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.


Monday, March 30, 2026

Inquiry in action: Using AI to reimagine learning and teaching: Case studies from the frontline of Higher Education practice

 This open access book, collates a series of case studies from the University of Queensland on 'Using AI to reimagine learning and teaching: case studies from the frontline of higher education practice.

It is edited by Rachel Fitzgerald. 

The book begins with an introduction from the editor, followed by 12 chapters. There are 11 'case studies' with a final collation of themes chapter. 

There are chapters on AI literacy (chapter 1); ethics (chapters 2 and 3); inclusiveness (chapter 4); subject-specific chapters (1 - health, 4 - dentistry, 5 - dietetics, 8,10 -economics/business); inquiry-based learning (chapter 6); Critical thinking (chapter 7); web/mobile development (chapter 9); with application of relevant pedagogy across most of the chapters.

Useful for providing examples of the may ways in which Gen AI can be integrated into learning activities. Discipline/subject examples help our teachers visualise possibilities. 



Friday, March 27, 2026

ATAIN - #3 presentation for 2026 - Dr. Brendan Sheridan on 'old problems, new tech

Today's presentation is from Dr Brendan Sheridan, Teaching and Learning Developer from Te Puna Ako - Centre for Tertiary Teaching and Learning, University of Waikato.

The abstract is: This talk discusses the various factors driving use of Generative AI by students, in particular unauthorised use of Generative AI. It applies an adapted framework of Unified Technology Utilisation and Acceptance Theory 2 proposed by Bouteraa et al., 2024 and compares it to the Academic Integrity Motivation framework of Murdock and Anderman (2006)

Presented on 'motivation factors for Gen Ai use in tertiary education. Covered the framework above (Bouteraa et al.); overviewed more literature along with student engagement along these parameters. The moved to Murdock & Anderman and the case study at UoW.

Summarised the UTAUT & UTAUT2 which is a large framework. Bouteraa et al's driving factors for understanding the diffusion of Gen AI. The second framework on motivators for using Gen AI is tighter and more aligned to Gen AI.

Moved to short review of the literature (6 readings). Themes include Gen Ai being easier to get into then previous AI tools; media commentary and social discussion about Gen AI increase student's willingness to use it. With educational self-efficacy, use of AI connected to a sense of succeeding academically. Some use it as a reflective tool and refine thinking. However, solid disciplinary knowledge needed to use Gen AI effectively. In technological self-efficacy, many ways to use it positively - improved productivity, ability to synthesise content etc. Risks of privacy and transparency acknowledged.

Personal anxiety picked up - performance academic anxiety drives adoption of Gen Ai tools, however, academic integrity affected. Perceptions that Gen Ai use is unethical, this leads t cautious adoption of AI, overly embracing AI content lead to assuming students used AI for assessments, and sceptical students avoiding AI altogether.

In general, contextual and individual influences may push students towards breeching academic integrity.

Commonalities between the frameworks are that the purpose, is weighed up with can it be used and the costs of being caught.

UoW case study (Fester, 2025) on taught Masters programme. Some came from work where Gen AI was used. Students co-constructed AI policy with lecturer. 50% used Gen AI to complete assignments. 74% of students completed the survey.

Awareness of AI and integrity through co-construction of the Ai policy. Students felt well supported and appreciated importance of Gen AI in future work and learning. Various tools were used - Chat GPT, Copilot, Grammarly, Deep Seek. Used to explain concepts, check grammar/spelling, improve / proof read writing, summarise readings, draft communications.

Student perceptions indicate academic integrity policies on their own are insufficient. Saw Gen AI as cognitive/research assistant. Used critical engagement to filter information. Aware of limitations and challenges. Perceived that lecturers need to rethink assessments. Inconsistent messaging across programme on use of AI. 

In general the students' motivation factors was on performance, effort and social dimensions. There was awareness of Gen Ai limitation, critical engagement with AI, inconsistent messaging across programme alleviated by lecturer and awareness of academic integrity and understanding the inappropriate use of Gen AI.

Moved to teaching and instructional design response a UoW. Shared the factors around staff engagement and the active PD provided to support lecturers and impacts on self; and across the university. 

Considerations for the future: Bouteraa et al framework useful towards understand students' motivation. Motivation and use are not the same. important to mitigate users' anxiety; integrity not only around use but to support student's appropriate use of AI; external factors like user training and clear assignment instructions can help mitigate ideas for self-efficacy and alleviate user anxiety. 

Q & A followed.