UCD Student with Autism Develops AI Learning Tool

Neuroaffirmative research is shifting the focus of autism support from deficit-based “fixing” to collaborative, relational models that prioritize the lived experience of Autistic individuals. Lisa O’Neill, an MSc researcher at University College Dublin’s School of Medicine, is developing “NeuroConnect,” an AI-enabled platform that translates academic research into practical, real-world tools for educators, employers, and families.

How is research on autism shifting toward neuroaffirmative approaches?

Traditional autism research has historically focused on deficits, behaviors, and finding ways to “fix” Autistic people, according to O’Neill. Current shifts in the field, however, emphasize shared understanding, communication, and relational factors such as collaboration and emotional safety. O’Neill’s research at University College Dublin specifically investigates how collaborative partnerships between schools, families, and Autistic students can create more supportive mainstream lower-secondary education environments.

How is research on autism shifting toward neuroaffirmative approaches?

The goal is to move beyond the traditional “support” model, which often focuses on changing the Autistic person. Instead, researchers are advocating for improving understanding, communication, and the environments around them. O’Neill notes that small adjustments in communication, predictability, flexibility, and understanding can often make a very significant difference to a person’s education, wellbeing, confidence, and future opportunities.

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O’Neill believes it is important that Autistic voices are included meaningfully in research and practice, and that lived experience should help shape the systems and supports being created rather than being an afterthought.

What role does technology play in supporting Autistic individuals?

Artificial intelligence and digital tools are being developed to bridge the gap between academic theory and daily life. O’Neill’s platform, NeuroConnect, uses AI-supported guidance to help employers and educators implement neuroaffirmative practices. These tools translate research and lived experience into accessible training, guidance, and collaborative planning resources.

The potential for these applications extends across three primary sectors:

  • Education: Improving real-world support for Autistic people in educational settings.
  • Workplaces: Providing neuroaffirmative training programmes and tools for employers.
  • Healthcare: Improving real-world support for Autistic people in healthcare settings.

Why is lived experience critical to modern research?

One of the primary challenges in the field is that Autistic voices have historically been underrepresented, leading to a disconnect between what research focuses on and what Autistic people actually need in everyday life. O’Neill emphasizes that her own late-diagnosis provided the “spark” for her research, highlighting how misunderstood Autistic people still are, especially in education, healthcare and workplaces.

Lisa O'Neill: Tiny Desk Concert

By centering lived experience, researchers can ensure that the questions being asked are relevant. This approach moves the field toward research that is genuinely co-produced with Autistic people and grounded in lived experience from the beginning, rather than Autistic people only being consulted at the end of a project.

Pro Tip:

Focus on relational factors like emotional safety, communication, and collaboration. Small adjustments in these areas can often make a significant difference to a person’s outcomes.

Frequently Asked Questions

What is a neuroaffirmative approach?

A neuroaffirmative approach focuses on shared understanding, communication and relational factors, such as collaboration and emotional safety, rather than focusing on deficits, behaviours or finding ways to “fix” Autistic people.

Frequently Asked Questions

How can AI help Autistic people in the workplace?

AI can be used to create AI-assisted guidance systems informed by lived experience and research evidence to help employers better understand and support Autistic people in everyday settings, according to initiatives like the NeuroConnect platform.

Is it possible to bridge the gap between academic research and daily needs?

Yes. By integrating lived experience into the research process and using platforms that translate findings into practical training and AI-supported tools, researchers are making evidence-based support more accessible for families and professionals.


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