AI Literacy and Professional Development · Micro

Learning the tools through peers, colleagues and public video rather than through provision

Where formal training is absent or limited, competence is acquired through colleagues, peer networks, self-paced material and practical use. The channels differ by role: staff describe internal knowledge sharing and consultation with colleagues, while for students public video and social media are the most common route. The report finds that informal learning acts as a complement to formal provision rather than as a substitute for it.

Record

Level
Micro
Domain
AI Literacy and Professional Development
Country
Multiple countries
Context
Higher education
Maturity
Established
Scalability
Piloted
Transferability
Embedded
Source report
R3
Tags
informal learningpeer supporttraining gapindividual practice

Account of the practice

This record is assigned to the micro level because the decision that produces it rests with the learner. It is neither scheduled nor certified, and it occurs because a person judges that they need to know something and identifies a means of learning it.

The channels are distributed by role in a manner that bears on the equity reading of this report. Administrators and support staff describe direct assistance from peers and internal knowledge-sharing sessions, which are informal but institutionally situated, in that the colleague consulted is a colleague at the same university. Teachers describe the same, and the report notes that those citing extensive formal training also cite informal support, which is the basis on which it characterises informal learning as a complement rather than a substitute. Students describe a different pattern. Their most common channels are public video and social media, which lie outside the institution altogether, and the report records that these play a considerably larger role for students than for teachers.

The difference does not appear to be a matter of preference. The second round found that students reported less access to formal training than staff and relied more heavily on peer collaboration and online resources, with no significant change over time. Where provision is unequal, informal learning fills the gap, and it does so with material the institution neither selects nor verifies. The record therefore constitutes a practice and a finding simultaneously.

Source trail

The source on which this record rests, the place in the document and the sentence found there. Quotations are searched for mechanically in the source file and the page on which they were located is recorded.

  1. 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

    The second report measures the asymmetry that the third report describes, which turns a reported habit into a documented difference in provision.

  2. YouTube and social media are the most common informal channel. They play a much larger role for students than for teachers.

    The sentence names both the channel and the asymmetry, which is what allows the record to carry an equity reading rather than only a description of habit.

  3. informal training acts as a complement not a substitute

    The report's own conclusion for the teacher group prevents the record from being read as evidence that formal provision is unnecessary.

Evidence

The reported evidence on the effect of the practice. Evidentiary strength varies between practices; it is reproduced here as the source reports it.

Reported in the third round through a content analysis of the open answers on training and support, and corroborated by the second round, which measured the difference in access to formal training between students and staff.