PhD Defense on Software Infrastructure for Contextualized Learning Analytics in Online Education

PhD Defense on Software Infrastructure for Contextualized Learning Analytics in Online Education

Learning Analytics, PhD defense
We warmly congratulate our esteemed alumni George-Petru Ciordas-Hertel on the successful defense of his PhD thesis this past Tuesday, 05.11.2024!  Way to go, Dr. George! We are proud of you for achieving this milestone! At universities we have seen a big shift to online education in the past ten years, as universities have continuously integrated technology into educational environments. This development has brought students and educators new possibilities, but also challenges. A promising method is Learning Analytics (LA), which uses data to gain insights into learning behaviors and enhance educational outcomes. In his dissertation, George highlights a critical limitation in traditional learning analytics: they often overlook significant aspects of learners’ digital and physical environments. His research proposes that integrating contextual information from these environments could make LA even more effective.…
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New Pub: How Can Learning Analytics Dashboards Help Improve Students’ Self-Regulated Learning?

New Pub: How Can Learning Analytics Dashboards Help Improve Students’ Self-Regulated Learning?

Conference, Empirical Study, Learning Analytics, Publication, School, Self-Regulation
Learning Analytics Dashboards (LADs) are important and widely-used tools used to give feedback to students and to aid them in their self-regulating learning process. Much has been done to investigate the design of LADs, but there is still a lack of knowledge regarding how students interpret the information shown on LADs and how they actually use these tools while learning. In a newly published study, we try to fill this gap. In an experimental study, we compared two groups of students. One group was given personalized self-regulared learning (SRL) feedback on their interactions and learning advances. The control group was only given minimal feedback calculated from the average class scores. After reviewing their feedback, students submitted written reflections on how they would adjust their study behavior. The researchers then analyzed…
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New Pub: Conceptual Map Assessment Through Structure Classification

New Pub: Conceptual Map Assessment Through Structure Classification

Assessment, Conference, Feedback, Publication, School
In educational settings concept maps are often chosen as a tool to help knowledge constructions be visualized. While mapping out concepts and their relationships, students are able to show how well (or not well) they understand certain subjects. A newly published study, which was presented at the AIED 2024 in Recife, Brazil, takes their usage a step further, examining the structural patterns in concept maps and developing an automated system to classify them. The researchers categorized 511 different concept maps into three key structures: spoke, network and chain. Each structure type can provide its own insight about the deepness of students’ understanding. For example, a "spoke" structure may indicate a surface-level understanding, while a "network" might reflect a more complex comprehension. The researchers trained multiclass classification models using statistical data…
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New Pub: Learning At and From a Virtual Conference

New Pub: Learning At and From a Virtual Conference

Higher Education, Journal, New Pub
In light of the COVID pandemic and the climate crisis, many academic conferences have switched from face-to-face to virtual or hybrid conferences. The advantages of completely virtual conferences are clear. The organizers don’t need to look for physical rooms to book or need to organize food or drinks for participants. For the participants, this form of conferences can also be advantageous because there are no travel expenses and no travel time. Those participating from other countries can even take part in the conference despite being in different time zones or continents. The advantages go hand in hand with the disadvantages of limited personal interaction: no scientific (or leisurely) discussions during a coffee break or a chance to get to know fellow researchers seated nearby before a session begins. With all…
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From Office Talks to Lecture Halls: Congratulations and Farewell to Joshua Weidlich

From Office Talks to Lecture Halls: Congratulations and Farewell to Joshua Weidlich

Team
It doesn’t happen often that one can witness a colleague taking an inspiring leap into a new and exciting chapter of their careers. But today, we celebrate just that, as we send our warmest congratulations to our esteemed colleague Dr. Joshua Weidlich as he takes up a tenure track professorship at the University of Zurich and the Pädagogische Hochschule Zürich starting in October. To embark on this new journey, Joshua will be swapping the Frankfurt Skyline for the Swiss mountains. We are excited for him for this change of scenery, but will miss him dearly. Joshua has been part of the EduTec family for 3.5 years – which accounts to roughly 1,278 cups of coffee and probably even more team and project meetings. His incredibly helpful and consistently friendly nature…
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A Warm Welcome: Our Guest Researcher Víctor Alonso-Prieto Begins His Visit

A Warm Welcome: Our Guest Researcher Víctor Alonso-Prieto Begins His Visit

Team
We are very excited to welcome Víctor Alonso-Prieto, who has just joined the EduTec team as a visiting researcher from the University of Valladolid, Spain. His three-month research visit from 10.09 till 15.12.2024 promises to inspire new collaborations and bring fresh insights into the field of educational technologies. His research stay at DIPF will be supervised by Dr. Daniele Di Mitri and he will work together with members of the HyTea project as well as other researchers from the EduTec and EduCS team. We look forward to this time of research and exchange! Here is a short introduction of our visitor Víctor: Current PhD project Víctor is currently pursuing a PhD in Transdisciplinary Research in Education. Víctor’s PhD project, which is co-supervised by Dr. Sara Lorena Villagrá-Sobrino and Dr. Yannis…
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New Pub: Revolutionizing Essay Scoring with Hierarchical Rater Models

New Pub: Revolutionizing Essay Scoring with Hierarchical Rater Models

Artificial Intelligence, Assessment, Higher Education, Journal, New Pub
For a special issue on Natural Language Processing in Psychology we proposed a hierarchical rater model-based approach to address the challenges in automatic essay scoring. Essay writing tests are an integral part of educational systems, essential for assessing students' critical thinking, articulation and understanding. Since the manual scoring process requires significant resources and time, teachers are beginning to use Automated Essay Scoring (AES), which is potentially capable of alleviating the manual effort involved. #AutomatedEssayScoring #NaturalLanguageProcessing #FormativeAssessment #EducationalTechnology #MachineLearning #AIinEducation #HierarchicalRaterModel #EdTech #ScoringAutomation #AI #AssessmentTools #MeasurementInvariance #TransformerModels #EducationResearch #UniversityTesting #AIModels #TechInEducation There are an abundance of available models and each one has its own unique features and scoring methods. Thus, selecting the optimal model is complex and challenging, especially when different aspects of content have to be assessed over a number…
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Successful PhD Defense: Understanding Self-Regulated Learning in Blended Learning Environments

Successful PhD Defense: Understanding Self-Regulated Learning in Blended Learning Environments

Learning Analytics, PhD defense, School, Self-Regulation
On the 28th of June Hendrik Drachsler had the honor of being a jury member for the PhD defense of Esteban Villalobos at the University of Toulouse. Esteban successfully defended his thesis titled “Developing a Learning Analytics framework to understand the temporal behavior of students in Blended Learning Environments“. Especially in Blended Learning (BL) settings, Self-Regulated Learning (SRL) is crucial for student success. These environments require students to manage their learning not only in online, but also in traditional in-person activities. Esteban’s thesis advances our understanding of SRL in BL contexts through a comprehensive approach, using Learning Analytics (LA) techniques as well as the latest Sequence Analysis (SA) advancements to examine students’ behaviors via trace data and self-reported measures. One of the main goals of his thesis is the manifestation…
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New pub: Potentials and Challenges of Generative AI in Instruction and Research on Instruction

New pub: Potentials and Challenges of Generative AI in Instruction and Research on Instruction

Artificial Intelligence, Feedback, General education, Journal, New Pub, School
Artificial Intelligence (AI) is becoming such a part of our daily lives that soon it will be almost impossible to imagine life without it. Especially since the emergence of ChatGPT and other Large Language Models, endless new possibilities have arisen for the usage of AI in many areas, especially in educational settings. Currently, the effective use of AI in education, both in teaching and learning, remains largely undefined, as do its limitations. We are also missing clarity regarding the potential benefits of AI for instructional research and the ethical boundaries of its use in this field. The opportunities and challenges associated with integrating AI into educational practices and research are explored in a newly published article from Hendrik Drachsler, Knut Neumann and Jochen Kuhn. In their paper they identify specific…
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Planetary Hopes: C3S der GU Seeks Solutions to Planetary Polycrisis

Planetary Hopes: C3S der GU Seeks Solutions to Planetary Polycrisis

Citizens science, Digitalisation, Event, Research Methods
[caption id="attachment_6561" align="alignright" width="300"] Wissenschaftsminister Gremmels taucht per VR-Brille in die Geologie des Naturparks Kellerwald-Edersee ein; Foto: Uwe Dettmar[/caption] Global warming is causing sea levels to rise, making coastal cities uninhabitable. The earth’s biodiversity is being lost and the changing climatic conditions are causing species to migrate to new areas, both of which are transforming the agriculture landscape. Humans and their economic activities are contributing to these changes, which are referred to as planetary polycrises. There is still much to be learned about how these phenomena are connected to each other and how we humans and our economic practices contribute to them. Of essential significance is the unanswered question of what we can do to address these crises. An Interdisciplinary Approach to Global Challenges The Center for Critical Computational Studies…
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