What you will find are critical, governance, policy and applied resources for professionals working across K-12, TAFE and higher education. These resources extend beyond teaching and learning to consider leadership, research, governance and institutional practice in increasingly complex digital and AI-enabled environments. The focus is on building the knowledge and capability needed to work safely, ethically and responsibly with emerging technologies. This means placing workplace rights, human rights and consumer rights alongside educational outcomes, research integrity and institutional responsibilities. Professional learning here is about strengthening our capacity to question, govern and make informed decisions about technology, not simply learning how to use it. You will not find professional learning focused on how to use GenAI tools, prompt engineering, or strategies for increasing technology adoption.
For secondary schools
AI is becoming part of everyday school life, not only through teaching and assessment, but through search, social media, image generation, AI companions, smart devices and the platforms students use beyond the classroom.
This session helps school communities understand what AI means for learning, privacy, consent, identity, relationships, safety and independent judgement.
Janine explores how AI can shape what young people see, believe, create and share; how personalisation can become profiling; how images and voices can be manipulated; and how schools can help students use AI without losing agency, judgement or safety. The session also explore impacts of emerging technologies such as smart glasses AI notetakers and other AI connected devices.
Drawing on her work in responsible AI, digital inclusion, smart glasses, deepfakes, technology-facilitated harm and AI literacy, Janine works with schools to create sessions that are relevant to their community and the issues they are actually facing.
Tailored for: students, parents and carers, teaching and professional staff, school leaders, or combined whole-school community events.
Available as: 60–90 minute presentation, parent evening, staff professional learning session, student session, or extended interactive workshop.
For executives, boards and senior leaders across sectors
AI governance cannot be reduced to an AI policy or a list of approved tools.
This session gives leaders a practical way to examine AI across strategy, workforce, procurement, data, risk, safety and organisational responsibility. Janine introduces her Human (de)centred AI approach: where is AI already shaping decisions and services; what happens when an organisation becomes dependent on it; what must remain possible without it; and how should AI itself be documented, challenged and governed?
The session also brings into the executive conversation issues that are often split across separate portfolios: data dependency and commercial platforms, privacy and consent, professional autonomy, psychosocial risk, technology-facilitated harm, equity, accessibility, environmental consequences, human oversight and the legitimate right to refuse. Janine’s leadership work explicitly positions AI as a sociotechnical system affecting self, others and environment, not simply an IT implementation.
Suitable for: executive teams, boards, councils, senior leadership groups, governance and risk teams, public-sector leaders and organisations developing or reviewing AI strategy.
Available as: 60–90 minute executive briefing, 2-hour leadership workshop, or 3-hour strategy.
For researchers, HDR candidates, supervisors, research leaders and ethics communities
AI is changing research practice, but it is also changing the intellectual work around it.
This session examines what happens when AI enters literature review, theory building, data analysis, coding, writing, publication and research design. Participants explore questions of methodological integrity, automation bias, epistemic outsourcing, authorship, confidentiality, consent, reproducibility, transparency and the risk of losing theoretical originality.
Janine draws on her work in AI governance, research ethics and responsible AI to help researchers move beyond the simple question of “Can I use AI?” The focus is on developing the judgement to decide what AI can appropriately support, what must be verified and disclosed, and what intellectual work researchers must continue to own and defend themselves.
Suitable for: PhD and Masters by Research candidates, supervisors, research teams, research offices, ethics committees and institution-wide researcher development.
Available as: 60–90 minute presentation, 2-hour workshop, or tailored half-day program.
With a portfolio of more than 35 talks, keynotes, workshops and presentations delivered nationally and internationally, I offer professional learning designed for the complex realities of education in an age of AI and emerging technology. Working across K-12, TAFE and higher education, my sessions move beyond the hype of new technologies to address the questions that matter for educational institutions and the people who work within them. Topics span leadership and governance, teaching and learning, Initial Teacher Education, research, AI governance, policy, ethics, psychosocial safety, academic integrity, human and workplace rights, digital equity and responsible innovation.
Sessions can be tailored to your audience, whether you are looking for an engaging keynote, an executive leadership briefing, a practical workshop, professional learning for educators, or a research-focused presentation. Explore the available topics below, or get in touch to discuss a tailored session for your organisation, conference or team.
Reframing Generative AI as a Psychosocial Risk: Governance, Well-being, and Sustainability in Higher Education
Innovative Tool or Mental Health Risk? Unveiling Generative AI as a Psychosocial Hazard in Education
AI in Education or AI for Education: Are Educational Institutions Freely Adopting AI After Rational Evaluation?
Digital Twins, Deepfakes and Avatars: The new Code for Gender based violence in Higher Education
Accessibility and Emergent Technology
Evaluating Emergent Technology: With, Without and About AI
AIGE Series:Impacts of Emergent Technology on Education: Self, Others and the Environment
AIGE Series:Implications of Emergent Technology in Education: Best Practice, Policy and Legislation
AIGE Series: Teachers' Consumer Rights and Commercial Technology
AIGE Series:Teachers' Human Rights in the Age of AI
AIGE Series:Teachers' Workplace Rights and Psychosocial Risk
AIGE Series: AI Governance and Standards to know about: Keeping Pace with Change
AIGE Series: But Did They Actually Write It? Generative AI, Academic Integrity, and the Hidden Strain on Educators
AIGE Series: Are We Getting It Right? Reimagining Classroom Readiness through the Lens of Psychosocial Risk and the Human Dimension of AI Literacy
AIGE Series: Human (De)Centered AI
Ethics of AI in Initial Teacher Education
Safety and Initial Teacher Education: Generative AI Has Changed What a Safe Classroom Looks Like
Interrogating Classroom Safety and Deepfake Technology
Navigating Safe Passages: How Are Teachers Negotiating Deepfakes as Part of Their Workplace?
Digital Twins, Generative AI, and the Terminology of Personalization in Educational Policy
Redefining Classroom Readiness: How Initial Teacher Education Can Mitigate Risks and Capitalize on the Potential of Generative AI
Navigating the Future of Science and Education in the Age of Generative AI
Investigating Digital Poverty and New Forms of Agency and Advocacy Needed in Initial Teacher Education
The Educational Data Broker: Shedding Light on Hidden Agendas and Strange Places Where Teachers' Digital Data Can Be Found
Threads of Transformation: Unveiling Teacher Identities, Navigating Digital Landscapes, and Cracking the Code of Data Exclusion
Reflecting on Equity Implications of Predictive Analytics in K–12 Classrooms
AI in Schools: Industry and Careers
The Impacts of AI in Secondary Schools
AI and Future Careers
Academic Integrity and Assessment
Teaching with Responsible AI Series: Beyond the Hype and Into Practice
Teaching with Responsible AI Series: Scenarios for Practice
Teaching with Responsible AI Series: Do We Need to Mitigate the Impacts of Generative AI as a Psychosocial Risk?
Research Impact: How do we cut through the clutter when everyone is an AI expert?
Navigating Deepfakes and Synthetic Media: A Queer and Feminist Approach to Ethics, Well-being, and Responsibility in Academic Practice
Part 1: Social Science Research in an Era of Generative AI
Part 2: Supervisors and Generative AI
Part 3: Navigating Artificially Intelligent-Informed Research Frontiers
Various Research Ethics Topics (matched to audience).
Independent advisory and consulting in AI governance, education policy, emerging technology and institutional risk available on request.