Monday, June 22, 2026

Beyond skills: A capability conception of vocational education -overview

Leesa Wheelahan and Gavin Moodie have published a comprehensive collation of their work on vocational education's purposes and alternatives to competency-based education. The book 'Beyond Skills: A capability conception of Vocational Education' is published by Brill and part of the book series on 'The knowledge economy and education". It is open access and licensed under Creative Commons Attribution 4.0. 

The book has 10 chapters. Many draw on journal articles published over the last decade or so. Wheelahan and Moodie's scholarly work have critique the mechanistic, competency-driven assessment (and it turn the curriculum) for VET. They have always pushed back at the marketisation of education and sought to provide alternatives for a more humanistic and socially-responsible approach towards the provision of VET.

The introductory chapter sets out the context and the main argument for the book. That is for a shift from alignment of education to human capital theory, towards a more 'social settlement' form of VET.

Chapter 2 then presents, summarised and discusses the evolution of human capital theory. The third chapter continues on with the various approaches towards 'skill' and critique of these. In Chapter 4, micro-credentials are used as an example of how curriculum is transformed and subordinate to objectives of employability. The work of Berstein is used to unpack and better understand these concepts.

Chapter 5 undertakes to better understand the role of qualifications. Why they matter, the key theories of education and qualifications and reminds us of the true value and purpose of qualifications. 

In chapter 6, human capabilities are proposed as an alternative to the instrumentalist approaches currently standard across VET and education. The capabilities approach is introduced, discussed and critiqued. Then Chapter 7 brings a synthesis of the previous chapters to discuss the educational purposes of VET. Each of the purposes is then further expanded on and discussed in the next two chapters. Occupational purposes in Chapter 8 and social purposes in Chapter 9. The final chapter reviews the current foundations of VET and proposed a new foundation for VET.

Given the rise of AI and its impact on work, there are many concepts in the book that have relevance as the world of work shifts. At the moment, recent graduates are facing difficulties in entering the workforce. Caused by large organisations decreasing their 'graduate programmes' and lowering the number of entry level recruits.

There is advise for people to seek work in the trades - famously Geoffrey Hinton (godfather of AI) proposing plumbing as a good career path in the age of AI.

What then happens if this comes about? There will be greater competition for apprenticeships. Employers will  be supportive as they will be able to attract higher calibre people. Where does this leave school leavers who have gravitated to the trades? What sorts of jobs will be left? The restrictive nature of trades education does not (at the moment) provide a wide education, encouraging critical thinkers and provide for social cohesion. This is noticeable when I work with developing programmes of study documentation. For degree level programmes, we need to weave in academic literacies (including critical thinking) and cultural competencies. For our programmes below degree level, the emphasis is placed solely on skills and knowledge. There is no room in the curriculum for any content/topic that is not related to being able to 'do a job'. So what happens when large portions of VET graduates are 'work-ready' but not necessarily 'critically thinking citizens'? 

It is therefore important to look at alternative, like those proposed and supported through the 'beyond skills' book. We face rapid changes in how work is constituted as occupations and work tasks shift.  There is a pressing need for VET to be cognisant of these and be transformtive to meet the challenges. Without VET systems (qualification frameworks, pedagogy, strategic direction etc etc) moving towards better ways to provision VET, the populace is left to find their own way, in a difficult economic, social and political environment (sigh). 

Monday, June 15, 2026

Shaping the future of learning - World Economic Forum report

The latest report from the World Economic Forum on AI - Shaping the future of learning: Education readiness for the age of AI. Published 4th June 2026.


The report is short - 40 plus pages covering the 'new' context of education. Then a good overview of the risks of unstructured AI adoption, including the challenges AI pose on cognitive atropy; the long standing hallucinations and misinformation created by AI; AI's contribution to the breakdown in academic integrity; and the continued erosion of human connection through digitisation of modern life.

The report argues for the importance on building education readiness for the age of AI. It proposes an AI readiness framework, provides the background principles on the framework's design and how the framework can be applied.

The last section provides 'signals of readiness' for AI in education including the signs for enabling the foundations of AI readiness, along with the requirements of institutional foundations, pedagogical practices and human learning experiences.

Overall, a good introduction to the challenges with pragmatic suggestions for ways forward. 

Friday, June 12, 2026

Illuminate forum: Building capability and capacity within the VET sector using AI

 The VET Development Centre (VDC) in Melbourne hosts a day of presentations and workshops on AI. There is the option of viewing the presentations on zoom and I pop in and out as my schedule allows. Presenters would have just recently (or in the process) of completing an International Specialised Skills Institute (ISS) Institute fellowship.

The day begins with a welcome to the day, acknowledgement to country and housekeeping for the attendees at the VDC itself, from Martin Powell (CEO or the VDC) and Dr. Katrina Jojkity (CEO of the ISS Institute). Thanked everyone at the VDC for hosting the session. Provided a brief background  (and video) of the ISS fellowships which have been going since 2000 and their have been over 200 fellowships across a wide range of craft/trade skills and VET pedagogy/systems/innovations.

Craig Robertson (CEO of Victoria Skills Authority (VSA) begins with a short welcome address. Began with the quote 'we hold these truths to be self-evidenct, that all men are created equal, that they are endowed by the Creator with certain unalienable Rights. That among these are life, liberty, and the pursuit of happiness.' How does VET contribute to the pursuit of happiness? In times past, happiness was quite a different concept than its more 'frivolous' present version. In VET education, the similar attribute would be self-actualisation. Digitisation represents a major challenge to all. Task/units of competency have been the main outcomes of VET, but what happens now with AI? Education needs to now change to keeps up. We can tweak the current system but this may not be enough. There is a need to move away from task based competencies towards empower people to pursue happiness - which for everyone is always 'work in progress'. As always, Craig's summarises the challenges in a way that will be understood by the audience :) 

Notes taken from sessions:

- AI in Action: developing curriculum resources with AI with Leigh Dwyer (William Angliss) - notes on 3/4 of the session. Began with a Slido - most were 'getting there' along with their organisations ' getting there' or 'just starting'. His report had a framework of teams, tools, design, VET, Docs, ethics as the parts that inform curriculum development with Gen AI. Used this to also present on each of these with examples.

(teams) Shared a case study where a team created a game, using AI. Roles were defined, testing and feedback led to revisions. AI accelerated the workflow. Another example using Chat GPT and Grok to craft lyrics, iLovesong to make music, Leonardo to create artwork, ChatGPT and Grok for worksheets, DistroKid to publish music and Vidmuse to create music videos (for resources for English teacher training - TESOL). Album published to T-soul.  (Tools) Another example a video to help learn OSASCOMP  and discussed how to create resources which engage learners but also help them remember key concepts. Shared the work of Eric Tsui - on using ChatGPT to enhance student's personal learning.

(Design) (VET) Shared how to undertake Industry Aligned Design (IAD) - listing scenario and examples - company, role, job duties, way of working (SOP) reason to do the work. which can be used to build resources that are authentic - for instance - a day in the life of ---.

(Docs) Moved on the document management with mail merge. Workflow shared. 

- Teaching the future: Integrating cybersecurity into education. Faraz Khan (Victoria University). Report yet to be published. Began with a background on his work and the objectives of his fellowship. He visited US of A (decentralised system, high variation, education-driven approach - starting from school). Canada / Ontario has strong industry education collaboration. workforce and industry driven approach. Estonia has an integrated, system-wide digital competence. Embedded into education.

Themes include - coordination through frameworks (reduce fragmentation, shared skills and role structures, curriculum guidance, and coordination through policy and standards); Teacher capability as a constrain (requires structured learning, industry engagement and system support required); practice-based learning (using simulations/labs, work-integrated learning, and scaling these through cloud platforms and industry partnerships); cybersecurity across disciplines (across all industries, but requires sector-specific application, still largely IT-focused in practice and cross-disciplinary integration emergent). Provided examples of cross-disciplinary models in practice; and Pathways and workforce alignments (connecting education to workforce teaching - structured pathways, industry aligned learning, expand pathways, and non-formal pathways). 

Shared the various system challenges and tensions - fragmentation, sustainability, access and equity and the experience gap. Implications for VET are many - need to embed cybersecurity across disciplines, build teacher capability, expand practice-based learning and strengthen pathways and partnerships. Q & A ensued.

- AI integration for student engagement with Thuy Cao Reynolds (AMES Australia). Report yet to be published. There are challenges in the Australian workforce and VET - low completion rates in VET (50%) along with low participation rates when VET is Australia's largest workforce pipelines. Improving engagement can be useful. Engagement has cognitive, emotional, behavioural and social dimensions. These then add as forces to influence student engagement. Cognitive forces can be supported through hybrid human AI shared regulation in learning models, personalised learning and learning activity that promote critical thinking; emotion can be tapped into with game based learning to increaser fun, curiosity etc. AI can also be a team member, tutor, mentor and simulator. These influence wellbeing and change /transformation through learning. 

To test the framework above visited Singapore (SMU - chatbot to understand people and culture), Germany (VR for German language practice and ChatGPT as a language learning assistant) to see and experience AI integration. Wellbeing (through teachers acting as mediators between students and AI tools, and change management - instructor led-training, were also observed.

Shared considerations for organisations - alignment to strategic vision, invest in teaching and learning and embark on and support change management. Teachers also must be considered. Competencies and support required on how to select the appropriate AI tools as matched to learning activities - pedagogical alignment, usability, accessibility, ethics and data privacy and well-being. Shared a guide for the selection process. Thanks for presenting on two references from my work - Identity, pedagogy and technology enhanced and Ai in VET. 

Stressed importance for considerations for teachers - model enthusiasm and build trust around AI use and integrate tools to boost learning and performance. Considerations for students include the need to learn how to learn before using AI and be prepared with purpose and independence. Include learning goals, independent thinking, focused prompting, Ai literacy and learning how to learn. Proposed considerations for Department of Education and Training - quality teaching / learning and lifelong learning, future workforce and career readiness and sustainable and innovative education system development. 

Closed the presentation with UNESCO ' education transforms lives; but education must also be transformed to meet the challenges of today and tomorrow'. 

Two applied workshops of 45 minutes each follow. One with Faraz Khan - 'think like a hacker: practical cybersecurity skills for everyday protection' and Leigh Dwyer on 'building capability and capacity within the VET sector using AI'. I will need to get back to these through the recordings (along with the missed presentation earlier on).  


Monday, June 08, 2026

Magnifica humanitas - On safeguarding the human person on the time of AI

 Worth a read. Pope Leo XIV's statement/encyclical letter on AI - Magnifica Humanitas.

The argument for the primacy of human endeavours and the need to ensure that any form of technology is given deeper thought before wholesale adoption by humanity.

A brief google search will reveal many reviews, both from within the Catholic / Christian community and without.

The essence of the statement is of importance as it is a call to reevaluate where humanity is going with technology along with the free-market capitalism which funds it. There are reminders of the  many ethical issues surrounding technology. It effect, its a wake up call for many, to be vigilant and to monitor technological advances, to ensure that their adoption does not lead to detriment to the human race. 


Wednesday, June 03, 2026

Exploring the future of learning with Gen AI

 A webinar of the keynote and panel discussion from The Centre for the Study of Higher Education at University of Melbourne. It is an in-person event with zoom of  the opening keynote and panel session. 

Associate Professor Tim Fawns (Monash University) presents the keynote - Beyond cognitive offloading: student as a complex phenomenon. 

Notes of the presentation:

The presentation began with a welcome from Associate Professor Cochrane and an acknowledgement of country and an introduction to A/P Fawn.

Began with defining cognitive offloading - which might not be a bad thing! A sustained lack of critical thinking, through using technology, is one way to look at it. Current studies on cognitive offloading etc. have not perhaps been conducted validly. A student using AI, does not cause any form of brain damage. It is difficult to work out what students are thinking and we must not assume what students are thinking.

We move to assumptions when students use AI. We need to find out why and how students use AI. Students' practices, contexts and temporalities matter. One use of AI does not tell us much, however, intentionality matters - what are they using AI for?? 

In learning, collaboration matters. However, humans are a collective species. We need to work with others to achieve objectives. Individual knowledge matters but they need to also use this in conjunction with the milieu they are in. Dialogue with students is important to find out what they are doing with AI.

Cognitive offloading is 'the use of physical action to alter information processing requirements of a task so as to reduce cognitive demand (Risko & Gilbert, 2016). If you offload enough, the reduced task becomes the task. We offload all the time, due to the volume of information overload we encounter.

Human learning can be distinguished from 'cat learning (J. Dorn). We need to be more precise as to what we are looking at and how to better understand the values we need to protect with regard to human learning. Therefore, we cannot offload cognition that has not been thought of yet. You cannot know what would have been thought otherwise. The thing you overload to does not think what you would have thought. Offloading enables and requires (different) thinking, depending on your goals. 

There is both beneficial and bad effects of cognitive offloading. Short/long term effects are difficult to pin down. Cognitive offloading came about through work on transactive memory. A shared cognitive system where groups or couples collectively encode, store, and retrieve information. ' not traceble to any individual. Distributed cognition is the processes distributed across members of a social group, between internal and external resources, and across time (Hutchins, 2000). Therefore, it is cognitive distribution, 'remixing'.

Shared the work undertaken on student perspectives on AI in HE - AIinHE.org. The complexity and diversity of what is happening is a defining factor of the study, carried out over the last few years. Over 8000 responses show the main use to be editing/writing, brainstorming, teaching how to something, searching/researching, getting feedback (all over 50%). When an assessment task restricts AI, students think they are able to learn less deeply. 19% of students feel that being able to use AI in assessments, helps them to learn more deeply.

As an summary of using AI to undertake summaries, students found that it saved time, helped understand key concepts, manage heavy reading loads, engage with complex or unfamiliar (over 50%). Most students say they read the original text, as well as the summary.

Therefore, there is a big, messy and diverse mix, including resistance, low trust of outputs, varying confidence in their ability to use AI and worries about learning (Jung, 2025) AI is embedded in different ways. AI feedback seen as less trustworthy, less relevant, clearer, more 'objective' and less emotionally fraught (Henderson et al., 2025). Students were concerned about dependency, needed to trust themselves and their processes and were developing moral and ethics (Bearman, 2025).

Optimism, guilt, scepticism, relief, moral boundaris, fears ---- complex moral negotiation (Oberg et al. 2026). Things 'stick' to AI including alarm, distrust, enthusiasm and hope. 

Therefore, many students are worried about becoming lazy and taking ahortcuts. Overall, thoughtful. 

Shared work at Monash with a focus on evidence of learning. (Fawns, Boud, & Dawson, 2026) pm targeted learning to focus not only on product, but the performance, process and practices. Important to help students leverage off AI. However, the practices are still emergent and need to be better understood.

Questions on assessments include - are learning environments appropriate for encountering students and what they can do? Do assessment tasks allow demonstration of learning outcomes via a range of proxies? Are the conditions appropriate to generate evidence of learning? Are the evaluation methods appropriate to the evidence?

Therefore, AI relate beliefs and practices are as diverse as those of staff. AI in education is an even bigger, and more emotional and personal challenge. Students need educators who understand all of this and help them navigate. Competing demands, the competitive nature of HE, eroding trust between students and institutions are perhaps more important. 

Q & A ensured. 

Panel discussion followed (I will need to catch up on these in the recording) was moderated by Dr. Shannon Rios with Laura Chambers (board director at Mozilla), Dr. Solange Glasser (University of Melbourne) and Jim Hsiao (University of Melbourne).

Tuesday, June 02, 2026

Weekly collation of AI news - Ai and the future of AI & The AI Corner

 With so much 'news' and commentary on AI in education, it is difficult to keep up!. I have subscribed to these two 'news feeds' or collations to try to keep up with the flow of updates, issues, and discussion.

1) Nick McIntosh - AI and the future of HE

Nick posts on LinkedIn each Monday. Having an account is useful but not compulsory. This week's post covers various relevant publications, news on NVIDIA and Micorsoft moving AI off the cloud on onto your desks, and the Pope's Magnifia Humaitas.


2) The AI Corner

Subscription to the AI corner and a weekly (Monday) email is posted into your inbox summarising AI developments of relevance in Aotearoa NZ. Recent new is summarised  through a commentary along with updated happenings across the major AI providers - Anthropic, Open AI, Microsoft, Google/Deep Mind etc.


The above safes me time but serendipitous finds through LinkedIN, Google News feeds, Google Scholar alerts etc. still yield scholarly material :) 


Friday, May 29, 2026

ATAIN - Human-led, tech-empowered: Evaluating educational AI tools for impact, ethics and pedagogy

 Notes taken from the monthly ATAIN session.

This month, Joan Sutherland and Associate Professor Trish McCluskey Director Digital Learning from Deakin University on 'Human-led evaluation process: learning and teaching.

Joan presented, beginning with a acknowledgement of country and emphasising the human in technology.

Asked for what tools are used and why are these used.

What are the challenges? Drew on Laurillard (2012) Teaching is Design - knowledge acquisition, collaboration, inquiry, production, discussion and practice to place emphasis on the pedagogy and not on the tool itself. This was to address what tools, when, what good practice looks like and where to get support. 

The initial evaluation surfaced the following: subjective view, lack of transparency, manual process, security risks, AI integration, workflow diversity, lack of alignment, duplication.

An explicit process required and aligned with institutional direction. Therefore, the current process was mapped; alignment and gaps identified; what does the research say? defined the ideal process; align and refine; how can automation be leveraged? 

Shared process that was initiated. A new request is raised, need analysis and alignment, research and tool selection, pilot and test, evaluation and recommendations, implementation, ongoing monitoring and support, and evaluation for license renewal. The process is visible to all staff at the university. Each stage is recorded and available so that progress through the evaluation process is shared. 

It is important to do the needs analysis is a human-led conversation to provide consistency, one source of truth, alignment, transparency and to avoid duplication. To identify gaps/duplication cover what challenges will the tool address? which activity types does the tool best align to (as per Laurillard and pedagogy approach) ? what key features expected of the tool? what specific tasks must this tool support? the tool is evaluated against a function and a feature matrix. 

AI is challenging as it is probabilistic and will not provide the same output consistency. Privacy and cybersecurity are added challenges. Cross cutting principles include privacy-by-design, data minimization, security by design and ethics and compliance. Therefore, context needs to be taking into account along with user experience, AI components (transparency, clarity, relevance, usability, integration to ensure strategic alignment and pedagogical impact.

Shared an AI tools heatmap evaluation to help users/staff understand all of the above parameters. 

Impact measured using SAMR (Puentedura, 2006), does it enhance and transform? However, it does not reflect the complexities of AI. Therefore, adding the layer of people, process, practice may help to provide a bit more representation for the wide range of AI.

A good overview of a process to evaluate technology tools that support teaching and learning. Q & A followed. 

However, my take is that perhaps we are trying to fit a problem into an existing framework. AI is especially tricky as it is what the user does, that actually defines its pedagogical role. AI is therefore not a tool but more of a 'social-cultural' partner. It can be used as a 'sage on the stage' giving answers, a 'guide on the side' to support nascent conceptualisation and learning, or 'a muddler in the middle' a socratic opponent, thinking partner etc. AI literacy for our teachers and then in turn our students is a major key to reach the potential use of AI to support teaching and learning. Learning becomes a hybrid of human+AI rather than a 'tool'. 

AI likely needs another evaluative process. 




Thursday, May 28, 2026

Mysterious brain - Royal Society Te Apārangi presentation by Emeritus Distinguished Professor Cliff Abraham

 Notes from last night’s presentation organised by the Royal Society Te Apārangi on ‘Our mysterious brain: the making and breaking ofmemories’. 

The session is presented by Emeritus Distinguished ProfessorCliff Abraham - who worked for many years at the University of Otago.

After a welcome from the Royal Society and ‘housekeeping’, Professor Abraham is introduced through a background of his long research career.

Began with an overview of the parts of the brain, its structure and the function of various parts. Then the microscopic structure of axons, nodes (90 million ++) and the speed at which it works. Defined learning as the process by which experiences change the nervous system and hence behaviour (referred to as memories).

Summarised memory hyper-functionality during early development. Psychiatric disorders (psychosis, PTSD) and additions also bring about hyper-functionality. Memory hypo-functionality occurs and exampled by amnesia and dementia.

Mechanisms of memory storage through neural connections include dendrites receiving inputs and axons sending outputs. The synapse forms the connection between axon and the spines from the dendrite through neurotransmitters (glutamate, dopamine, serotonin, adrenaline, histamine) and electrical activity. Synapses are work-horses of memory, there are 1015 of them, they are metabolically active and individually modifiable. Astrocytes are also in the mix. All densely packed together.

Summarised the ‘making of memory’ through from the early 1900s. Long term potential (LTP) or depression (LTD) allows for modifiability (plasticity) of synaptic transmission. If the LTP is blocked, impairment of spatial memory formation occurs.

Therefore, does altered plasticity contribute to memory impairments in neurological disorders? Can knowledge drive new cognitive enhances and disease therapies.

Introduced Alzheimer’s disease and its effect on the human brain (lost of large amount of brain cells and inclusion of plaques and tangles). Causes neuroinflammation, synapse dysfunction / loss and nerve cell loss.

From a research and clinical perspective, understanding the process helps inform prevention/delay, lead to earlier detection, and towards more effective treatment.

Prevention involves ‘using it or losing it’. Good diet, weight control, physical exercise, good quality sleep, and keeping up with mental and social activity. Early detection of plaques with ‘PET’ scan. Blood tests being developed for early stage Alzheimer. Shared work at University Otago on ‘microRNA’ that may be a useful contribution.

Treatment – new drugs increase brain ‘tone’ – about ½ of the people taking these drugs experience modest improvement in cognition. However, effective treatment needs to be more effective, long-lasting, non-invasive, have a brain-wide delivery, cross the blood-brain  barrier, have few side effects and be affordable. Some progress presently on antibodies that remove plaques from the Alzheimer brain. Presently not widely available, very expensive and only deal to the plaque, not the tangles.

Stressed the importance of building brain resilience and maintaining cognitive reserve. Persons with brain resilience hold off dementia for longer. Shared a new treatment strategy to amplify production of neuroprotective proteins. How can these specific proteins in the brain be increased. Gene therapy approach alters cell function at a genetic level to generate a therapeutic outcome. For instance, to make more of its own neuroprotective proteins eg. sAPPa. Explained how virus-mediated gene transfer can be used. The gene encoding protein (sAPPa) is packaged into a virus shell (Trojan horse). This package is administered (injection – intracranial, intravenous). The gene enters the nerve cell nucleus, the virus shell dissolves and the protein enter the cell.

Trial of above through intracranial virus injection increased sAPPa rescued spatial memory in mice with Alzheimer. Also reduced plaque development in the hippocampus and the cerebral cortex. Future work on a human-ready virus shell. The hope is to increase neuroprotective proteins in the brain. 

An interesting foray into neurobiology and neuroscience. 

 

Tuesday, May 26, 2026

Future postdigital classroom - Special issue of Postdigital science and education

 The September 2025 issue of Postdigital science and education focused on the topic of the future postdigital classroom.  

The special issue was edited by I. Forsler, E. Bardone and M. Forsman.

There are 20 open access articles covering a range of topics. Each is provides interesting perspectives and provoke thought and trigger further investigations. Most are schools or higher education focused but frameworks and discussions are useful to inform VET.

- Walls come tumbling down: imaginaries and materialities of the postdigital classrooms by the editors sets the scene for the issue. The objective of the issue is to envision, discuss and critique the 'future postdigital classrooms' and on how technology impacts on teaching and learning. ChatGPT was used to generate images of a classroom without walls and found it wanting as it drew on the historical conceptualisation of classrooms with desks, chairs and whiteboards. The goals of the issues are to understand the dominant imaginings and narratives of a future classroom; how educators enact and negotiate these narrative; what methods or approaches can be used to imagine the future; can such futures be translated into the physical world; what are the boundaries of the classroom and how can the risks and promises be met or transcended?

Articles are then briefly summarised.

A 'pick and mix' of the articles for a first reading through recommended as there are many ideas introduced through the chapters. Then a focus on the pertinent ones will pay dividends. A recommended read. 





Monday, May 18, 2026

AI is not the answer, it is how it is used to support learning which is the key

 Some learning from chalkbeat, reporting on why the Khanmigo chatbot has not yet met its promised goals. 

Three years ago, an AI chatbot was launched in Khanmigo. Uptake by students has been lukewarm. The Khanmigo chatbot was used by students to find answers, rather that as a 'study buddy'. The key seems to be, as always, to educate students, rather than for them to just try things out. 

A recent German study to evaluate the relationship between AI-chatbots, student assessment performance and learning outcomes in Higher Education,  The findings indicate that students may be able to complete tasks faster, but not better or lead to higher grades.

Again, it is important to plan carefully, the objectives of using AI to support students. Are the chatbot/agents used to support learning? If yes, what are the specific learning objectives? Is the chatbot/agent 'ring-fenced' sufficiently to actually support the attainment of the learning outcomes? In our current projects, we need to be very clear about how and why the chatbot/agent is being utilised. This helps delimit the range of the chatbot and to ensure that it stays on task and does not deviate from its assigned objectives. 


Thursday, May 14, 2026

Castlereagh statement on AI in education (Australia) - webinar of 'soft' launch

 Dropped in to the webinar to 'soft' launch the Castlereagh Statement - a cross-sector call for action on Australian education and training in the age of AI. The statement was developed through a series of cross-sector meetings/webinars/communities of practice. 

Notes taken:

Katie Ford welcomed the audience, welcomed all to country and provided an overview of what the Castlereagh Statement is and why it has been developed.

Draws together 80+ contributors from 30+ organisations including schools, universities, VET,  industry, government and also students. Brings together the many reports and research but no necessarily leading to action. Employer and society needs are shifting and pace of AI means it is difficult for education and training to keep up. 

Came up with 3 goals (what do we value in learning, a coherent learning pathway, and every Australian engaging with AI), 6 principles and where to next (near horizon - stabilise; intermediate medium - structural; and far horizon - new foundations).

Cross sector perspectives provided:

Bridget Pearce (Brisbane Grammar School - K-12) - Returned to the 'purpose of education'. At present mismatch between the needs of communities and society - collaborators, innovative thinkers, etc. but the curriculum crowds these out with its emphasis on meeting standards. Alignment needs to now be taken between the type of education required, and how schools can help students to get there. Teachers are not resistant to change but are resistant to bad change :) 

Helen Fairweather (Engineers Australia) - Important to have every sector involved with input into the statement. All participants were passionate about contributing. Engineers Australia does not dictate to providers, what and how engineering is taught. However, they are keen to ensure that Engineers have the competencies required to practice as engineers. Consistent framing across the sectors. However, no right/wrong answers. The statement provided the opportunity to consider the future of education. Accreditation does not seat outside within industry, it is a shared project with society and education. 

Claire Field (VET) - Shared the timeline with regard to guidance on AI. The schools had developed an Australian framework for Gen AI in Schools in October 2023. However, ASQA still in the process of drafting principles. AI is not just impacting learning and assessment, it is reshaping work across all industries, and VET serves diverse students and communities. VET perhaps behind as they did not (do not still) think that it will be impacted by AI (especially in the practical area). Unlike other countries, VET students are generally not encouraged to use AI. 

Adam Bridgeman (University of Sydney) - Universities siloed and are not likely to be aware of what is happening across other sectors and also internally - not much interaction between disciplines! Authentic learning will likely now require working with AI. Values and incentives to reward what matters is important. It is now not about the product but about what learning takes place. Pedagogy and how this is understood is a key towards leveraging AI. 

Peita Davis (Business Council of Australia) - what do businesses expect from graduates? Strong AI literacies and human skills are the key - teamwork, communication, critical thinking. Young people are seen to bring AI into small businesses! However, this is not the case :( no urgency across government towards this, AI literacy for all in Australia. What can be done? The statement is good first step. Clear guidelines and next step is to have AI literacies embedded from early childhood onward.

Tim Burt (Future Skills Organisation) - Provided a higher level, governmental perspective. AI skills are being defined - what are the skills Australia to compete in the Ai economy? Do we have the skill? What is needed to mobilise the nation around AI skills? and how will we know if initiatives will be effective? Common themes between Castlereagh and the study. Human skills fundamental; coherence required across all of education and complemented by industry feedback? How can AI skills development be coordinated? 

Danny Liu presented on 'next steps'. Jason Lodge reiterated that all the sectors/industry etc. coming together provides a way forward, which is cooperative. Therefore it is a coalition of the willing.

Monthly working party will meet between now and October to create a White Paper - cross sector and sector-wide working parties to formulate specific action plans, collect and surface vignettes of practice, and make progress visible. Items include IT enablement, curriculum and alignment and credentialling and assessment.

Q & A ensued. Topics included ensuring all states included; ways to ensure industry/business included; and how to ensure what is drawn up have a voice with policy makers and government. 



 





Monday, May 11, 2026

AI in education - reading the literature with a critical eye

 The numerous publication around AI in education has made it somewhat challenging to keep up with. My Google Scholar alerts collates around 10 articles every day. Other sources of reading include recommendations via various LinkeIn posts, blogs I follow, news articles and other media, and alerts from various journals. There is therefore an avalanche of material on the topic!

However, there is still a distinct gap in work from the vocational education sector. The book 'Artificial Intelligence in Vocational Education and Training' which I edited, has had over 4000 downloads. A favourable book review in the International Journal of Training Research has helped with bringing the issue of applying and leveraging AI into the specialised context of VET. More can be done, and I have put forward another proposed book to publishers, to record how the sector rises to the challenges posed by AI. VET cannot ignore AI, given its primary goal is to prepare its graduates for the world of work. All VET needs to cover Core AI literacies to ensure that VET graduates lead their industries into the ethical, principles and careful use of AI across occupations. 

There is also a need to draw on the current corpus of work on AI in education. Code Acts in Education blog warns of being circumspect with regard to publications, often spread through the blogsphere and other social media. There are also many pre-print articles being disseminated through various channels which are in the process of peer review. Recent recantation of articles due to faulty methodology also raise flags. The blog is worth reading through for the many ways in which fast, rapid publishing, is detrimental to the credibility of sound research.

Therefore, it is important to carefully evaluate articles, be patient and wait for articles to have cleared the peer review process and be published, and keep an eye on article retractions! 




Wednesday, May 06, 2026

Rebecca Frankum - NZ Vocational Education and Training Research Forum (NZVETRF) master class - on school leaving certificates

 Attended a 'masterclass' or fireside chat organised by the NZVETRF presented by Rebecca Frankum, Transitions in Upper Secondary School Education, OECD Secretariat. A recent report 'the theory and practice of upper secondary certification' authored by Hannah Kitchen and Rebecca, forms the basis for the discussion. 

Notes taken from the presentation/discussion:

Josh Williams from Skills facilitates the session. He began with an overview of NZVETR, the background to this session (the change of NZ school leaving qualifications) and introduce Rebecca - who presents from Paris.

The presentation worked through the report, with an emphasis on some of the implications and applications within the NZ context.

- Began with the importance of upper secondary certficates as it accreditates them towards the next step in their lifes. 

- Study looked into how upper secondary certificates were structured. did they incorporate and assess a broad range of skills? reflect the diverse skills and strengths of all students? enable progression to the students' next steps.

- Analysis of upper secondary certicates (71 certificates, 38 systems) on nature of assessments, who marked, what did they include, was there activity within unseen questions/tasks? allow for natural occuring evidence.

- 3 categories - certificates that include external exams, but no internal assessment; certificates include internal but no external exams; and certificates that include both (NZ NCEA is an example).

- exams still have an important role as they assess complex skills like analysis, evaluation and creating and include a range of problems, sources and multimedia materials.

- Higher education entrance exams - same exam papers, consistent marking, consistent standard of difficult, same exam conditons. Useful as 'gate keeper' - certify knoweldge, understanding and skills and facilitate selection.

- Wider range of exam formats support validity but can be hard to design and some skills (practical, social. emotional, higher order ectc) hard to assess.

- Balancing assessment approaches (fairness, credibility, relevant, manageable) supports robustness of certificates.

- Most systems (usually 3 - 2 vocational and 1 general) have separate certificates for vocational education - NZ is an outlier with one to fit everything.

- Models for designing upper secondary education include personalised systems (significant choice) (Australia, NZ, US of A), intermediate (Estonia, Poland, Denmark), structured (limited choice) (Austria, Germany, Netherlands, Switzerland).

- how vocational certificates are assessed shapes pathway opportunities. All external, all internal or both. Vocational certificates are generally all internal whereas general programmes are mostly all external. General certificates usually set by teachers and assessed externally. Whereas VET set by teachers and 'boards' and may be assessed both externally and internally.

- Achieving 'parity' across vocational and general certificates is not about just assessing the same skills and providing the same pathways, Vocational upper secondary certificates need to balange authentic assessment of practical skills and also providing pathways to higher education. Efforts fo create equitable pathways can result in close alignment to general certificates, masking the unique value and skills of vocational programmes.

- To meet the parity challenge, need to involve a range of stakeholders and assessment formats. Assess occupational skills through practical exams and workplace assessments. Involve professionals and employers through local juries or assessment boards to ensure vocational certificates represent the skills and knowledge of industry. 

Q & A followed. 

Balance between vocational and general is a challenge, fit for purpose and enable learners to be recognised for what they have developed through education. 

Modern certificates tend to recognise a wider range of skills, knowledge and attributes, beyond just the academic. Curriculum reforms tend to focus on how to accredit across the wide range. 

In NZ, autonomy from students and teachers is high. This is not the case internationally. Innovations and ways to meet the needs of learners by schools, means the consistency across NCEA is difficult to manage. Retaining this flexibility is still important. 

There is room for both external (exams) and internal assessments. The purpose of the assessments, and what is to be assessed should be the key to making the decision. 

Recognised the complexities of VET learning :) 

Good update on what is happening in the school completion certificates. There is no right/wrong approach, many challenges, and working through these require clear understanding of the purpose of these qualifications. 











Tuesday, May 05, 2026

Pedagogy, then AI

 From the blog of Medkharbach, comes a call to ensure that pedagogy comes first when using AI chatbots to support learning. 

Although the above assertion is commonsense to educators, it still requires careful consideration and an inclination to work through the many challenges inherent to bringing the 'pedagogy first' rule to the fore. 

The blog recommends drawing on two references to inform the work of educators and learning designers.

McTighe, J., & Wiggins, G. (2012). Understanding by Design framework. ASCD. - with a focus on teaching and assessing for understanding and learning transfer AND using 'backward design' for curriculum structure.

Zhang, Q., Zhang, N., & Lu, C. (2026). How do pedagogical approaches affect the impact of chatbots on learning performance? A meta-analysis and research synthesis. Educational Research Review, 51, Article 100783. AKA how to utilise chatbots effectively to support problem/inquiry/project based learning and collaborative learning. 


Friday, April 24, 2026

AVETRA 2026 - DAY 2

 Friday brings fine and mild weather. My walks to and from the conference, along the Brisbane River, provide a time to reflect and consolidate the many ideas and information from yesterday's presentations. Andrew Williamson (AVETRA president going forward to 2028) welcome delegates back to the conference and thanked sponsors and the organising committee.

The conference begins with a keynote from Kira Clarke, Brotherhood of St Laurence, .(AVETRA president for the last 4 years). She presents on Equity and inclusion: Strengthening policy, practice and inclusive productivity. Her work on equity and inclusive inclusion in VET goes back 20 years. She summarised some of the many projects she has worked on, along with the background and methodologies used. However, very little has shifted :( Focus to day on economic crises as a catalyst for change; government imaginary of VET as the backbone of inclusive productivity; and propose a framework reinvigorating a social justice vision that locates the learner at the heart.

From 1992 to the present, various productivity agendas have been drawn up on the role of VET, mostly in response to economic downturns, and the need to utilise training to raise productivity, often through VET training contribution towards a 'skilled and adaptable workforce'. ACross the years, there has been a strong policy focus on the contribution of skills to productivity. Current policy to provide equity and inclusion in VET still present and explicit. However, systemic capability and a meaningful change is missing. Therefore each subsequent system change, moves VET further away from its original commitments towards equity and inclusion.

Summarised the ways equity has been defined in policy discourse. Limited maturation in the ways equity and inclusion have been framed and in turn understood. Naming equity groups risks diluting the needs of these groups rather than recognising the barriers, across many parts of the system. Presented evidence of the current equity performance, which has been poor and not progressed across the years. These include persistent gaps in enrolment of people with disability and women, geographical inequities and inequalities and declining completions of people with disabilities and those in regional and rural/remote areas. There have been positive increases in enrolment and completions of first nations and culturally and linguistically different (CALD) communities. Therefore, although equity ambitions are present in policy, they are not consistently realised in VET.

Poatulated some reasons for the above. Structural tensions (marketisation of VET, short course funding incentives, fragmented accountability, support services pilot funded only, blunt policy instruments) limit the policy translation into actual equity outcomes for individuals and communities. 

Proposed a systems lens to understand and improve the system. Used Nancy Latham's humam systems approach - shifting system centred to person centred. Need to as what is the ideal succesful pathway, what does a challenging pathway look like? Shared the 5 Cs framework to help shape VET. Commencement, Connection to Training, Completion, Conversion of training into employment and Career continuity. How each of the 5Cs can be worked through to support a person-centred system detailed.  Reinvigorating a social justice vision for VET through human systems approach provides a way forward There is a need to shift from a 'training culture' to an 'education culture'. (See Noonan, 2010 as example). Suggested policy actions to move VET into stronger realisation of the equity/inclusivity function. 

Then, a panel session facilitated by Andrew Williamson  with panelists Shawn O'Sullivan, Amy Morgan, and Nick Howie on 'Impact of VET applied research: an activity report from TAFE Centres of Excellence. The panel included Nick Howie, Amy Morgan, and Shawn O'Sullivan. Andrew provided the background on the formation of the Centres ( (established 18 months ago) and their purpose, which includes research. Each panelist presented on their Centres. 

Shawn - TAFE centre of excellence Queensland - began with  definitions of applied research - with Berwyn Clayton's quote ' applied research is the major means of scratching constant itches that irritate us at work'!. Shared details of two rounds of applied research carried out or in progress thus far. Round one mainly information gathering and work around lithium batteries, agriculture and sustainable energy etc. Round 2 around building TAFE capabilities for R & D, addressing industry need and opportunities, and translating research  - community knowledge for aged care, disability support and skills gaps for nursing, allied health and mental health. Each with a several separate projects. 

Ann presented on TAFE NSW - manufacturing centres of excellence. Shared the various 2023 policy/documents informing the work of the centre. Establishing of 3 centres ( net zero - Hunter/New Castle; advanced manufacturing - Sydney; heavy manufacturing - Wollongong) to be completed by 2027. The centres commit to 'enrich students' learning experience, support industry needs and enable applied research programmes. Some industry challenges need to be thought through - attracting future workforce, retaining existing, aging workforce and improving productivity. Need to move towards industry 4.0 by extending on apprenticeships and trade qualifications towards accessible post-trade education, microcredentials/microskills, higher apprenticeship and applied research (5 years) and higher education, research and future tech (10 years). The two present streams of applied research are in teaching and learning and and equity stream (encouraging and supporting not-traditional people into manufacturing). 

Nick - TAFE SA centres of excellence. Summarised activity to date. Also a desktop/lit review of the frameworks, evidence practices and models/methodologies to underpin the centres. Shared work on Early childhood and degree apprenticeship (including adjustment, delivery and asssessment using Pijantjara language). Future projects include research partnerships with a emphasis on the scholarship of teaching and learning in VET. 

Q & A followed.

As with the Aotearoa NZ Centres for Vocational Education Excellence, each of the centres has a different focus, let by their state policies/governance and history. 

The four streams continue on after morning tea. I attend the following:

- Navigating change: health professionals' learning practices in digitalised work contexts - with Sarojni Choy and Maria F. Larrea. Presented a small part of a larger funded project (Investigating professional learning lives in the digital evolution of work). Covered background and rationale, the conceptual framework, methodology, findings and implications and recommendations. Across almost all occupations, digitisation is embedded in practice. These changes increase demands for expertise and judgement. Effective professional learning is required but increasingly practice-based. Professional learning patterns are moving beyond formal training. The research question was 'how do health professional experience, navigate, and learn to cope with digitisation in their everyday work? and 'what are the implications on professional development? The conceptual framework on practice-based learning is used (socio-cultural learning, practice-based perspectives, learning embedded in identity, relations, artifacts). The larger project includes survey, case studies and large scale survey. This presentation focuses on case studies with 15 health professionals - nursing, radiography, allied health, music therapy. Themes include: learning is embedded in everyday digitalised practice; digital tools are constitute of everyday practice re--production; professional judgement shapes practice in a digital world. Learning in a digitised workplaces is not skills acquisition but an intrinsic part of practice. 

Implications for VET - the need to move beyond compliance-driven continued professional development; design learning around practice, not tools; support development of professional judgment, not just digital skills; value collective and socially mediated situated learning, position VET as partner in workforce adaptation; reposition VET in digital transformation. For RTOs - recognise learning occurs in the workplace; design training around real work practices; go beyond technical skills to develop judgement; align assessment with practice-embedded learning; position RTOs as partners in workforce adaptation. For trainers/assessors - anchor learning in real work practice; focus on learning while working; cultivate professional judgment; leverage collective learning; assess learning in context. 

- Learning that works: exploring work-related training in Australia and the implications for VET - Brett Hall from the Australian Industry Group. Based on HILDA data, 40% of workers' existing skills to be transformed or become outdated between 2025 and 2030. Around 7 in 10 Australians working today require upskilliing. Work-related training 'includes structured learning activity undertaken in the past 12 months that is related to the respondent's current or future employment'. In general, over 30% of the workforce are above average in their participation rate in work-related training. Most work-related training is fully sponsored by employers and therefore mostly occurs in paid work time. Summarised the implications for VET. 

Boosting lifelong learning in the workplace is critical. Supported by comprehensive system-wide approach, unlocking barriers to investment by employers and individuals; strengthening foundation skills; and skills policy settings that encourage and enable work-related learning. Each of the components discussed. 

- Embedding student-centred learning in trades education: A continuum of change for novice teachers - Rhiannon McNamara - Unitec. Began with the Aotearoa NZ - changing governments, multiple reforms, funding shifts and fluctuating industry influence. Challenges are expectations for learners are high along with requirements to embed literacy/numeracy, cultural competencies etc.  trade professions are not necessarily learner-focused. Literature review indicates very little support for unique nees of novice TVET teachers. PD standardised and academic and qualifications provide the what but miss the how. Required context specific, personalised, familiar and strengths based and sustainable. Used action research to study and improve practice. 7 participants with no teaching qualifications from a variey of trades with 3months to 2 years in teaching. Adapted the CELTA (language learning) framework to priortise practical teaching strategies. Launched a trades teaching apprenticehip journey. Started with a needs analysis and draw up personalised PD plan; input sessions for coaching, observations, teaching, feedback on teaching; weekly catch-up; (9 months) scaffolded support; teaching qualification achieved. Collected observation notes, notes from professional discussion, anonymous student course and participant surveys. Did the intervention shift novice teachers towards student-centred teaching?? Thematic analysis against Bremner's student centred framework (2020). Over 1/2 of the participants moved positively towards adapting to learner needs, using formative assessments, sharing 'power' with students, giving students greater autonomy. Active participation was increased and relevant skills connection was already high. Findings indicate relationship-based approach (whanaungatanga) was embraced, digital competency was a barrier to progressing with teaching skills, basic teaching skills important. Whole school approach important (every 6 weeks); collaboration on teaching strategies, not just the building site; development for trades teaching apprenticeship; and creation of trades learning and teaching advisory group. Qualified teachers increased from 33% to 78%, 1 to 7 senior lecturers, 6 institutional awards and 1 national award. Transformation of identity is a key, not just skills, but becomes who they are. 

Back to the AI track after la convivial lunch.

- Students use of Gen AI in online VET in the school of business: insights for teaching, assessment, and academic integrity. - Dr. Kalpana Narayanan, Dr. Darren Turnbull, Silpi Pant and Allie Swan from Central Queensland University. Started with the context of the study. Conceptual framework was summarised through TPACK and Grow-AI. Focus groups and interviews used along with surveys. To find out why, how and when Gen AI is used. Findings indicate Gen AI present but not universal; ethical awareness and integrity concerns, support for independent learning, shared responsibility, guidelines and policy clarity important, skills development possible and AI literacy required. Therefore key findings are not all students use Gen AI, ethics remains a concern, low student recognition of Gen Ai as a learning support, students aware of their responsibilities but need clearer guidelines and Gen AI builds skills, but students need AI literacy to use it well. 

Navigating the AI revolution with an inclusive twist: strategies for ethical integration in the Australian VET sector - Dr. Tyler Payne from RMIT University. Capabilities exist so it is not the problem. It is system design and communication standards. Over 5 decades, the same 7 groups of retained their label of disadvantage despite extensive research and public programmes. Introduced institutional ethnography as a way to map policies, paperwork and systems, shape day to day work. In doing, real workflows and decision chains are mapped, brings to light administrative labour, reveals how policy shapes language and practice, produce field evidence and case examples, and map RTO, teacher and industry communication gaps. Generally, insitutions recognise one kind of communication as professional. Recommended drawing on Norway's language bank (2024) establishing open shared data infrastructure built on transparency, privacy and user consent. Ethical Ai frameworks are mandated with a focus on human rights and inclusivity. Human oversight maintained in all AI decision making. Shared the neuro framework to name the system, expose the gap, use the data, redesign daily practice and own the change. Institutional ethnography helps us understand what is happening. Carnal sociology tells us what it feels like. NEURO framework helps to work out what to do next. A useful framework applicable to many circumstances. Shared various resources, including a communication guide - learn to code switch. 

A panel on workforce needs and skills priorities: a cross sector perspective, facilitated by Natasha Arthars, closes the conference. Panelist are Dr. Aneeq Sarwar (Workforce planning), Dr. Niall Smith (Skills insight)  and Craig Robertsonn (Victorian Skills Authority).  

Aneeq began with the importance of enabling people to operate beyond a task. Doing the task is surrounded by many other skills with being able to identify what has to be learnt next, a key skill. Niall provided example of 'traceability of food' where by it is not new skills to be learnt, but adaptation of current skills. Craig advocates the use of educational institute instead of provider and to respect teachers/educators's perspectives. Tight job market but qualifications have value but often, someone with the right attitude is more important. Teaching is an example of where having a degree, may not prepare one for the teaching techniques required to engage diverse cohorts of students. Again, those who are ready to continually learn, have an advantage. 

The panel moved on to the impact of technology (and AI) on work and skills. Craig postulated using AI to develop training packages to help maintain their currency. Technology changes the ways things are done, and these lead to behavioural changes. How are these worked through and how do they affect the workplace culture? Therefore, technology is not only a structural shift but leads to behavioural/culture change. Leadership is important when change is rapid and new technologies are available with little time to plan their implementation and use. 

What are the skills that are essential? Human focus through communication and collaboration are key components going forward. Technology has been making things safer, less manual, less complex/ onerous/ repetitive but human contribution is still required. Human's abilities to use tools to craft unique bespoke/designed items will remain. Experience is important as wisdom is difficult to replace with AI. Problem solving draws on deep understanding of specialist processes. Innovation also comes from expertise. However, need to relook at how much expertise is required, given the time required to attain it. Exampled with doctors, specialists had heavy cognitive load and AI can replace some of this. So, perhaps, into the future, more generalists physicians and a few specialists? Employers are keen on workers with good soft and metacognitive and problem solving skills and willing to train for specialised work processes and tasks. Adaptability and flexibility are important skills going forward. 

Research on workforce needs and skills will have to focus on research quality, ensuring data and analysis integrity, given that AI will be used. Science of learning and learning design now required to understand how pedagogy, given the challenges brought through by AI and the need for workers to ramp up their skills to continually learn, unlearn, and relearn. 

Conference closed with thanks to sponsors and the conference committee. Next years conference will be in Melbourne 14-15th April.

An enjoyable conference. As always, good to catch up with kindred spirits. This year's presentations were well-focused, relevant with several providing concepts and resources to draw on. 

Thursday, April 23, 2026

AVETRA DAY ONE - Afternoon

After lunch, a series of panels, followed two sessions in each of four streams.

First up, a panel session on 'apprenticeship completions' facilitated by Dr. Warren Guest. The panel include Suzi Hewlett (Manufacturing skills alliance), Brett Schimming, (Build skills Australia)  Quinn Sunderland, Manufacturing skills Queensland) and David Camper (VET educator / employer - motor engineering). Warren provided some background and the reasons for the panel which is sponsored by the Manufacturing sector. Apprenticeships have a long history, continual challenges with regard to completions, and in the age of AI, perhaps needs to be reconsidered. 

Suzy summarised a recent report undertaken on skills. Apprenticeship uncompletions have historically been high - dating back to the guilds! NCVER carried out the project with manufacturing apprentices starting 2019 with over 1000 apprentices data analyses. Custom data used - with many going through several employers to complete, bringing the 50% to a 60% completions rate. Workplaces in regional areas tended to have higher completions. Priority cohorts lower than average. Most common for driving non-completion are workplace factors - usually based around affordances to training. Also mismatch between off and on job 'curriculum' due to equipment availability. Flexibility and RPL availability also cited. Need to improve supervisor training, wrap around support for apprentices, and financial incentives for both employer and apprentices.

Brett agreed the themes similar in the Building industry. However, some contextual differences. Workplace culture and behaviour are factors. Many apprentices leave a workplace and move into another to try to complete. Lack of flexibility in 'time served' also an issue as the difference between apprentice wages and 'qualified' wages is large. 

Quinn encouraged research in to finding out if the apprenticeship non-completion rate is 'set' and how this challenge can be met. Mismatched expectations between apprentices and workplace.can be one factor. Economic reality of apprenticeship is that there is a disconnect between what young people are interested and what is actually available. Example of fashion for people wanting to become designers, but what the industry needs are sail makers. 

Suzy shared learnings from using promotional tasters, try a trade, etc. and found not one method was better for exposure. Media exposure often lead to increased interest in an occupation but the realities often mean many do not continue. Increased average of apprentices as people decide later in life to commit. Stickiness is difficult, especially if the work is challenging/difficult and workplace culture is not supportive. Discussion amongst the panel on above. Economical viability in many SMEs means that training and dealing with novice worker.is now too difficult. However, apprentices still well regarded and needs to be supported.

David reiterated that industry needs to put in the commitment. TAFE and school not able to train for every variation for job tasks. Industry still needs to play their role. Perhaps training for workplace trainers/supervisors etc. will be useful. In general turnover in all jobs is between 2 - 3 years, which is less than apprenticeships of 3 - 4 years. School pathways need to provide opportunities for students to 'try things out'. Decisions can be made to engage or that an occupation does not match.  

Brett discussed certification of trainers. However, the key is that it is not just trainers but the ecosystem in the workplace may not still be supportive. However, trainers need to understand how to get the most out of their apprentices, and care for their workers. 

The panel provided examples of things that work. In particular, flexibility in how training is availed, matched to the needs of learners and employers. 

Then a presentation on the Australian - Indian - advancing research programme  with Deepak-Raj Gupta (0n video) and Sonal Nakar. The programme with the Australia-India Business Council over 40 years. Sonal detailed the delegation to India and the various initiatives that were discussed and experienced. Opportunities are available with various institutions, centres of excellence etc. for joint projects with possible funding streams for research. 

The conference convened to provide a tribute to Berwyn Clayton, who passed on a few weeks ago. She was a prolific Australia VET practitioner, researcher and AVETRA leader. Andrew Williamson initiated the session. Tributes presented from various AVETRA members both f2f and from online messages.

Two 'long presentation' sessions across the 4 streams then occurred. I stayed in the AI stream.

- 'Gen AI and assessment in VET: A systematic review of three wicked problemss" a PRISMA 2020 systematic review of Gen AI and assessment in VET - with Geethani Nair (Skills Bridge Solutions). Project completed with Dr. Wijendra Guanthilake amd Ishini Hathruisinghe from Sri Lanka. VET Gen AI problem is structurally different from Higher Education (HE). In HE there is a focus on academic integrity frame; VET has a workplace competency frame - use of AI required and it is around capability with AI. Gen AI already in the classrooms. 

54 peer-reviewed and grey literature, 3 interlocking wicked problems unique to VET assessments and compared Australia and Sri Lanka national systems. Research Questions include - how can VET providers maintain industry cridibility when integrating Gen AI in assessment?, How can VET providers preserve the employer validation of graduates' independent competency? and How can VET providers ensure assessment authenticity while leveraging Gen AI in rapidly changing technological and workplace contexts? 

Identified 412 (2022 to 2025), screened to 186, 98 eligible and 54 included in synthesis. For RQ1 - students use Gen AI to produce written deliverables; even authentic workplace-relevant tasks can be Gen Ai substituted without reliable detection. Therefore for RQ2 - detection dominates; For RQ1 - workflow integration across browsers, word editors, etc. so for RQ2 - redesign of assessments is uneven. In RQ3 authenticity as design fails as is does not prevent substitutions. RQ HE guidance imported but scarce in VET. 

Wicked problems require institutional rather than purely technical response. Require ongoing management rather than single-point solutions. Identified 3 patterns as wicked problems. Industry credibility becomes challenged if detection dominates. Even VET's preferred response must go further than task design - as redesign of assessments is uneven. No common language between employers and RTOs for what counts as valid - as HE guidance imported and not always relevant to VET. 

Therefore assessment design needs to account for industry credibility,  employer validation and assessment authenticity. Shared recommendations for each. Provided examples of how challenging each of these wicked problems is. Across the two systems, Sri Lanka has a larger digital divide, so the context is different. Recommends for RTOs, policy, and practitioners. Phase 2 will interview students and VET educators to see what the wicked problems mean. 

- I then present on 'the changing role of VET educators in the age of AI: from 'guide on the side' to 'conductor of learning'. The argument was for greater pedagogical understanding to ensure that AI can be deployed effectively to support learning. Implications of using AI which is relevant, ethics around how to deploy, AI use replacing actual deliberate practice, and care needed when using AI to support teaching admin and resource development.

AVETRA AGM followed and the conference dinner. A long but productive day. 


AVETRA 2026 - DAY ONE -morning

 This year's Australasian Vocational Education and Training Research Association is held in Brisbane.

Workshops begin the yesterday, and I co-facilitate the session on 'dos and don'ts for publishing in the International Journal of Training Research which I co-editor with Associate Professor Teressa Schmidt.

Thursday begins with a welcome from Kira Clarke, AVETRA president and a welcome to country. Always an interesting session on the history of the country with the stories/songlines. 

The first keynote is with Dr. Don Zoellner. He provides an overview and perspective to start of the conference with 'Reframing VET's past: what happened when governments declared their policies and then instigated them? Check recent article in JVET.

Focus on the continuum how government policy (from 1980s) have been acted on and the consequences of these. The National Reform Agenda set out in the early 1990s has been resistant to fundamental change. Argued that VET and HEZ were never designed to be joined up, as they have unique and different social, political, economic contributions to national development. Using Fouchault's interest in how problems can be novel responses within specific fields of action. 

In the 1980s, the global economic environment challenged Australian economic and social foundations. By 1989, the NTRA set up the 'skills focus'. Presently Jobs and Skills Australia forecast that 9 out of 10 jobs require post-secondary qualifications. Therefore, still a similar approach. wen through the essential items across the decades - equity (access); quality (standards, assurance, accreditation of providers etc.); industry needs (alignment to needs, competency-based); training as an investment; opportunities and outcomes for individuals (flexible delivery, portability, choice etc.); National training system (registration, accreditation etc.); outcomes standards; VET markets as intended; research implications (focus on governmental national strategies/goals). Ended with a summarise of where to next. There is inertia in better understanding what is to be undertaken; OECD reports often not drawn on to inform how Australian VET could move forward; the original intend of VET retained; use data to find out what has worked (rather than what has not); to change something, is not to fix something but to extend the things that work! 

The keynote is followed by a ministerial address from Andrew Giles, Minister of Skills and Training. Supportive of the work of VET to be an 'equaliser' for many Australians. Ran through the various initiatives set out by the present government to increase access and opportunities. 

Plus an update with Craig Robertson, CEO for the Victorian Skills Authority. Drawing on the opening keynote, there needs to be a bridge between research and implementation to improve VET. VSA has had a MOE with AVETRA to fund researchers to undertake research on key aspects of VET. Used RPL as an example. RPL should be used to recognise skills that can be transferable, not just the ones that are specialist. Encouraged researchers to keep at it :) Work undertaken many years ago, still drawn on to inform new policy formation. Finished with comments on the challenges of the future, the need to prepare the future workforce for rapid change and ongoing geopolitical turbulence. The VET system has remained the same, bur does it need to change? Australia still retains competency-based qualifications in its purest form, yet every other country has moved on, beyond CBT. Encouraged the shift to learner-led and learning-focused learning rather than the need to assess and certify work tasks.  

After morning tea, presentations begin across 4 streams. I stick to a stream with a technology/AI focus.

- AI integration in VET: a scoping review - with Caroline Constant and Natasha Arthars. AI now being shaped globally with rapid developments. Research specific in VET remains fledging and fragmented, as most still from HE and formalised school sector. To find out 'how are AI used  VET'. PRISMA framework literature review from 2019 to April 2025, including peer-review journal articles, conference papers, and book chapter. From 436 studies, 46 papers included and with 18 emperical studies. 

Reported on initial findings - 18% conceptual, 39% empirical, 11% review and 11% other. Balance between qualitative and quantitative and 22% mixed methods. No longitudinal studies. 72% on vocational qualifications. ChatGPT used the most along with no specified tool! Pedagogical applications of AI in VET focused on performance/assessment, training delivery and learning supports, and engagement and satisfaction. 

Shift in teaching and learning - teaching becomes generating materials, configuring AI-mediated activities, overseeing supported environments, reducing workload. Learning becomes interacting with AI systems, personalise pathways and feedback. Knowledge changed to AI being a disruptor and contributor. 

Next steps - evidence -based AI pedagogical application in VET remains limted and uneven. Shift of focus from traditional forms of performance and assessment to learning embedding higher order skills, Ai literacy and fluency of VET and educators remains a 'black-box' There is a need for empirical studies in Australian VET. 

- The digital mirage: unmasking poser, compliance and neoliberal governance in online VET professional development  - Christopher Ward & Dr. Piper Rodd (Deakin University). Based on PhD on the value VET practitioners bring into professional development. Began with a context, shared emergent data and the 'AI gap' management 'efficiency' vs practitioner 'exclusion'. Analytical framework revolved around discourse around power and identity using Foucault framework on power, subjectification and the digital panopticon. Comparison between the mirage (rhetoric) and the reality (lived discourse) whereby online PD functions as a 'technology of neoliberal governance'. Detailed methodology with 12 participants (7 practitioners, 5 managers). Findings in the 'generic mirage' (professional diminishment, cycles of trends rather deep pedagogical development, compliance). Interpreted through Foucauldian lens and shared possibilities for moving forward. 

- Harnessing the power of problems for innovative VET course design - Steven Hodge, Natasha Arthars and Mike Keppell. Proposed the project as being a tryout for a post-competency Australian VET. The project drew on problem-based learning to develop a programme/micro-credential for a new/emerging technologies. The context of is in advanced manufacturing industry and the project through the TAFE NSW manufacturing centre of excellence. Involves higher apprenticeship, and also community driven strategies and targets key equity groups. 4 year project with TAFE, University and industry partnership. Project includes development of microskills, microcredentials, and higher apprenticeships (details at the centre site).

The research study undertook a literature synthesis, horizon scanning and semi-structured interviews with industry associations, SMEs, and TAFE head teachers. To find a generative advanced manufacturing problem for applied research (level5) for SMEs. Interative hermeneutic circle/spiral approach followed by thematic analysis of the data. Findings included shared contextual conditions that shaped the problem; three overarching problem areas - digital manufacturing, reverse engineering and mass customisation, resulting the problem frame of digital manufacturing as a shared problem domain for students to work through. 

Shared David Jonassen's (2011) analysis of problems for problem based learning includes 5 'external' characteristics - structuredness, context, complexity, dynamicity, and domain specificity. This framework is proposed as a way to frame the problem based learning approach. Working through these, provide one way to focus on the range of 'generic' skills attained through completing the problem based inquiry. Argued that applied research as pedagogy is viable. Students complete literature review, interviews, observations, descriptive statistics, and analysis. 

Next steps include upskilling TAFE teachers and then the students to carry through the project. Implications are that it is radical departure for VET curriculum and pedagogy (in Australia) PLB rather than competency; future focused rather that rooted in present and past; equips for uncertainty, change and emergent types of work; can intergrate with skill-based microcredentials to serve as capstone course, integrating and extending existing learning; recasts the VET educator ad facilitator of industry-based applied research. 

Networking for lunch follows. 

Thought provoking keynote, followed by contributions from the following speakers provide food for thought. A diverse range of presentations with a range of perspectives. 



Monday, April 20, 2026

AI in education - future we choose - Derek Wenmoth

 Derek Wenmoth summarises webinars he participated in on AI in education. Although written with the formalised school context in mind, many of the principles apply across educational levels and sectors.

Although AI is not new and has been around for decades, the arrival of LLMs provided a usable form of AI accessible to the masses. In Derek;s blog, he summarises the real tension between AI and education. For humans to be able to grow and develop as critical thinkers, requires effortful learning. AI replaces effort by providing the solution. Unlike calculators, who are often adjuncts that require human understanding to utilise (we need to put in correct numbers in a certain sequence to obtain responses), AI chatbots provide viable looking answers when asked to complete a task - say write a paragraph on xx.

Derek argues that the Aorearoa NZ school system, privileges learning as a form of economic asset. Hence, learners 'collect' credits rather and treasure the learning journey in itself. VET is not immune to this perspective. VET's primary objective is to prepare people for work. Therefore, students enrol with the purpose of attaining a qualification that will open opportunities for work. Never mind the learning required to actually meet qualification graduate outcomes! VET challenge is therefore to always prepare graduates for the world of work, and to ensure the student who does the work also does the learning.

The title of the webinars embedded into Derek's blog calls for 'AI , education and the futures we choose'. As educators, it is even more important now, to understand how learning occurs, can be supported for a diverse range of learners, and made engaging, and authentic. This challenge will not go away, AI is here to stay whether we like it or not. Pragmatic acceptance is not the way to meet the challenge. Instead, evidence-based and context-based understanding are keys to using AI in a careful and targeted way to support teachers, and learners/students to attain the critical thinking skills required to maintain humanness into the future. 





Monday, April 13, 2026

Irreplaceable: How AI changes everything (and nothing) in teaching and learning

This book 'Irreplaceable: How AI changes everything (and nothing) in teaching and learning, argues for a balanced view on AI and its application to education (mostly within the formalised schooling context).

It is authored by Maya Bialik and Peter Nilsson. 

After an introduction, presenting the background and rationale for the book, there are 7 chapters an an epilogue. The chapters are organised into 3 sections:

- For the teacher - to use AI as a research assistant, a planning assistant, and as a feedback assistant.

- For the students - using AI as a learning assistant, and a doing assistant.

- For the classroom - AI can be used as an adminstrative assistant, and teaching assistant/instructional coach.

The book celebrates the skills teachers bring, but also offers solutions and ideas as to how to deploy AI to support the processes of teaching, learning and classroom administration. Teachers' wisdom is of prime importance as they are the ones who need to orchestrate how AI can be used to support teaching and learning. It is important for teachers to have high AI literacy, so that the are able to make informed decisions on teaching and learning and the use of AI. All in, the book is a good addition to the AI in education literature, written for teachers by authors with a passion for teaching. 


Monday, April 06, 2026

Smart glasses - uses in vocational education

Smart glasses have been around for some time. However, they are expensive and have had many iterations with many tech companies providing various versions over the last decade. Last year, a flurry of activity generated renewed interest in smart glasses' potential. Despite a buggy official launch by meta, the Meta Ray-Ban glasses have had generally positive reviews. 

The glasses have been on sale September 30th in the US of A and early 2026 for other countries. 
Wi-Fi is required for Meta AI and importing media. However, you can still take photos and videos, listen to audio from your connected smartphone via Bluetooth, and check battery levels without Wi-Fi, though you'll need to connect to a phone's internet via cellular data to import captured media or use online features like Meta AI. 

Various spectacle companies have joint ventures with Meta and this could be the strategy that will bring smart glasses into the mainstream. Meta works with RayBan and Oakley to provide glasses across fashion categories. With Oakley, the target market is for sports and adventure, the Oakley Vanguard are sports glasses designed to be more durable and optimised for outdoor use. They connects to Garmin, extending the opportunities for outdoor real-time vlogging.

This youtube video reviews the Rayban and Oakley versions, landing on a mostly positive note.
JISC has published an overview of smart glasses and their potential in education. As with this previous article there arepros and cons for smart glasses. The JISC article undertakes a comparison of six smart glasses is undertaken. 

Overall, although the technology has been around for a while, the technical challenges 
are still presentand are being worked through. For vocational education, the integration of AI into smart glasses, 
along withAR/VR/MR need to be followed closely. The main deterrent at the moment is costs as it will 
be too costlyto equip an entire class with smart glasses in a workshop. Some trades workshops will also find 
WiFi a challenge to maintain when multimedia is being used across multiple devises. 

However, these technicaldifficulties do not mean we do not try things out. There are many other factors to 
work through, including aspects of practice-based learning safety considerations. 
We need to keep an eye on the costs of smart glasses and as they hopefully become more accessible from a 
cost perspective, be ready to pilot them.