What I do


AI for Learning & Assessment

  • Design and deploy AI capabilities for learning and educational assessment.
  • Build NLP and generative AI systems that analyse learner responses, feedback, and engagement at scale.
  • Develop measurement frameworks to evaluate model performance, fairness, validity, and reliability in learning contexts.
  • Translate educational research into production-ready features integrated with engineering teams.


Applied Machine Learning

  • Develop and fine-tune machine learning and deep learning models (NLP, multimodal systems).
  • Implement scalable data pipelines and model evaluation workflows.
  • Design monitoring strategies to track performance, drift, and impact in production environments.
  • Collaborate closely with engineering to move from prototype to deployed system.


Learning Analytics & Educational Measurement

  • Model learner motivation, engagement, and cognitive load using behavioural and multimodal data.
  • Apply statistical modelling and experimental design to validate AI-driven learning interventions.
  • Analyse large-scale learner datasets to extract actionable insights.
  • Align AI capabilities with measurable learning outcomes.