Practice Matrix · Micro

Assessment and Academic Integrity

Classroom and learning design · Assessment redesign, disclosure requirements, detection practices and integrity regulation.

practices
2
Who
1
Where
2
Source report
2

The reading of this intersection

The count in the cell shows density; what the intersection says is carried by the reading below.

One tool in the partnership operates at this intersection in a manner that retains the teacher's judgement while removing the delay associated with it. Students receive immediate formative feedback on written assignments, but that feedback is generated against criteria and contextual material supplied by the instructor for the task in question. The design addresses the objection most frequently raised against automated feedback, which concerns not its speed but its generic character.

Its placement at the micro level rests on the same feature. An institution provides the tool, but what the tool communicates is determined course by course, and the record is corroborated by respondents in the following round who name the tool and identify a course in which it operates.

Alongside this instrument stands a practice that no instrument produces. Respondents report declining to trust generated text, avoiding direct copying, and verifying academic material in particular, with references and citations identified as the element verified most frequently. The object of verification corresponds precisely to the failure that the same respondents identify as the most damaging, and the practice is described as invariant rather than as a precaution reserved for high-stakes work. Integrity at this level consists in what a person does before signing the work rather than in what a rule requires.

Who, and where

The actors carrying out the practice and where they are. Where a source does not name the institution, no attribution is made.

Institutions and actors
  • FernUniversität in Hagen
Countries
  • Germany
  • Multiple countries
Context
  • Higher education

How it was done

Each record stands with its imprint, its short reading and the sentence found in the source. Quotations are not shortened, so that a reader can check the inference.

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.

Institution
FernUniversität in Hagen
Country
Germany
Delivery model
Fully online
Context
Higher education
Contributed by
not stated in the source
Year
2025
Maturity
Established
Scalability
Established
Transferability
Established
Source report
D3.2
Evidence

Reported by the institution with its mechanism described, and named independently by two respondents in the following round, one of whom identifies the course where it is used.

the COFFEE tool offers personalized AI-driven formative feedback for text assignments using course-specific evaluation criteria and context
D3.2, p. 42

Students and teachers report declining to trust generated text, avoiding direct copying, and verifying academic material in particular, with citations identified as the element verified most frequently. The practice addresses the failure mode that respondents in every group identify as the principal challenge.

Institution
not stated in the source
Country
Multiple countries
Delivery model
not stated in the source
Context
Higher education
Contributed by
not stated in the source
Year
2026
Maturity
Established
Scalability
Established
Transferability
Embedded
Source report
R3
Evidence

Reported by the third round as a theme raised by a large share of respondents, and corroborated by the second round, which records fact-checking and critical use as commonly reported across all groups.

Participants also emphasized the importance of fact-checking AI-generated content and using it critically rather than copying outputs directly.
D3.2, p. 48