Publication Archives - EduTec Science

Dec12023 by Heather WehnerNo Comments

New pub: Measuring Efficacy of ALEKS as a Supportive Instructional Tool in K-12 Math Classroom with Underachieving Students

Assessment, Journal, New Pub, Publication, School

In a recent quasi-experimental research study, the effectiveness of Assessment and Learning in Knowledge Spaces (ALEKS), an Intelligent Tutoring System (ITS), took center stage in the realm of 8th-grade mathematics education. The study aimed to determine whether ALEKS could bring a statistically significant improvement in students' mathematics achievement compared to traditional teacher-led instructions. The research involved 158 8th-grade students categorized as 'underachieving students, with 60 in the teacher-led group and 98 in the ALEKS-led group. The study used a non-randomized approach to compare the outcomes of teacher-led instructions to ALEKS-led instructions over two consecutive years. In the first year McGraw's curriculum "Reveal" was used exclusively without ALEKS. In the second year ALEKS was incorporated as a supplemental tool in a math support class. The study incorporated a rigorous methodology, utilizing…

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…

Oct22023 by Ioana JivetNo Comments

New Pub: Two Peer Commentaries on Aligning the Goals of Learning Analytics with its Research Scholarship

Commentary, General education, Learning Analytics, Open access

To promote cross-community dialogue on matters of significance within the field of learning analytics (LA), the editors-in-chief of the Journal of Learning Analytics (JLA) have introduced a section for papers that are open to peer commentary. The first submission that was open to peer commentary is “A LAK of Direction: Misalignment Between the Goals of Learning Analytics and its Research Scholarship” by Motz et al. (2023) in which the authors compare the current state of research with the definition of learning analytics by reviewing research published in the past three years in LAK and JLA. Their aim is to answer the question: Is the learning analytics community doing what it set out to do, i.e. understand and optimise learning? Two of the peer commentaries submitted in response to this article are…

Sep262023 by Daniel BiedermannNo Comments

New publication: Use of digital self-control tools in higher education

Empirical Study, Higher Education, Open access, Publication, Research topic, Self-Regulation, Target group

Digital Self-Control Tools in Higher Education: A Dive into Effectiveness and Perception While the accessibility to information and the myriad of online learning resources offer a wealth of benefits, the potential for distraction can hinder academic progress. Addressing this paradox, our educational technologies research group has delved into the realm of digital self-control tools (DSCTs) to better understand their utilization, effectiveness, and perception among higher education students. Our findings have been published in the article "Use of digital self-control tools in higher education – a survey study" in the journal "Education and Information Technologies". A widespread issue among students today is the struggle between immediate gratification and the pursuit of long-term academic goals. Distractions such as social media browsing and video watching can often compete with essential study time. The…

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…