aceAI-assisted recording with Magic Note for social work practitioners in a Scottish Local Authority
Source article: A kind of magic? Artificial intelligence-assisted recording: developing principles for an AI-informed social work curriculum
The deployment of AI tools in social work practice settings is advancing at a pace that social work education has yet to match. Drawing on baseline findings from an independent evaluation of Magic Note, an AI-assisted recording tool deployed across a Scottish Local Authority social work department, this paper uses the empirical experiences of a workforce encountering AI in practice as a window into the underdeveloped implications for qualifying education. The evaluation, which involved 152 practitioners surveyed…
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The diseases of children : a practical and systematic work for practitioners and students by Day, William Henry, 1830-1907. Public domain
Researchers analyzed baseline evaluation data from the rollout of Magic Note, an AI-assisted recording tool, in a Scottish Local Authority social work department, involving surveys, focus groups and free-text responses from practitioners.
The findings matter because social work education has not kept pace with practice adoption, leaving graduates unprepared to navigate trade-offs between efficiency and reflective, relational, ethical practice, though it remains uncertain how proposed curriculum principles will perform across diverse programmes and over time.
- Evaluation included 152 practitioners surveyed, seven in focus groups, and over 255 free-text responses on Magic Note use.
- Paper translates five workforce tensions into five curriculum principles for qualifying social work education.
- Authors argue students need critical, ethically grounded capacity to engage with AI as agents rather than subjects.
Deployment of Magic Note AI-assisted recording in a Scottish Local Authority social work department provided administrative relief and efficiency for practitioners.
Practitioners reported tensions that AI assistance could erode professional judgment, reflective value of writing, and create deskilling risk and ethical complexity.
The rundown
The paper draws on an independent evaluation of Magic Note in one Scottish Local Authority, with 152 surveyed practitioners, seven in focus groups, and over 255 free-text responses, to identify how AI is encountered in practice.
It frames five tensions including efficiency versus relational practice and enthusiasm versus ethical complexity, then develops each into implications for teaching and proposes curriculum principles to prepare students proactively.
Findings are baseline results from a single Scottish Local Authority deployment, limiting generalizability to other practice settings and to longer-term curriculum outcomes.
Sources
- Peer-reviewedSocial Work Education2026-05-11
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