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Record W4404217167 · doi:10.14742/apubs.2024.1167

Exploring the relevance of Universal Design for Learning implementation in the post-secondary landscape from the perspective of sustainability

2024· article· en· W4404217167 on OpenAlex
Frédéric Fovet

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueASCILITE Publications · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicDisability Education and Employment
Canadian institutionsThompson Rivers University
Fundersnot available
KeywordsPerspective (graphical)Relevance (law)SustainabilityEngineering ethicsUniversal Design for LearningManagement scienceProcess managementSociologyKnowledge managementComputer scienceEngineeringPsychologyMathematics educationPolitical scienceArtificial intelligenceEcology

Abstract

fetched live from OpenAlex

This presentation showcases findings from a Canadian study which was carried out through 2023-24. This project explores an innovative facet of the momentum around sustainability within higher education, one that goes beyond the focus on environmental and operational preoccupations and concentrates on social and pedagogical sustainability. It examines the way the introduction of Universal Design for Learning (UDL) to a campus, through the creation of a cross-discipline community of practice, can (i) empower faculty to develop sustainable accessible practices within their own classroom, (ii) significantly reduce the reliance of the campus on accessibility services and reduce the pressure felt by these services, (iii) successfully integrate accessibility and inclusion within institutional strategic thinking around sustainability. The presentation synthesizes findings from a qualitative action-research project which examined perceptions and experiences of 14 stakeholders with different status and toles across the campus. The study adopted a phenomenological approach to data collection and analysis (Holland, 2014) and explored the participants’ own constructs in relation to the overlap between UDL and sustainability. Accessibility in the higher education has thus far been addressed through a medical model approach focused on retrofitting. In a nutshell, teaching and learning is designed for the ‘traditional learner’ and support services take on the task of supporting students who experience barriers in this design, with remedial, targeted services outside the classroom. The demographics of higher education, however, have changed widely over the last two decades, and retrofitting approaches are no longer sustainable. The volume of demand is growing exponentially, wait times increase, and the cost of Accessibility Services increases in a way that becomes unmanageable within most post-secondary campuses (NEADS, 2018). Universal Design for Learning (UDL) can address many of these strains on resources. Indeed, UDL is an emerging model for the management of diversity in the classroom which equips instructors to remove the majority of barriers to access to learning and support the needs of most diverse learners within the classroom itself (Al-Azawei et al., 2016). The literature highlights that most of the needs of diverse learners can be addressed with ease within the classroom itself once inclusive design and UDL are adopted and integrated as a mindset, across institutions (Baumann & Melle, 2019; Dalton et al., 2019). UDL can therefore address some of the concerns over the sustainability of current disability service provision models. The need for a sustainable lens in this area is therefore tangible and pressing. Accessibility services, student services personnel, and faculty are all painfully feeling first-hand the inability of the current structure to meet the needs of diverse learners and to address the volume of service requests. UDL has the potential to address this strain on support services and to re-empower faculty to create inclusive provisions within the classroom space. A practical example of this would be the considerable pressure placed on accessibility services to digitalize printed material or to seek alternate versions of PDFs that are shared in class but are not accessible with reading software. This is an example of costly, repetitive use of resources that can be solved sustainably by empowering instructors to use the UDL principles in their class design and not rely on print only or on non-accessible digital documents. This has immediate resource and funding implications. UDL integration represents a clear example of sustainable transformation: an initial focus on professional development with faculty leads to a reduction in spending and resources that are non-renewable (Fovet, 2017). The presentation showcases the wider implications for UDL development across the sector.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.498
Threshold uncertainty score0.994

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.082
GPT teacher head0.377
Teacher spread0.295 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it