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Smartbands, artificial intelligence, and special educational needs: Multifarious behaviorist design for primary education
Mittuniversitetet, Fakulteten för humanvetenskap, Institutionen för utbildningsvetenskap. (HEEL)ORCID-id: 0000-0002-9803-3358
2024 (Engelska)Doktorsavhandling, sammanläggning (Övrigt vetenskapligt)
Abstract [en]

Exploring data from various disciplinary-linked methodologies with many different data types and many different data collection sources is common in multimodal learning analytics research. Such data nowadays include previously unobservable measurements that have the potential to expand our knowledge about student learning. Exploration and manipulation of such data are relevant alongside a complex shift in future education systems fueled by increasingly powerful digital technology that enables Artificial Intelligence (AI). These developments impact research on students with Special Educational Needs (SEN) in primary education. This thesis aims with a multimodal learning analytics approach and radical behaviorist emphasis to relate AI and SEN to educational design and research of primary education. Further, foundational aspects of methodological and scientific approaches are explored in related research fields. Beside in-depth philosophical explorations, three notable knowledge contributions for educational sciences methodological purposes include (a) the empirical study of biometrical understanding of students' stress as related to SEN and learning in primary education classrooms, (b) educational exploration of the management and manipulation of large amounts of data through complex sorting algorithms across databases, and (c) applied AI-related modeling and analysis with networked learning analytics visualizations related to the research of primary education. Potential aspects of the impact of AI on research are discussed, such as vast changes to literature review practices and beneficial aspects of mobile adaptive, behaviorist, and predictive digital technology. Ethical implications are also discussed, such as transparency risks that may contribute to large-scale misinformation and integrity-abusing means of control.

Ort, förlag, år, upplaga, sidor
Sundsvall: Mid Sweden University , 2024. , s. 140
Serie
Mid Sweden University doctoral thesis, ISSN 1652-893X ; 409
Nyckelord [en]
Artificial intelligence, behaviorism, deployable wearable, digital technology, educational design, heart rate variability, multimodal learning analytics, special educational needs
Nationell ämneskategori
Pedagogik
Identifikatorer
URN: urn:nbn:se:miun:diva-51576ISBN: 978-91-89786-70-7 (tryckt)OAI: oai:DiVA.org:miun-51576DiVA, id: diva2:1873279
Disputation
2024-08-30, Fälldinsalen, Holmgatan 10, Sundsvall, 13:00 (Engelska)
Opponent
Handledare
Anmärkning

Vid tidpunkten för framläggandet av avhandlingen var samtliga delarbeten publicerade.

At the time of the PhD defence all of the papers were published.

Tillgänglig från: 2024-06-19 Skapad: 2024-06-19 Senast uppdaterad: 2024-06-19Bibliografiskt granskad
Delarbeten
1. Exploring Behaviorism: A Networked (Re)integration
Öppna denna publikation i ny flik eller fönster >>Exploring Behaviorism: A Networked (Re)integration
2020 (Engelska)Ingår i: NETWORKED LEARNING 2020: PROCEEDINGS FOR THE TWELFTH INTERNATIONAL CONFERENCE ON NETWORKED LEARNING / [ed] Maarten De Laat, Thomas Ryberg, Nina Bonderup Dohn, Stig Børsen Hansen, Jens Jørgen HansenMaarten De Laat, Thomas Ryberg, Nina Bonderup Dohn, Stig Børsen Hansen, Jens Jørgen Hansen, Kolding, Denmark: Aalborg university , 2020, s. 312-318Konferensbidrag, Publicerat paper (Refereegranskat)
Abstract [en]

Skinner claimed when outlining his behaviorist philosophy, that concepts exist in the world before anyone identifies them, yet that they are inherently linked to social and cultural descriptions and predictions. The perspective has been dismissed by many researchers in the learning sciences as an important but obsolete relic in origin narratives introducing perspectives. In such a narrative, behaviorism is portrayed as incompatible with complex domains related to agency, emotion and engagement. However, researchers have started to consider its benefits when taking the necessary and required steps to provide a clear analysis of sequential learning tasks on a materialistic level.

Following the recent trend of defending behaviorism, the presented paper creatively explores the valuable and useful functions of behaviorist philosophy that are integral to research associated with design, teacher professional development, and digital ubiquitous technology. The paper aims to provide a philosophical foundation for further discussion of a scientific methodology by relating basic conceptual underpinnings of behaviorism to different domains and levels of analysis integral to the networked sociocultural perspective.

Ort, förlag, år, upplaga, sidor
Kolding, Denmark: Aalborg university, 2020
Nyckelord
Behaviorism, Design, Network Learning, Philosophy of Science, Philosophy of Education, Community of Practice, Pragmatism, Linguistics, Communication, Creativity
Nationell ämneskategori
Pedagogik
Identifikatorer
urn:nbn:se:miun:diva-40618 (URN)978-87-971741-0-4 (ISBN)
Konferens
Twelfth International Conference On Networked Learning, Aalborg, Denmark [DIGITAL], May 18-20, 2020.
Tillgänglig från: 2020-11-27 Skapad: 2020-11-27 Senast uppdaterad: 2024-06-19Bibliografiskt granskad
2. A large-scale systematic review relating behaviorism to research of digital technology in primary education
Öppna denna publikation i ny flik eller fönster >>A large-scale systematic review relating behaviorism to research of digital technology in primary education
2021 (Engelska)Ingår i: Computers and Education Open, ISSN 2666-5573, Vol. 2, artikel-id 100058Artikel i tidskrift (Refereegranskat) Published
Abstract [en]

Behaviorist methodological considerations in the learning sciences are rare compared to the 20th century. As a result, researchers may be conditioned towards an unbalanced and fragmented evidence base for the improvement of classroom teaching in primary education. The presented systematic literature review relates research of digital technology and learning in primary education to expected learning in primary education. In total, 641 articles published 2011–2020 were included and 2777 were excluded by full-text criteria review using radical behaviorist methodological presuppositions.

Findings show a low but increasing frequency of articles with behaviorist approaches, optimistic expectancy and evidence of learning in primary education through use of digital technology, and a trend for research to emphasize representational functions of digital technology. The relevancy of radical behaviorist methodology is discussed based upon the implications of the findings and other 21st century themes.

Nyckelord
Elementary education, Evaluation methodologies, Improving classroom teaching, Teaching/learning strategies 21st century abilities
Nationell ämneskategori
Pedagogik
Identifikatorer
urn:nbn:se:miun:diva-43857 (URN)10.1016/j.caeo.2021.100058 (DOI)
Tillgänglig från: 2021-11-26 Skapad: 2021-11-26 Senast uppdaterad: 2024-06-19Bibliografiskt granskad
3. Smartbands and Behavioural Interventions in the Classroom: Multimodal Learning Analytics Stress-Level Visualisations for Primary Education Teachers
Öppna denna publikation i ny flik eller fönster >>Smartbands and Behavioural Interventions in the Classroom: Multimodal Learning Analytics Stress-Level Visualisations for Primary Education Teachers
2024 (Engelska)Ingår i: International journal of disability, development and education, ISSN 1034-912X, E-ISSN 1465-346XArtikel i tidskrift (Refereegranskat) Epub ahead of print
Abstract [en]

Students’ stress levels may affect their well-being, attentiveness and learning outcomes in primary education classrooms. Positive behavioural interventions and support actions conducted by teachers may alleviate students’ stress levels, especially when addressing special educational needs. In this multimodal learning analytics study, students in a classroom were all given a smartband for their wrist during regular curriculum activities. Data comprised the semester of a single subject as a part of a research project conducted in Sweden. Biobehavioural stress-related arousal of students’ autonomic nervous system was visualised and analysed through distinguished behavioural modes. Additional data include naturalistic observational notes and two short teacher interviews. Research methodology and strategies for innovative implementation were presented and discussed alongside contextual details. For example, stress-level visualisations can aid actionable adjustments of behavioural intervention intensity and provide students’ attentiveness overview for teachers that sequence curricular activities during planning. Findings show an interdisciplinary basis for cost effective real-time dynamic solutions that involve visual dashboards with advantages to understanding student learning, both at a school-wide system level and for the classroom, if viewed optimistically. However, research on the topic is still in its infancy, notably with ethical risks as a growing pain.

Ort, förlag, år, upplaga, sidor
Informa UK Limited, 2024
Nationell ämneskategori
Pedagogik
Identifikatorer
urn:nbn:se:miun:diva-51371 (URN)10.1080/1034912x.2024.2355625 (DOI)001225267700001 ()2-s2.0-85193282582 (Scopus ID)
Tillgänglig från: 2024-05-22 Skapad: 2024-05-22 Senast uppdaterad: 2024-06-19Bibliografiskt granskad
4. A Systematic Review of Special Educational Interventions for Student Attention: Executive Function and Digital Technology in Primary School
Öppna denna publikation i ny flik eller fönster >>A Systematic Review of Special Educational Interventions for Student Attention: Executive Function and Digital Technology in Primary School
2024 (Engelska)Ingår i: Journal of Special Education Technology, ISSN 0162-6434, Vol. 39, nr 2, s. 264-276Artikel, forskningsöversikt (Refereegranskat) Published
Abstract [en]

Digital technology in primary education can both be distracting and increase attentiveness. Many students with Special Educational Needs (SEN) have difficulties with skills that address attention, and teachers are expected to provide support. Such skills are referred to as Executive Function (EF) in neuroscience, relating to self-regulation, attention shifting, and inhibition of behavior. This systematic literature review outlines research on primary education during 2000–2022 that relates students’ EF and digital technology through empirical data and suggested SEN-inclusive educational interventions. 288 full-text journal articles were assessed, and 26 were included for analysis. Findings include common game-based solutions for EF and SEN support, enabling explicit goals, short teaching activities, and recorded outcomes. Other examples include EF skills training and classroom management with digital monitoring devices. A substantially increased research interest during 2021–2022 was observed. Aspects needing further research are discussed, such as more special education views with cost-effective behavioral approaches. 

Ort, förlag, år, upplaga, sidor
SAGE Publications, 2024
Nyckelord
assistive technology, elementary school, in-service teachers, literature review, personalized learning, postivie behavior supports
Nationell ämneskategori
Pedagogik
Identifikatorer
urn:nbn:se:miun:diva-49289 (URN)10.1177/01626434231198226 (DOI)2-s2.0-85169555849 (Scopus ID)
Tillgänglig från: 2023-09-13 Skapad: 2023-09-13 Senast uppdaterad: 2024-06-19Bibliografiskt granskad
5. Analyzing Special Needs Support through Networks and Learning Analytics in Primary Education
Öppna denna publikation i ny flik eller fönster >>Analyzing Special Needs Support through Networks and Learning Analytics in Primary Education
2022 (Engelska)Ingår i: Networked Learning 2022: Proceedings for the Thirteenth International Conference on Networked Learning (NLC2022) / [ed] Jimmy Jaldemark, Marcia Håkansson Lindqvist, Peter Mozelius, Lena-Maria Öberg, Maarten De Laat, Nina Bonderup Dohn, Thomas Ryberg, Sundsvall, 2022, s. 331-334Konferensbidrag, Publicerat paper (Refereegranskat)
Abstract [en]

In this short paper, analytical issues of networked learning are related to special needs support and learning analytics research in primary education. Very brief suggestions for these analytical issues are discussed for the networked learning research field to continue to expand upon. In part, the discussion is intended to form the underpinnings of a work-in-progress research project with cross-disciplinary networked connections across multiple universities.

Currently, teachers are faced with an expansion of their professional role that may be too economically demanding, which may result in consequences that is not beneficial for children with special needs. Researchers that aim to study inclusive education face the challenge to represent findings in a way that does not increase workload for teachers in primary education. Any failings in this regard may strengthen the intertwining of educational results and economical interest, which to a large extent could be considered as opposed to networked learning theory, dualistically separated from pedagogical concerns.

The inclusive goal of addressing diversity for children with special needs may be promoted by providing an educational setting with networked connections that enhances variation to modes of behavior, by addressing specific and contextual strengths and challenges of students appropriately. With learning analytics, specific and contextual strengths and challenges of students might be easier to highlight with new database schemas, algorithms, and user interfaces to represent networked data. Radical behaviorist methodology may further emphasize specific contextual findings from primary education through strictly defined events of behavior, which may be of interest to the networked learning research community to further expand upon.

Thus, this paper proposes suggestions for networked learning research of primary education, with approaches commonly implemented in special education, such as radical behaviorist methodology. The suggestions are based on networked consequences from three social dimensions: political, economic, and technology-developmental.

1    The political dimension is discussed through the notion of inclusive education for children with special needs and its current state,

2     the economic dimension is discussed through the 21st century role expansion of teachers,

3    the technology-developmental dimension is discussed through learning analytic research and its connection to bodily and biological associations. This dimension is especially noteworthy, as learning analytics is currently underutilized in primary education research as opposed to common higher education research.

Ort, förlag, år, upplaga, sidor
Sundsvall: , 2022
Nyckelord
Behaviorism, Elementary education, Evaluation methodologies, Improving classroom teaching, Inclusive education, Learning analytics, Special educational needs
Nationell ämneskategori
Pedagogik
Identifikatorer
urn:nbn:se:miun:diva-46297 (URN)978-87-974099-0-9 (ISBN)
Konferens
Thirteenth International Conference on Networked Learning (NLC2022), Sundsvall, Sweden, May 16-18 2022.
Tillgänglig från: 2022-10-18 Skapad: 2022-10-18 Senast uppdaterad: 2024-06-19Bibliografiskt granskad

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