARLI 2023

Conference: Demo and paper presentations at EARLI 2023

Artificial Intelligence, Conference, Feedback, Higher Education, Learning Analytics, Self-Regulation, Workshop
This year, the biannual EARLI conference took place between 21-26 August 2023 in Thessaloniki, Greece and EduTec member Ioana Jivet represented DIPF with two contributions. The 1.5-hour ICT demo Closing the Feedback Loop - A Moodle Plugin for (Semi-)automated Feedback introduced participants to the work of PhD student Tornike Giorgashvili, supervised by Hendrik Drachsler and Ioana Jivet, and the outcomes of the HIKOF project: LearnDashPlus, a Moodle plugin which helps teachers provide written feedback in large courses. This tool also prompts students to reflect on the feedback they received and allows teachers to explore if such feedback helps students to understand their learning behavior and improve their learning performance. Our tool is intended to work as an educational intervention and an instrument of dialogue between teachers and students and thus closing…
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Workshop: 5th CARLA Workshop at ECTEL 2023

Workshop: 5th CARLA Workshop at ECTEL 2023

Conference, Learning Analytics, Workshop
The fifth edition of Workshop on Culturally Aware Learning Analytics (CARLA) was organised by Ioana Jivet from Goethe University and DIPF together with Maren Scheffel from Ruhr University Bochum and Olga Viberg from KTH Stockholm. During the workshop, the participants were engaged in discussions around the design of educational technologies and rated the workshop positively. The rationale behind the workshop is that 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 this workshop, we aim to identify and discuss possible cultural differences and also similarities–the factors that have…
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Reflecting on the 10th German Learning Analytics Workshop at DELFI 2023: A Decade of Insights and Lessons Introduction

Reflecting on the 10th German Learning Analytics Workshop at DELFI 2023: A Decade of Insights and Lessons Introduction

Conference, Higher Education, Learning Analytics, School, Workshop
On September 11, 2023, the 10th Learning Analytics Workshop took place during the DELFI’23 and HDI’23 conferences in Aachen, Germany. This year marked a special milestone for the workshop as it celebrated "Ten years of learning analytics in German-speaking space: Success, failure and lessons learned." Co-organized by Ioana Jivet and featuring Hendrik Drachsler as a panelist, the workshop aimed to provide a comprehensive platform for sharing experiences, discussing research, and contemplating the future of learning analytics. A decade in review learning analytics has come a long way since its inception. Initially a niche area, it has now become an integral part of e-learning research, gaining prominence at international conferences like LAK and EDM. The recent pandemic-induced digitization in educational institutions has only accelerated this trend, making LA more visible and…
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Keynote: Teaching with AI?! School in the Era of ChatGPT and Chatbots

Keynote: Teaching with AI?! School in the Era of ChatGPT and Chatbots

Artificial Intelligence, Invited talk, Transfer Activity, Workshop
Last week, the University of Hildesheim hosted an enlightening keynote by Sebastian Wollny on the topic, "Unterricht mit KI?! Schule in Zeiten von ChatGPT und Chatbots" (Teaching with AI?! School in the Era of ChatGPT and Chatbots). This thought-provoking presentation unfolded a narrative that encompassed the history of chatbots, their profound influence on our daily lives, three pivotal areas for their application in education, and the evolving role of educators. The keynote was a pivotal event within the framework of the teacher training program, "Digitalisierung in der Unterrichtspraxis: Erprobte Konzepte und Tools für den Fachunterricht" (Digitalization in Teaching Practice: Tested Concepts and Tools for Subject Instruction). It brought together approximately 50 enthusiastic educators from across Lower Saxony, all eager to enhance their teaching through digital means. Aside from Sebastian Wollny's…
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