New publication from the CIRES team at The University of Queensland. Congratulations to PhD researcher Mehrnoush Mohammadi, Chief Investigators Assoc. Prof. Hassan Khosravi, Prof. Wojtek Tomaszewski, Centre Director Prof. Shazia Sadiq, and colleagues & co-authors Elham Tajik and Roberto Martinez-Maldonado. Full details & insights below.
“Delighted to share our newly published work, “Artificial Intelligence in Multimodal Learning Analytics: A Systematic Review,” in Computers & Education: Artificial Intelligence. We chart the evolving intersection of AI and Multimodal Learning Analytics (MMLA), providing the first comprehensive systematic review in this space. Huge Thanks to the ARC Training Centre for Information Resilience (CIRES) for supporting this work!
What We Did: We reviewed 686 records (2019–2024), synthesising 43 peer-reviewed studies to develop a structured framework for integrating AI in the MMLA pipeline—from data collection and pre-processing to modelling and feedback.
Key Insights:
► AI is transforming MMLA’s modelling and analysis layers, but links to pedagogy and impact on learning remain underdeveloped.
► Research is concentrated in higher education and lab settings, with limited focus on early learning, diverse stakeholders, or ecological validity.
► While AI enhances real-time feedback and insight generation, challenges like small sample sizes, generalisability, and transparency persist.
Forward: With the rapid rise of generative AI, new opportunities are emerging to advance MMLA, enabling richer feedback, adaptive interventions, context-aware support, and deeper insights into human learning.
What opportunities or risks do you see in embedding AI across multimodal learning environments?
Professor Susan Williams from the Universität Koblenz Germany, is visiting our Swinburne University of Technology node from the 4th to 9th February 2024. Sue is a Professor of Enterprise Information Management and will be collaborating and working with CIRES Chief Investigator Dr Paul Scifleet, and CIRES PhD Researchers Lufan Zhang and Pa Pa Khin.
As an interdisciplinary researcher with expertise in the areas of social and organisational informatics, Sue’s work focuses on information ecologies and the design of the digital workplace. With an academic background in computer and information science, her research examines complex socio-technical change (STC) and human-centred technology design. Her long-term research programme investigates the challenges associated with understanding how new information infrastructures are shaping work and work practices, and the design of digital workspaces and workplaces to support distributed collaborative work.
CIRES Chief Investigator Dr Paul Scifleet is looking forward to the collaboration. “Professor William’s is one of the world’s leading researchers in Enterprise Information Management and the challenges businesses face today in managing the ever-increasing amount of vital information shared in workplace collaboration technologies. We are excited to be working with Professor Williams to improve the information resilience of Australian businesses facing the same concerns.”