Learning together on purpose: Join a Learning Hive

A Learning Hive is a small, structured peer-learning group that meets regularly over two to four months to work through a shared professional challenge.

Most professional learning follows a familiar pattern. Someone identifies a gap. A course is commissioned, a webinar scheduled, a reading list circulated. People attend, or don’t. A few things stick. Most don’t. Six months later, the gap looks much the same — possibly alongside a PDF nobody opened.

A Learning Hive is different and it suits the Accounting Cafe community particularly well. The model emerged from doctoral research by Dr Kinga Petrovai Petrovai, K. (2024) Learning Hive. The Art and Science of Learning. Available at: https://www.theartandscienceoflearning.com/learning-hive. into a practical problem: how to help maths teachers adopt tablet computers without waiting the two to three years that research suggests it typically takes for a new skill to become genuinely fluent. When the teachers were brought together in a structured group, those who’d quietly abandoned the tablets because they found adoption too effortful, discovered that their colleagues felt exactly the same way. Those who had found workable approaches shared them immediately. The atmosphere was, by several accounts, euphoric.

What is a Learning Hive?

A Learning Hive is a small, structured peer-learning group, typically eight to fifteen people, that meets regularly over two to four months to work through a shared professional challenge. It is not a course, a seminar, or a community of practice. It is something more deliberate than an informal chat and more flexible than a training programme.

A Learning Hive is built around six elements:

Protected time and space. Sessions happen outside normal meeting rhythms to signal that the time and place are for thinking rather than “normal work”.

Clear objectives. The host designs precise learning goals for the programme and for each individual session. This helps prevent the group from wandering.

Strategic questions. Rather than lecturing or presenting, the host uses carefully designed questions to draw out what participants already know. Practitioners usually know more than they realise — collectively and individually.

Takeaways. After each session, the host circulates a short synthesis of what emerged: the key themes, tensions, and insights. Participants are freed from note-taking during the session and gain a shared record afterwards.

Nudges. Between sessions, participants receive a short prompt — two or three sentences — inviting them to try something specific or notice something in their daily work. These nudges feed the material back into the next session and begin turning insights into execution.

Deeper focus. Each session moves further into the subject. Early sessions identify common challenges and establish trust; later sessions address harder questions, edge cases, and the work required to sustain change.

Hosting does not require subject-matter expertise. It requires skill in designing a learning experience and asking questions that draw out the group’s thinking. The two are different, and conflating them is one reason so much professional learning is delivered by the wrong person in the wrong way.

Why does this work?

Five established bodies of research help explain why this works.

Learning that is spaced out and revisited is retained far better than learning delivered in a single burst — a finding so robust it has survived a century of replication since Ebbinghaus first described the forgetting curve. The Learning Hive’s recurring sessions and between-session nudges are designed with this in mind.

Knowledge acquired in the context where it will be used is more durable than knowledge acquired in the abstract. Peer discussion anchored in real professional experience — the kind of conversation a Hive session enables — is situated learning in an accessible and practical form.

Post-training reinforcement is one of the strongest predictors of whether new skills actually transfer into daily practice. The nudge sequence is the Learning Hive’s answer to the question that many training programmes fail to address: what happens next?

Groups learn faster when members feel safe to voice uncertainty and admit mistakes. Psychological safety — a term from Amy Edmondson’s research on team performance — is built in.

The Learning Hive creates conditions for deliberate reflection on experience which accelerates skill development more reliably than experience alone. Donald Schön called this reflective practice.

What kind of challenges suit a Learning Hive?

A Learning Hive works best when the skill or knowledge area requires judgement rather than mere information — when practitioners are already doing related work, have relevant experience to bring, and face challenges in common.

A Learning Hive is suitable for any area where the gap between knowing something and being able to use it fluently is significant, which in accounting education covers rather a lot of ground. Topics well-suited to the format include integrating AI tools into teaching or practice, developing students’ professional skills and reflective capacity, navigating sustainability reporting, adapting to assessment reform.

How does it fit with Accounting Cafe?

Accounting Cafe’s community is geographically dispersed, volunteer-driven, and engaged in rapid professional change. Its members are simultaneously trying to learn new skills and lead others through the same transitions. The Learning Hive was designed precisely for this kind of context.

Accounting Cafe Cafe — in which educators share what is working and what is not — provides opportunities to develop ideas and connections for what might become a Learning Hive. The Learning Hive itself takes that spirit and adds an architecture for focus and progression in a particular area. It povides designed objectives, strategic questions, a synthesis of what was learned, and structured follow-through.

Learning Hives within Accounting Cafe could bring together members from different institutions around a shared challenge, or work within a single institution. Either way, the design is intended to be replicable without ongoing external facilitation.

What happens in practice?

A group of ten accounting educators wants to work out how to integrate AI tools into their teaching. They form a Learning Hive. A host designs five 90-minute sessions, held online every three weeks. Session one invites everyone to describe their current experience, including what has not worked. By session five, the group has developed shared understanding, a set of workable approaches, and enough mutual trust to keep the conversation going.

Between sessions, a nudge arrives. Before our next session, choose one task you do regularly in your teaching preparation and try using an AI tool for part of it. Note what surprised you — good or bad. The observation goes into the next session. Individual experiences are fed into the collective.

This is the mechanism. It is not complicated.

Find out more

The Learning Hive model was developed by Dr Kinga Petrovai. Consulting and facilitation services are available at theartandscienceoflearning.com/learning-hive.

Get in touch if you are interested in exploring how the Accounting Cafe community might be somewhere you can find a Learning Hive that works for you.

Download our briefing guide: The Learning Hive (PDF)

Petrovai, K. (2024) Learning Hive. The Art and Science of Learning. Available at: https://www.theartandscienceoflearning.com/learning-hive.

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How to cite this article: York, T. (2026) ‘Learning together on purpose: Join a Learning Hive’, Accounting Cafe, 7 May. Available at: https://accountingcafe.org/2026/05/06/learning-hive/ (Accessed: [insert date])