How might AI diminish student agency?

In preparation for the third dialogue in my free webinar series on AI, I met with guests Claire Amos and Philippa Wintle from Albany Senior High School in Auckland, Aotearoa New Zealand.

We are all set for a fascinating session next Wednesday, and a brief comment by Claire has been on my mind all week. I paraphrase, but it was along the lines of:

Artificial intelligence tools have the potential to reduce student agency.

The Spaces You Need to Innovate

Innovation is a process with a range of other ideas nested within it. When you peer inside you see creativity, curiosity, feedback and taking action. All interdependent and collectively they might be called innovation.

When you think of the “space to innovate” what immediately springs to mind? The physical environment around you? Space where you might develop ideas? Alternatively perhaps something about the time you have available?

During my work with architects and learning environment projects over the last eight years, I have started to identify a richer, more complex, set of spaces and dependencies. Beyond just the physical space we design.

Each space contributes to the culture and in particular (for this blog post at least) the conditions for innovation. Some spaces are more prominent and noticeable than others, whereas some have a more significant influence than others but cannot be seen.

For each concept, I have shared some initial thoughts, links and quotes. Each section concludes with some small steps, Protocols and Practices you might take to encourage thinking about it’s relationship to your innovation efforts. You will see these in the green blocks like this one.

To conclude the article I have shared a mental model to explore the relationship between the different spaces. I am interested in what happens when one of these spaces is missing or poorly resourced. What impact might this have on the overall Space for Innovation.?

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Physical Space

One of the first times I consciously experienced the impact of the physical environment on my thinking was when organising some of the first Teachmeets in my region back in England.

I was able to secure a modern, purpose-built professional learning space for an inaugural TeachMeet in the Midlands and it was a considerable departure from the Victorian school buildings I was accustomed.

The physical environment signalled collaboration and connection as well as high expectations. It was an inspiring place to plan and develop the event.

Of course, the impact of the physical space on our ability to innovate can be unconsciously negative. We normalise our surroundings pretty quickly and so get used to a lack of collaboration, visibility or space to externalise our ideas.

Physical spaces for innovation have become a little cliche. Whiteboards and open spaces, you don’t have to go far to find image galleries of all sorts of workspaces squarely designed for innovation and creativity.

On a much more personal level, the physical space for innovation may look very different for each of us. Fresh air and exercise is an excellent primer for new thinking. Or perhaps you prefer the utility of the whiteboard and the proximity to abundant post-it note supplies.

Of the spaces I am exploring in this post, the Physical Space for Innovation is the most observable. Take a look around you now dear reader; you can quickly judge your surroundings for yourself in how much they are the right conditions for curiosity and ideas.

Protocols and Practices
> Triage your space for what is not needed or used infrequently.
> Create visible spaces for externalising and storing your ideas.
> Change things up – get outside, get out of the room.


Temporal Space

A further space that often conceals the opportunity for innovation is Time. It is one of the most critical aspects of creating the right conditions for change and new ideas to flourish.

It is not just about the amount of time we have but the way we use that time. Too much haste is an emotional block to creativity and will likely push people away from exploring original ideas.

Think carefully about how the pace of thinking and work is being used to suit the needs of different people. Vary the pace to allow everyone the opportunity to share ideas and develop original concepts.

Just as “one size does not fit all” – when it comes to the Temporal Space for Innovation one pace does not fit all.

Image result for you never have enough time to do all the nothing you want

There’s never enough time to do all the nothing you want.

Bill Watterson

The structure of Time can be lightly resting on us, or it can create pressure. A pressure to perform, create or submit ideas by a deadline. This false-haste can have a negative impact. We need time to play.

John Cleese explains it well:

The open mode is a relaxed, expansive, and less purposeful mode in which we’re probably more contemplative, more inclined to humour (which always accompanies a wider perspective), and, consequently, more playful. It’s a mood in which curiosity for its own sake can operate because we’re not under pressure to get a specific thing done quickly. We can play, and that is what allows our natural creativity to surface.

John Cleese

In schools, we organise time into a table. That enduring structure can dictate the experience way beyond the original remit. Blocks of time signal the start and end of thinking or work. Often days are punctuated by a rhythm a long way from what might be considered ideal for play, deep thinking and innovation.

We might have beautiful, creative physical spaces but time structures that do not match. We have to pay attention to them both.

Protocols and Practices
> Explore different times of day for development work.
> Protect longer blocks of time you have set aside for deeper work.
> Look at the medium to long-term provision of quality project time.


Cognitive Space

The further we are from the Physical the more difficult it is to observe these concepts. The Cognitive Space for Innovation refers to the capacity we have for thinking in a playful, creative and exploratory way.

When our thoughts are swamped or overwhelmed with too many projects, deadlines and tasks it is very difficult to be able to commit to the challenge of innovative work.

You will always be able to pick those moments when your Cognitive Space is crowded, or when your colleagues say, “I don’t have time for that now.” We need to ensure we clear some room for the wide-ranging thinking that innovation requires.

One of my favourite mental models is the analogy of the mind used by Sherlock Holmes. He describes the (Cognitive Space) as an attic. You may have heard of Attic Theory. This passage from a Study in Scarlet explains it some more:

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“You see,” he explained, “I consider that a man’s brain originally is like a little empty attic, and you have to stock it with such furniture as you choose. A fool takes in all the lumber of every sort that he comes across, so that the knowledge which might be useful to him gets crowded out, or at best is jumbled up with a lot of other things so that he has a difficulty in laying his hands upon it. Now the skilful workman is very careful indeed as to what he takes into his brain-attic. He will have nothing but the tools which may help him in doing his work, but of these, he has a large assortment and all in the most perfect order. It is a mistake to think that that little room has elastic walls and can distend to any extent. Depend upon it there comes a time when for every addition of knowledge you forget something that you knew before. It is of the highest importance, therefore, not to have useless facts elbowing out the useful ones.”

 A Study in Scarlet – Arthur Conan Doyle

Attic Theory is an excellent example of applying a physical space analogy to the Cognitive Space between our ears.

The Cognitive Space for Innovation is something that can be hidden to us. Teachers, facilitators and leaders need to carefully uncover the signals of an overcrowded cognitive space.

My favourite method is to ask “What is on your mind?” to a group. Give it a try and then adapt what you are about to do in response.

Protocols and Practices
> Identify ways to relieve the pressure so others can focus.
> Pay attention to the number of active projects and programmes. 
> Ask “What is on your mind?” to allow the pressures to be shared.


Emotional Space

“Head, heart and hands” right? The Emotional Space for Innovation is a close ally to the Cognitive Space. The Emotional Space for Innovation for me refers to the commitment, passion and purpose each person has.

This space is about how much we care about the ideas and challenges we are exploring. Perhaps it is linked to whether the people in your team have self-selected (see Agentic) to be there or they have been told.

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In teaching, we often talk about how our relationships are at the centre of what we do and how to engage students on an emotional level. Deep down this is true for creating the right conditions for innovation and creativity.

It is literally neurobiologically impossible to think deeply about things that you don’t care about.

Dr. Immordino-Yang

So our neurobiology dictates terms when it comes to purposeful work. Regardless of the Physical, Temporal or Cognitive Space, unless we care, we will always be working against a neurobiological tide.

Protocols and Practices
> Take your time to connect to the wider purpose of your work.
> Use empathy activities (like shadowing) to connect with others. 
> Regularly re-establish the emotional connection to the task.


Agentic Space

Many of us have experienced this particular space, mainly due to the lack of agency we have. The Agentic Space for Innovation is the room we have to define our own experience.

Put a different way it is how much license we have to implement new ideas. This type of space impacts the pointy end of any innovation process, the implementation and application of ideas.

Without agency, innovation can falter. I sit here writing this thinking I have complete agency over my work. I have control over my calendar and who I work with. As a small business owner, if there is a new idea I want to implement, I don’t need to seek permission or beg for forgiveness.

bike3a

To better understand this space let’s look at the various versions of agency we might encounter:

Proxy agency – rely on others to act.

Collective agency – coordinate with others to secure what cannot be accomplished in isolation.

Personal agency – act with intention, forethought, self-reactiveness, self-reflectiveness to secure a desired outcome.

Which do you most commonly experience during Innovation processes? I would hazard a guess that Collective Agency is the most frequent experience. This is due to the collaborative nature of innovation. 

If we are relying on other people, we have very little ability to act with intention and purpose.

The Agentic Space for Innovation may well be a circuit breaker. With all others in play, we may still be waiting for the permission from others. Consider how you might de-couple teams and colleagues enough to have a more open Agentic Space for innovation.

Protocols and Practices
> Establish how much agency a team has from the beginning.
> Reinforce the permissive culture within the project.
> B authentic about follow through and implementing ideas.


What happens to innovation when one of these spaces is missing?

The relationship between these spaces is perhaps the most interesting aspect of this work. They each depend on each other in varying forms. Let’s explore some of the potential ripple effects if we have a space that is not functioning well.

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What do you think?

When you don’t have the Physical space for innovation, the process takes longer. This might be true because there is less visibility of ideas and progress, fewer opportunities for working collaboratively and poorer communication between teams.

If our Cognitive space is crowded and overwhelming us, we will likely only engage at the surface level. The commitment to the work will probably wain over time as other competing agendas and projects take their toll. Mental energy is limited.

Time is a crucial ingredient for any creative or innovation work. Without enough quality time, ideas might become less ambitious and revert to safe bets.

Without the Emotional commitment to the work, we get projects that fizzle out. We don’t see the connection to the broader purpose and start to reduce our energy and effort as the drive is not there. Fighting our neurobiology is futile.

If we are trying to innovate without Agency in a culture that historically moderates heavily from the top-down, it creates apathy. Why bother getting invested in innovation when nothing changes? Why should we care when the decision is out of our hands?


Other Spaces

This article is not an exhaustive list so let me know what different types of spaces for innovation you might add.

While I have been working on the post, I have been wondering about the Digital space for innovation as remote teams across the world build software products together.

Alternatively the Collaborative space for innovation which directly refers to the overlapping physical and digital spaces we use for creating ideas together.

From an education perspective, the concept of a Pedagogical Space for Innovation is interesting. The room provided in the approach to teaching and learning for change and renewal.

This article is an exploration of some emerging ideas, and I would be pleased to hear from you in the comments about each of the different concepts.


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3 Modes of Learner Agency

Over the last few weeks I have been exploring the concepts surrounding the premise of “student voice” in our schools. I think a much better phrase is “learner agency” as this is broader and encompasses all the learners in the community.

One of the major concerns I have with the transitional paradigm of education is the emptiness of such phrases. They may be well meaning but they are all too often tokenistic. We know we should have it, “We need more student voice!” comes the clarion call. But little is sustained, deeply embraced. Mindsets remain set. As a result students continue as, “subjects of a kingdom built by adults, rather than citizens of a democratic society who help to shape society.[1]

The concept of agency is complex, after all it is about control. Traditionally the locus of control has been firmly with the adults in school and other learning environments. When we begin to, more accurately, consider student voice or learner agency as “the capacity to exercise control over the nature and quality of one’s life[2],” we are beginning to take steps towards a clearer rationale for it in schools. It is not just another thing to tick off.

By better understanding the agreed modes of agency[3] perhaps we can begin to shift things more significantly towards what we intend. It is useful to consider the observable evidence of learner agency in schools with these three modes in mind:

Proxy agency – rely on others to act.

Collective agency – coordinate with others to secure what cannot be accomplished in isolation.

Personal agency – act with intention, forethought, self-reactiveness, self-reflectiveness[0] to secure a desired outcome.

Which one is more prevalent in the learning communities you know of, or work in? Which do you think best describes the realities of “student voice”?

Let’s think in metaphors for a moment to help better understand these three different modes of agency.

My son, George, has been riding his bike to school recently and as we wind our way through the bike paths he has been experimenting with his ability to ride without holding the handlebars. Much to my concern. But when he is on is own bike, controlling where he goes and how he gets there, with hands or intentionally “Look Dad, no hands!”, he is showing direct personal agency.

If George and I were in the laneways of Melbourne and were perhaps looking to travel across the city, we might choose to hire a Bike Share. Again with our own bikes we would have direct personal agency. However if we decided to jump in a rickshaw or bike taxi we would be relying on someone else to act in order to get us where we wanted to go. The control rests with someone else and, in this instance, the prospect of an economic transaction, secures a desired outcome and delivers us to our destination. This would be an example of proxy agency.

Maybe once George has longer legs he might join the weekend cyclists along Beach Road as they turn through the miles. We regularly see large groups and clubs of riders working together. These little platoons of cyclists, or pelotons, gain speed and effort efficiencies from coordinating their actions. They travel faster as a group then if they were solo riders. They are acting in an interdependent way to achieve something that would be much harder on their own. This would be an example of collective agency.

For what it is worth, I think much of what we believe to be “student voice” in schools is in fact proxy agency. The key word here is reliance. Students relying on the school staff to exert a measure of control over their lives, and thus their experience of learning. Through a better understanding of the term learner agency maybe we can reduce this reliance and help students appreciate what it takes to intentionally ride with no hands.


  1. World Class Learners: Educating Creative and Entrepreneurial Students, Yong Zhao, 2012  ↩
  2. Social Cognitive Theory: An Agentic Perspective, Annual Review of Psychology, Vol. 52: 1–26 (Volume publication date February 2001)  ↩
  3. “Monitoring one’s pattern of behavior and the cognitive and environmental conditions under which it occurs is the first step toward doing something to affect it.” Social Cognitive Theory: An Agentic Perspective, Annual Review of Psychology, Vol. 52: 1–26  ↩

This Simple Yet Wonderful Metaphor Will Steer You Towards Action

You will see over the next few months a range of posts about Legacy. The impact that children can have on the world around them is a topic that intrigues me. I will be sharing my emerging understanding of what Legacy means to me and the relevance to education and society more widely. I suppose this is the first of those posts.

Buckminster Fuller

Richard Buckminster Fuller was an American author and designer, architect and systems theorist. As an inventor and visionary he dedicated his life to making the world work for all of humanity. Something that is remarkable about his life was his staunch belief in the generalist approach. “Fuller did not limit himself to one field but worked as a ‘comprehensive anticipatory design scientist’ to solve global problems surrounding housing, shelter, transportation, education, energy, ecological destruction, and poverty.”

Creating silos in schools, through subjects or career pathways, is not likely to foster the thinkers we need. Fuller grappled with complex problems in a holistic manner. He chose to be interested in many areas of study encircling the problem. I always find stories of multidisciplinary teams or mindsets hugely encouraging. These are stories we need to pay more attention to in education.

Trimtab

During an interview for Playboy back in the early 1970s Fuller outlined a simple metaphor for the impact we can all have on the world.

Something hit me very hard once, thinking about what one little man could do. Think of the Queen Elizabeth — the whole ship goes by and then comes the rudder. And there’s a tiny thing at the edge of the rudder called a trim tab. It’s a miniature rudder. Just moving the little trim tab builds a low pressure that pulls the rudder around. Takes almost no effort at all. So I said that the little individual can be a trim tab. Society thinks it’s going right by you, that it’s left you altogether. But if you’re doing dynamic things mentally, the fact is that you can just put your foot out like that and the whole big ship of state is going to go. So I said, “Call me Trim Tab.”

There is great ambition in these words, a message of hope that the individual within a system can make change. Fuller believed we can start with the self, to make changes and build momentum there. The ripples of our impact will soon happen.

I’m positive that what you do with yourself, just the little things you do yourself, these are the things that count. To be a real trim tab, you’ve got to start with yourself, and soon you’ll feel that low pressure, and suddenly things begin to work in a beautiful way.

Learning Legacy

This will form the basis of a longer post in the future, but it is worth mentioning here in the context of Fuller’s challenge for us all. I believe we need to spend more time considering the design of ambitious learning. To help the youngsters we work with develop the capacities aligned with Fuller’s metaphor. To design the opportunities in school for learners to push out against the world and maybe make it a little better.

In many ways this ambition is subdued by the knowledge that through learning we are developing the individual child. But it is the more outward looking, more ambitious holistic design of learning that maybe needs more attention.

What do you mean? I hear you ask. I suppose I think of the examples of school based work that I have been lucky enough to take a small part in over the last few years. Instead of just pretending to do a TEDx event, a primary school we worked with ran the first official event of its kind run by 7, 8 and 9 years olds. Instead of just creating new ideas for the Space Gallery at the British Science Museum one school invited the Education Officers to visit and pitched them.

The list goes on of little Trim Tabs in our schools.

Start Small

Where do you go from here? Learning projects or units of work do not always have the opportunity to have a vast, far reaching impact, so just remember it all begins with yourself.

  • As educators we can make small changes in how we think about learning.
  • We can consider how ambitious we have been in our design of learning.
  • We can foster a creative mindset that starts to believe in the impact we all can have – especially our students.
  • Whilst we might not be able to change the system, we can help our students see that little changes count.