New pub: The Rise of Multimodal Tutors in Education

New pub: The Rise of Multimodal Tutors in Education

Artificial Intelligence, Book chapter, Further Education, Higher Education, Multimodal Learning Analytics, Open access, Publication
A book chapter entitled "The Rise of Multimodal Tutors in Education" written by Daniele Di Mitri, Jan Schneider & Hendrik Drachsler was published open access in the "Handbook of Open, Distance and Digital Education" edited by Olaf Zawacki-Richter and Insung Jung. Abstract This chapter describes the insights derived from the design and development of the Multimodal Tutor, a system that uses artificial intelligence to provide digital feedback and support psychomotor skills acquisition. In this chapter, we discuss the insights which we gained from eight studies: (1) an exploratory study combining physiological data and learning performance (Learning Pulse); (2) a literature survey on multimodal data for learning and a conceptual model (the Multimodal Learning Analytics Model); (3) an analysis of the technical challenges of Multimodal Learning Analytics (the Big Five Challenges);…
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New Pub: FoLA2 — A Method for Co-creating Learning Analytics–Supported Learning Design

New Pub: FoLA2 — A Method for Co-creating Learning Analytics–Supported Learning Design

Further Education, General education, Higher Education, Journal, Learning Analytics, Learning Design, Open access, Publication, School
Finally, we have published an article about the FOLA2 method that we have used for over two years frequently to design Learning Analytics supported Learning Designs with teachers of various backgrounds. Learning activities are at the core of every educational design effort. Designing learning activities is a process that benefits from reflecting on previous runs of those activities. One way to measure the behaviour and effects of design choices is to use learning analytics (LA). The challenge, however, lies in the unavailability of an easy-to-use, LA-supported learning design (LD) method. We established a method—the Fellowship of Learning Activities and Analytics (FoLA2)—reinforced by a gameboard and cards to provide structure and inspiration. The method enables several participants with different roles to interact with a set of card decks to create an…
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New Pub: Toward learning progression analytics — Developing learning environments for the automated analysis of learning using evidence-centred design

New Pub: Toward learning progression analytics — Developing learning environments for the automated analysis of learning using evidence-centred design

Computational Psychometrics, Journal, Learning Analytics, Learning Design, Open access, Project, Publication, School
[caption id="attachment_4319" align="alignright" width="450"] A procedure for developing digital learning environments that allow for the automated assessment of learning.[/caption] National educational standards stress the importance of science and mathematics learning for today’s students. However, across disciplines, students frequently struggle to meet learning goals about core concepts like energy. Digital learning environments enhanced with artificial intelligence hold the promise to address this issue by providing individualized instruction and support for students at scale. Scaffolding and feedback, for example, are both most effective when tailored to students’ needs. Providing individualized instruction requires continuous assessment of students’ individual knowledge, abilities, and skills in a way that is meaningful for providing tailored support and planning further instruction. While continuously assessing individual students’ science and mathematics learning is challenging, intelligent tutoring systems show that it…
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New Pub: Gendered differences versus doing gender: a systematic review on the role of gender in CSCL

New Pub: Gendered differences versus doing gender: a systematic review on the role of gender in CSCL

Gender, Higher Education, Journal, Literature review, Meta-study, Open access, Publication, Special Issue, Team
How has CSCL research been treating the topic of Gender? Our systematic review on this topic is now published in Unterrichtswissenschaft and available online here. Gender equity in education is an essential UN sustainable development goal. However, it is unclear what aspects of gender are important to consider in regard to research outcomes as well as how findings can be interpreted in the context of gender stereotypes and bias. This lack of clarity is particularly salient in the STEM field. Computer-supported collaborative learning (CSCL) is a group learning method where learners work together on group tasks that aim at the sharing and co-construction of knowledge. Aside from the cognitive learning gains, the literature reports that CSCL can bring social and psychological benefits, such as fostering positive mutual relationships and increased understanding of equity and…
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New Pub: Connecting the dots – A literature review on learning analytics indicators from a learning design perspective

New Pub: Connecting the dots – A literature review on learning analytics indicators from a learning design perspective

Empirical Study, Higher Education, Journal, Learning Analytics, Learning Design, Lifelong Learning, Literature review, Open access, Publication, Self-Regulation, Special Issue, Target group
[caption id="attachment_4329" align="alignright" width="450"] Occurrences of the most commonly used learning analytic indicators over the past 10 years[/caption] Background: During the past decade, the increasingly heterogeneous field of learning analytics has been critiqued for an over-emphasis on data-driven approaches at the expense of paying attention to learning designs. Method and objective: In response to this critique, we investigated the role of learning design in learning analytics through a systematic literature review. 161 learning analytics (LA) articles were examined to identify indicators that were based on learning design events and their associated metrics. Through this research, we address two objectives. First, to achieve a better alignment between learning design and learning analytics by proposing a reference framework, where we present possible connections between learning analytics and learning design. Second, to present how…
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Transfer Workshop @ Digitaltag 2022 on highly informative and data-driven feedback with AI in higher education

Transfer Workshop @ Digitaltag 2022 on highly informative and data-driven feedback with AI in higher education

Artificial Intelligence, Conference, Event, Higher Education, Learning Analytics, Open access, School, Transfer Activity, Webinar, Workshop
The third Digitaltag will take place on June 24, 2022. The initiative "Digital for All" is behind the Digitaltag. The alliance of more than 25 organizations from the fields of civil society, culture, science, business, welfare and the public sector unites a common goal: to promote digital participation in Germany. Prof. Dr. Hendrik Drachsler contributes a talk on highly informative and data-driven feedback with AI in higher education. Feedback is a powerful element of all learning processes. However, it is difficult to offer highly informative feedback to large groups of learners. The Educational Technology Collective at Goethe University and the DIPF Leibniz Institute Frankfurt am Main are conducting research on this challenge in a variety of projects. In this talk, Professor Dr. Drachsler will present on designing highly informative feedback…
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New Pub: Are the World Health Organization’s Patient Safety Learning Objectives Still Up-to-Date

New Pub: Are the World Health Organization’s Patient Safety Learning Objectives Still Up-to-Date

Empirical Study, Higher Education, Journal, medical education, Open access, Publication
Ten-cluster map labeled with an MDS point map.In this article published in the Journal of Patient Safety the authors Lina Vogt, Slavi Stoyanov, Jochen Bergs, Hanna Schröder, Hendrik Drachsler, Martin Klasen and Saša Sopka investigate whether the overall topics and the specific learning objectives of the WHO Patient Safety Curriculum Guide are still applicable. They also examine what importance is attached to these and how difficult they are to achieve. Background The World Health Organization (WHO) Patient Safety Curriculum Guide defines learning objectives for patient safety. Current implementation in healthcare education is insufficient. Possible explanations may be obsolescence and/or a shift in needs. We investigated whether overarching topics and specific learning objectives of the WHO Patient Safety Curriculum Guide are still up-to-date, their attributed importance, and their perceived difficulty to…
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PhD defense: Educational innovation towards organizational development: the art of governing open and online education in Dutch higher education institutions

PhD defense: Educational innovation towards organizational development: the art of governing open and online education in Dutch higher education institutions

Book, Higher Education, Open access, PhD defense, Press
Forms of open online education can bring about innovation in teaching and learning. Yet there is still little sign of this transformation at higher education institutions. How can open online education innovations be embedded in higher education institutions? And what organisational preconditions for open online education exist at various levels? On Friday 18 February 2022 at 4 pm, Martine Schophuizen defended her thesis entitled "Educational innovation towards organizational development: the art of governing open and online education in Dutch higher education institutions" at the Open Universiteit in Heerlen. Open Online Education (OOO) For years, there have been high expectations regarding the potential of forms of open online education (OOO), for example, Massive Open Online Courses (MOOCs). However, research into the effects of OOO still provides too few insights into increasing…
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New Pub: Einfluss von Lehr-Einstellungen und digitalen Kompetenzen auf die virtuelle Lehre

New Pub: Einfluss von Lehr-Einstellungen und digitalen Kompetenzen auf die virtuelle Lehre

Competence development, Empirical Study, Higher Education, Journal, Open access, Publication
Die Gestaltung und Durchführung virtueller Lehrveranstaltungen wird durch unter schiedliche Lehransätze der Hochschullehrenden sowie durch deren individuellen Kompetenzstand auf dem Feld digitaler (Lehr-)Kompetenzen beeinflusst. Der Bei trag stellt empirische Ergebnisse einer Studie vor, die zeigen, dass insbesondere ein studierendenzentrierter Lehransatz bei Gestaltung virtueller Lehre vorteilhaft ist und der Aufbau digitaler Kompetenzen einen Schlüssel für die gelingende Im plementierung digitaler Bildungsformate darstellt. Abschließend werden mögliche Folgerungen für mediendidaktische Qualifizierungsansätze diskutiert. The design and implementation of virtual courses are influenced by different teaching by different teaching approaches of university lecturers and by their individual level of competence in the field of digital (teaching) skills. This empirical results of a study, which show that in particular, a student-centred a student-centred approach to virtual teaching is particularly advantageous and that the development of digital competencies is a…
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New Pub: Mobile Sensing with Smart Wearables of the Physical Context of Distance Learning Students to Consider Its Effects on Learning

New Pub: Mobile Sensing with Smart Wearables of the Physical Context of Distance Learning Students to Consider Its Effects on Learning

General education, Journal, Learning Analytics, Lifelong Learning, Multimodal Learning Analytics, Open access, Project, Publication, Research topic, Target group, Technical paper
Research shows that various contextual factors can have an impact on learning. Some of these factors can originate from the physical learning environment (PLE) in this regard. When learning from home, learners have to organize their PLE by themselves. This paper is concerned with identifying, measuring, and collecting factors from the PLE that may affect learning using mobile sensing. More specifically, this paper first investigates which factors from the PLE can affect distance learning. The results identify nine types of factors from the PLE associated with cognitive, physiological, and affective effects on learning. Subsequently, this paper examines which instruments can be used to measure the investigated factors. The results highlight several methods involving smart wearables (SWs) to measure these factors from PLEs successfully. Third, this paper explores how software infrastructure…
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