Source report · D3.2

Report on trends and policies and practices on the use of LLMs and generative AI in the partnership: Report 2

ADMIT (Erasmus+, EADTU), 2025

Reading progress

How a document was read determines what can be drawn from it, and that distinction is not hidden here.

This document was read in full (82 pages). 22 records and 36 quotations in the synthesis are drawn from it.

Baştan sona okundu; uygulama kayıtları ve hücre okumaları bu belgeden çıkarıldı.

What it contributes on the Task 2.2 axes

How the records drawn from this document fall across levels and domains. The distribution also describes what the document asked, since a document finds only what it asks for.

22 records are drawn from this document. By level they fall as 2 at the micro level, 11 at the meso level, 9 at the macro level.

By domain the weight lies in Governance, Strategy and Policy, Curriculum and Learning Design, AI Literacy and Professional Development.

Records drawn from this document

Each record stands on its own page with its imprint, its account and its anchor.

MicroClassroom and learning design
COFFEE, course-specific formative feedback on written assignments

A tool gives students immediate AI-generated formative feedback on text assignments against criteria the instructor defines. Teachers add contextual material and set expectations for each task, and these elements are passed to the model through quality-secured prompts, which keeps the criteria in the teacher's hands while the response time falls to the student's.

FernUniversität in Hagen · Germany
Critical AI literacy module offered to students

A module on critical AI literacy for learning was offered to students from autumn 2025. Placing the subject inside a module rather than a workshop makes participation part of study rather than an optional addition to it.

UniDistance Suisse · Switzerland
MesoInstitutional governance
AI applied inside study modules and offered as modules of its own

A teacher describes artificial intelligence being applied as part of study modules while modules about artificial intelligence are offered to teachers and students alike, often using the technology itself as the starting point. The account records curriculum change from two directions at once: the technology enters existing modules and becomes the subject of new ones.

Multiple countries
LIS project: early-warning, AI-assisted feedback and conversational agents

Operational practices introduced and expanded since October 2024 include AI-based early-warning systems for students, AI-assisted feedback, empathic conversational agents, pilots for automated assessment and personalised learning support. The range shows an institution moving from single tools to a portfolio held under one project.

Universitat Oberta de Catalunya · Spain
AIDA and AIMWA: assistants piloted for students and for content authors

Pilot projects at an institution the source does not name trial two institutional tools: a digital assistant intended to support students as a study companion, and a module writing assistant intended to support staff in creating and reworking content. The pairing repeats the pattern seen elsewhere, where the same institution builds one instrument for learners and another for the staff who design their learning.

Not stated in the source
Moodle course on AI in teaching with an experimentation environment

Resources developed for educators and learners include a course on AI in teaching hosted in the learning management system, an experimentation environment, and a regional hub whose materials teachers can integrate into their own courses. Delivering staff development inside the same system staff already teach in removes one barrier to participation.

FernUniversität in Hagen · Germany
Shared workspace of AI materials for staff

A workspace of materials on the basics of artificial intelligence in university work was published for teachers, researchers and support staff in 2025 and is updated as new material appears. A living workspace answers a difficulty that fixed guidance does not, since the tools change faster than documents are revised.

University of Jyväskylä · Finland
SofIA, an internal advisory framework for integrating AI across services

A framework introduced in 2025 provides internal guidelines for integrating AI across educational, administrative and support services, with the stated aim of turning the university into an AI-enabled institution. It answers the gap left a year earlier, when policy was still under discussion and the decision was delegated to individual teachers.

Universitat Oberta de Catalunya · Spain
AI committee with pilot tests in learning design and IT support

An AI committee was established alongside pilot tests of tools in learning design and IT support and seminars for staff, students and the general public. Extending the seminars beyond the university is unusual in the partnership and treats AI literacy as a public rather than an internal concern.

Open University of Cyprus · Cyprus
Working group drafting an institution-wide AI policy

A working group was set up to develop an institution-wide AI policy and guidelines, with availability announced for 2026. Recording the group rather than the policy is itself the finding: in the second round the institution had teacher guidelines but no institutional instrument.

UniDistance Suisse · Switzerland
Library guide on how to declare the use of AI in academic work

A library guide published in May 2025 proposes structures for making the use of AI tools transparent: which tools were used, for what purpose and to what extent. A related journal policy states that authorship cannot be attributed to AI, that its use is confined to improving language or readability, that it must be cited, and that authors remain responsible for the validity of what it generates.

Universidad Nacional de Educación a Distancia · Spain
Revised AI guidelines with a mandatory learning analytics regulation

The institution updated its AI guidelines in April 2025 and its recommendations for action in July 2025, both advisory in character, while an overarching AI strategy and guidelines for AI in examinations were under development. Alongside them the university maintains a mandatory internal regulation of learning analytics to ensure data privacy, which is the one binding instrument in the set.

FernUniversität in Hagen · Germany
Assessment robust to AI use with an equity and inclusion lens

New assessment approaches aim to keep tasks robust to the use of AI while maintaining academic integrity and providing differentiated support for diverse needs. Staff capacity is developed through training on responsible use, ethics and inclusivity, with the institution reporting a shift from high-level guidance to concrete application.

The Open University · United Kingdom
MacroNational policy
AI-related courses becoming general across a national system

A student reports that every university in the country now offers courses related to AI, and a teacher in the same round describes AI-related content being incorporated into curricula alongside the establishment of dedicated research centres. Two independent accounts describe the same national movement from different positions.

Spain
Certificate, associate and undergraduate programmes offered across a system

A support staff respondent reports that certificate programmes, associate degrees and undergraduate degrees in the field are available at universities, alongside a large number of scientific events each year. The account records provision at the level of qualifications rather than of individual courses.

Türkiye
AI Opportunities Action Plan

A government action plan published in January 2025 sets out a roadmap for maximising the potential of AI across the country. Recorded as a change in nationwide practice rather than in policy, it marks the point at which the national conversation shifts from regulation towards deployment.

Government of the United Kingdom · United Kingdom
Rectors' conference recommendations for generative AI in university teaching

The conference of Spanish rectors published recommendations covering opportunities, risks, ethics and evaluation. The document is not law but guides the university system, and it explicitly delegates implementation to individual universities while proposing shared principles, competence definitions, internal discussion processes, equity of access and an assessment of ecological cost.

Conference of Spanish Rectors (CRUE) · Spain
Draft law on the good use and governance of AI

A draft law approved by the government in March 2025 aligns national provision with the EU AI Act. Its appearance in the second round is one of the clearest instances of European regulation propagating into national legislation during the observation period.

Government of Spain · Spain
National material on AI in education: legislation and recommendations

Material published in April 2025 by the national agency for education and the ministry gathers legislation and recommendations for 2025, prepared with practitioners, researchers and other stakeholders. The partner records the policies it contains as advisory rather than binding.

Finnish National Agency for Education and Ministry of Education and Culture · Finland
National specialised committee on AI and public seminars

A national task force was established and seminars and workshops on generative AI and large language models in education were held. The pairing of a committee with public events is the shape national activity takes where no education-specific framework yet exists.

Government of Cyprus · Cyprus
Federal guidelines on artificial intelligence and a report on AI in education

Guidelines for the confederation were published on 1 July 2025 and a report on AI in education followed a day later. In a partnership where the previous round recorded no national policy at all for this country, the appearance of two instruments within two days marks a distinct change of pace.

Swiss Confederation and State Secretariat for Education, Research and Innovation · Switzerland
KI:connect.nrw, a shared regional portal for generative AI

A central portal offers generative AI applications to all universities in North Rhine-Westphalia and is accessible to both staff and students. The arrangement answers procurement, access and cost at the level of a state system rather than leaving each university to negotiate separately.

Digitale Hochschule NRW · Germany

Verbatim quotation

The sentences taken from this document, with the page on which each appears. This is where the records rest.

There are pilot projects happening to trial institutional tools such as AIDA (Artificial Intelligence Digital Assistant) to support students as a study buddy, and AIMWA (Artificial Intelligence Module Writing Assistant) to support staff
AIDA and AIMWA: assistants piloted for students and for content authors, the record it supports · D3.2, p. 25
students consistently reported significantly lower awareness of institutional policies than all other groups
Awareness of institutional policies by stakeholder group, 2024 and 2025, the record it supports · D3.2, p. 26
students reported significantly lower awareness of national policies than teachers
Institutional and national policy awareness compared, 2025, the record it supports · D3.2, p. 31
All universities in Spain now offer courses related to AI.
AI-related courses becoming general across a national system, the record it supports · D3.2, p. 35
Artificial intelligence is applied as part of study modules, and study modules related to artificial intelligence are offered to teachers and students
AI applied inside study modules and offered as modules of its own, the record it supports · D3.2, p. 36
Academically, certificate programs, associate degree and undergraduate programs are available at universities
Certificate, associate and undergraduate programmes offered across a system, the record it supports · D3.2, p. 36
UOC introduced SofIA, its internal advisory framework and guidelines for integrating AI across educational, administrative, and support services
SofIA, an internal advisory framework for integrating AI across services, the record it supports · D3.2, p. 41
There is also a mandatory internal Regulation of Learning Analytics to ensure data privacy.
Revised AI guidelines with a mandatory learning analytics regulation, the record it supports · D3.2, p. 41
A working group has been set up to develop an institution-wide AI policy and guidelines. They will be available in 2026.
Working group drafting an institution-wide AI policy, the record it supports · D3.2, p. 41
the COFFEE tool offers personalized AI-driven formative feedback for text assignments using course-specific evaluation criteria and context
The three levels: who decides, what the instrument looks like, what counts as evidence, the record it supports · D3.2, p. 42
practices have shifted from high-level guidance to concrete applications
Assessment robust to AI use with an equity and inclusion lens, the record it supports · D3.2, p. 42
the COFFEE tool offers personalized AI-driven formative feedback for text assignments using course-specific evaluation criteria and context
COFFEE, course-specific formative feedback on written assignments, the record it supports · D3.2, p. 42
It offers a central portal for generative AI applications to all universities in North Rhine-
KI:connect.nrw, a shared regional portal for generative AI, the record it supports · D3.2, p. 42
Establishment of AI committee, pilot tests of AI tools in learning design and IT support, seminars/workshops for staff, students and the general public
AI committee with pilot tests in learning design and IT support, the record it supports · D3.2, p. 42
the university has developed resources such as a Moodle (LMS) course titled “AI in teaching” aimed at teachers and tutors
Moodle course on AI in teaching with an experimentation environment, the record it supports · D3.2, p. 42
The workspace is updated as new material is published.
Shared workspace of AI materials for staff, the record it supports · D3.2, p. 42
A module on "Critical AI Literacy for Learning" will be offered to the students from autumn 2025.
Critical AI literacy module offered to students, the record it supports · D3.2, p. 43
LIS uses LLMs and Generative AI for AI-based early-warning systems for students, AI-assisted feedback, empathic conversational agents
LIS project: early-warning, AI-assisted feedback and conversational agents, the record it supports · D3.2, p. 43
authors cannot attribute authorship to AI; AI (or assisted technologies) may only be used to improve language or readability
Library guide on how to declare the use of AI in academic work, the record it supports · D3.2, p. 43
There are Guidelines on Artificial Intelligence for the Confederation published July 1st, 2025.
Federal guidelines on artificial intelligence and a report on AI in education, the record it supports · D3.2, p. 44
Policies introduced in this material are merely advisory than binding.
National material on AI in education: legislation and recommendations, the record it supports · D3.2, p. 44
In March 2025, the Spanish government approved a draft law
Draft law on the good use and governance of AI, the record it supports · D3.2, p. 44
Establishment of a National Specialized Committee (task force) on
National specialised committee on AI and public seminars, the record it supports · D3.2, p. 45
Certain recommendations were made, but the implementation of practices was delegated to the universities
Rectors' conference recommendations for generative AI in university teaching, the record it supports · D3.2, p. 45
In January 2025 the government published the AI Opportunities Action Plan
AI Opportunities Action Plan, the record it supports · D3.2, p. 45
Recommend the existence of an equal opportunities program in access to AI, or, alternatively, an access subsidy program for disadvantaged groups.
Equity, Inclusion and Accessibility · Macro, the record it supports · D3.2, p. 46
incorporation of AI-related content into curricula, and the establishment of dedicated AI research centers
AI-related courses becoming general across a national system, the record it supports · D3.2, p. 36
There is also a mandatory internal Regulation of Learning Analytics to ensure data privacy.
Force of instruments, from advisory to binding, the record it supports · D3.2, p. 41
LIS uses LLMs and Generative AI for AI-based early-warning systems for students, AI-assisted feedback, empathic conversational agents
What transfers to another institution, and what does not, the record it supports · D3.2, p. 43
The third pillar, AI Campus, (https://ki-campus.org/) democratizes access to AI education with its comprehensive online platform
AI Campus as a national learning platform, the record it supports · D3.2, p. 45
Participants also emphasized the importance of fact-checking AI-generated content and using it critically rather than copying outputs directly.
Checking references and figures before they enter academic work, the record it supports · D3.2, p. 48
students relied more heavily on informal learning methods such as peer collaboration and online resources, whereas staff groups had greater access to structured training through workshops, seminars, and institutional programs
AI Literacy and Professional Development · Micro, the record it supports · D3.2, p. 48
technical and accessibility issues, including unequal access and lack of digital skills, were noted as barriers
Equity, Inclusion and Accessibility · Macro, the record it supports · D3.2, p. 50
Research Question 2: For what specific educational purposes do the four groups of academic users currently use or plan to use LLMs and GenAI?
Curriculum and Learning Design · Meso, the record it supports · D3.2, p. 7
The population was composed of 523 participants belonging to different categories and specifically: 24 administrative staff, 27 IT/support staff, 126 teachers, and 346 students
Respondents by stakeholder group across the three rounds, the record it supports · D3.2, p. 9
students relied more heavily on informal learning methods such as peer collaboration and online resources, whereas staff groups had greater access to structured training through workshops, seminars, and institutional programs
Learning the tools through peers, colleagues and public video rather than through provision, the record it supports · D3.2, p. 48