Research
PhD researcher at the University of Eastern Finland (since 03/2025), working at the intersection of eye tracking, web technologies and AI.
Profile
- PhD / doctoral researcher, University of Eastern Finland (UEF), Joensuu — since 03/2025.
- Research Associate, project REACH, OTH Regensburg — eye-tracking glasses and web usability.
- Initiated and chair the METR workshop (Metrics in Eye Tracking Research, metr2026.com) at ETRA 2026 — own initiative from concept to programme, with a community of ~68 researchers working on metric standardisation.
- Research stays in Finland, Morocco, the Netherlands and Spain.
Publications
2026
- Computational Operationalization Choices for Spatial Data Quality in Screen-Based Eye Tracking Proceedings of the 2026 Symposium on Eye Tracking Research and Applications, 1-6
- Inducing Global and Focal View in UML Class Diagram Comprehension Proceedings of the 2026 Symposium on Eye Tracking Research and Applications
2025
- A comparison of eye movement classifiers Proceedings of the 6th European Conference on Software Engineering Education
- A tool landscape for adaptive learning Proceedings of the 6th European Conference on Software Engineering Education
- Ethical Considerations of AI in Education: A Case Study Based on Pythia Learning Enhancement System IEEE Access
- Expert Surveys to Real Time Adaptation of Learning Paths ICERI2025 Proceedings, 5677-5687
- Eye Tracking Glasses in Educational Settings: Guidelines on Data Quality ICERI2025 Proceedings, 5027-5038
- Leveraging Five Questionnaires to Analyze Student Learning Strategies and Generate AI-Powered Individualized Learning Paths ICERI2025 Proceedings, 1775-1784
- ML based Evaluation Methodology for Learning Path Recommender Systems Proceedings of the 6th European Conference on Software Engineering Education
- Nestor: A personalized learning path recommendation algorithm for adaptive learning environments Proceedings of the 6th European Conference on Software Engineering Education
- Towards accurate eye tracking: quantifying error in linear pixel-to-degree conversion ICERI2025 Proceedings, 6709-6717
- TYCHE ALGORITHM 2.0: Learning Paths from Questionnaire Responses and Learning Analytics ICERI2025 Proceedings, 2562-2572
- Webgazetrack: A web-based eye tracking tool Proceedings of the 6th European Conference on Software Engineering Education
2024
- Evaluation of the learning management system Pythia EDULEARN24 Proceedings, 9089-9098
- Learning elements in lms - a survey among students INTED2024 Proceedings, 4224-4231
- Persistence of questionnaire data on learning styles, learning strategies and personality traits ICERI2024 Proceedings, 6310-6319
- Predicting learner characteristics using machine learning ICERI2024 Proceedings, 6005-6014
- Probabilistic machine learning for simulating complex learner profiles 2024 21st International Conference on Information Technology Based Higher Education and Training (ITHET)
- Pythia-ai suggested individual learning paths for every student INTED2024 Proceedings, 2871-2880
- Tyche algorithm: Markov models for generating learning paths in learning management systems INTED2024 Proceedings, 4195-4205
2023
- On the analysis of student learning strategies: using the LIST-K questionnaire to generate ai-based individualized learning paths ICERI2023 Proceedings, 4611-4620