Journal Archives - Page 2 of 5

Nov232023 by Atezaz AhmadNo Comments

New Pub: LAxplore: An NLP-Based Tool for Distilling Learning Analytics and Learning Design Instruments out of Scientific Publications

Artificial Intelligence, Conference, Conference, Learning Analytics, Learning Design, New Pub, Open access, Publication, Technical paper

Abstract: Each year, the amount of research publications is increasing. Staying on top of the state of the art is a pressing issue. The field of Learning Analytics (LA) is no exception, with the rise of digital education systems that are used broadly these days from K12 up to Higher Education. Keeping track of the advances in LA is challenging. This is especially the case for newcomers to the field, as well as for the increasing number of LA units that consult their teachers and scholars on applying evidence-based research outcomes in their lectures. To keep an overview of the rapidly growing research findings on LA, we developed LAxplore, a tool that uses NLP to extract relevant information from the LA literature. In this article, we present the evaluation of…

Nov142023 by Atezaz AhmadNo Comments

Conference: Paper presentation at IC3K 2023

Artificial Intelligence, Conference, Conference, General education, Higher Education, Learning Analytics, Learning Design, New Pub, Publication, Technical paper

The purpose of the IC3K is to bring together researchers, engineers and practitioners on the areas of Knowledge Discovery, Knowledge Engineering and Knowledge Management. IC3K is composed of three co-located conferences (KDIR, KEOD and KMIS), each specialized in at least one of the aforementioned main knowledge areas. Our paper titled "LAxplore: An NLP-Based Tool for Distilling Learning Analytics and Learning Design Instruments out of Scientific Publications" was accepted at the 15th International Conference on Knowledge Discovery and Information Retrieval (KDIR). Atezaz Ahmad presented the paper at the conference online. ABSTRACT: Each year, the amount of research publications is increasing. Staying on top of the state of the art is a pressing issue. The field of Learning Analytics (LA) is no exception, with the rise of digital education systems that are…

Nov142023 by Dana KubeNo Comments

Unveiling Gender Bias in Computer-Supported Collaborative Learning: Insights from a CS Hackathon Study

Computer-supported collaborative learning, Digitalisation, Event, Gender, Higher Education, Journal, Learning Design, New Pub, Open access, Publication, Research topic

Gender stereotypes about women and men are prevalent in computer science (CS). The study's goal was to investigate the role of gender bias in computer-supported collaborative learning (CSCL), group work in a CS context, by elaborating on gendered experiences in the perception of individual and team performance in mixed-gender teams in a hackathon. We applied an exploratory mixed-method approach using quantitative survey data, including collective self-esteem scales, at several time points during the hackathon, which was analysed with clustering and descriptive statistics and complemented with qualitative coding of interviews with participants. The Figure shows that, for both clusters, the self-esteem scores are predominantly located in the upper half of the scale, indicating a generally high (collective) self-esteem among all our participants. Nonetheless, all respective scores were lower for the women-dominated…

Nov132023 by Joshua WeidlichNo Comments

New Pub: Social Presence and Psychological Distance

Computer-supported collaborative learning, Empirical Study, Higher Education, Journal, Learning Design, New Pub, Publication

Social presence –the sense that others are 'real' and 'there'– is a key variable in understanding interpersonal dynamics in online learning environments. As students are separated in time and place, social cues are diminished and communication is affected. This is particularly relevant for social learning scenarios like computer-supported collaborative learning. Despite its relevance and decades of research, there are still many gaps in our understanding of social presence. In order to arrive at a more holistic understanding of social presence, it would be valuable to better understand how this experience fits within larger psychological frameworks. One particularly well-established psychological framework is Construal Level Theory by Trope & Liberman (2010). It posits that our mental representations of objects, events, and persons (i.e. construals) are affected by the psychological distance between us…

Oct232023 by Joshua WeidlichNo Comments

New Pub: Development and initial validation of an instrument to measure student feedback literacy

Empirical Study, Feedback, Higher Education, Journal, Open access, Publication

To ensure quality higher education, students should routinely receive feedback on their academic endeavors. Alongside the question of what makes feedback effective, there is also an emerging research literature about empowering students to understand and utilize that feedback effectively. These abilities and attitudes of students have recently been subsumed under the concept of feedback literacy. The concept of feedback literacy was conceived by Carless and Boud (2018) as “the understandings, capacities, and dispositions needed to make sense of information and use it to enhance work or learning strategies.” Since then, a vibrant research literature has developed theoretical frameworks, explored dimensions of feedback literacy, and investigated whether feedback literacy can systematically be enhanced, etc. However, what is still missing are larger-scale rigorous investigations of the extent to which feedback literacy actually…

Sep122023 by Heather WehnerNo Comments

New pub: Why You Should Give Your Students Automatic Process Feedback on Their Collaboration

Computer-supported collaborative learning, Conference, Feedback, Higher Education, Journal, Learning Analytics

In the ever-changing landscape of education, innovation is the key to ensuring that every student has access to quality learning experiences. A transformative approach is Computer-Supported Collaborative Learning (CSCL), in which enables students to harness the power of teamwork to achieve learning outcomes that often exceed those they could reach individually. One of the strengths of CSCL is that it can give participant feedback on the quality of their collaborative work. This feedback not only aids individual growth but also enhances the group's overall dynamic. Traditionally, providing such feedback was a manual and time-intensive task, making it impractical for larger classes or scalable education programs. That's where this newly published paper comes into play. CSCL The paper “Why You Should Give Your Students Automatic Process Feedback on Their Collaboration: Evidence…

Sep62023 by Daniel BiedermannNo Comments

New Publication: Contextualized Logging of On-Task and Off-Task Behaviours During Learning

Journal, Open access, Publication, Report, Technical paper

We are happy to announce the publication of our latest research paper that delves into the intricate relationship between digital media usage and the learning experience. The paper addresses key challenges related to monitoring on-task and off-task behavior and suggests innovative solutions for a more effective and ethical study of learners' media habits.Traditionally, researchers have faced a myriad of challenges in accurately gauging how students utilize digital media while learning. Self-reported data often suffer from issues like faulty memory, subjective perceptions, and bias. Understanding whether digital media use enhances or hinders the learning experience is an incredibly complex issue. We identified and addressed four core challenges in logging digital media use during learning: The logging system must only be active during the learning period to capture relevant data. Data collection…

Aug72023 by Joshua WeidlichNo Comments

New Pub: How well does teacher education prepare for teaching with technology?

Competence development, Digitalisation, Empirical Study, Higher Education, Journal, Open access, Publication

Despite large-scale investments into the technological infrastructure of K-12 education, research has repeatedly shown that many teachers lack the expertise to effectively incorporate technology into classroom teaching. To support teachers in this, there is a need to understand how and when the relevant knowledge develops during teacher training. To this end, Joshua Weidlich and Marco Kalz conducted a study at Heidelberg University of Education, sampling prospective teachers (N = 526) and analyzing their self-reported technological pedagogical content knowledge (TPACK) across the seven dimensions of the framework. Specifically, they assessed (1) the extent to which students more advanced in their studies reported higher TPACK, (2) the effect of gender on these trajectories, and (3) the potential role of curricular cornerstones of the teacher education program. Regarding (1), they found that not…

Jun282023 by Heather WehnerNo Comments

New pub: Fostering children’s acceptance of educational apps

Journal, Learning Design, School, Self-Regulation

In the field of educational applications (apps), the focus has shifted from mere functionality to creating enjoyable and beneficial learning experiences for children. A recently published article sheds light on the influence of redesigning a mobile learning activity in an app to enhance its appeal and usefulness to young learners. By exploring the relationship between children's enjoyment, intention to use and the incorporation of emojis, this study provides valuable insights into optimizing educational apps. The study involved 103 children aged 9 to 14 years, who participated in a 27-day exploration of a mobile learning app. The objective was to determine how different learning activities influenced children's intention to use the app. The researchers revamped a traditional learning activity, replacing it with an emoji-based representation of learning plans. Two other standard…

Jun62023 by Heather WehnerNo Comments

New pub: Evaluating the Impact of FoLA on Learning Analytics Knowledge Creation

Journal, Learning Analytics, Learning Design, Publication, Research Methods, Research topic, Special Issue

Learning analytics provides opportunities to improve the design of learning activities by supplying information on the effects of different learning approaches. Despite the existence of design methods that aim to facilitate the incorporation of learning analytics into learning design, there is a lack of research assessing their efficacy. This study aims to evaluate the effectiveness of the FoLA2 method. In higher education settings, sixty participants utilized the FoLA2 method to develop fourteen learning activities. To gauge the impact, participants completed a technology acceptance test before and after each session. Furthermore, researchers analyzed audio recordings of the sessions using epistemic network analysis to gain insights into the discussions regarding learning analytics and the creation of enhanced learning activities. The results from both the technology acceptance test and the epistemic network analysis…