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PhD in Computer Science and Information Systems, Birkbeck College, University of London

Research Scientist, Knowledge Media Institute of Open University

  • Carried out research as a part of the Institute of Coding Projects (www.instituteofcoding.org), a national initiativewith Åí20m funding aiming to enhance the education and employability.

  • Delivered improvements in end-to-end automated learning data analytics including transferring data into experience API statements for standardisation, sending data into Learning Record Store (LRS), extracting data from LRS, and developing machine learning (a subfield of Artificial Intelligence) models for students’ performance prediction.

  • Performed analyses: building statistical models, apply machine learning techniques using various software libraries, building models and simulations and applying optimisation techniques.

  • Collaborated with research colleagues and academics from other institutions to design data mining experiments.

  • Deployed data science cycle (understand the problems, collect, manage, and clean data, exploratory analysis, build a model and validate model) and built technical reports.

  • Design, planning and developing software for communication with users.

  • Moved prototypes into a production environment.

  1. Celik, D., Mikroyannidis, A., Hlosta, M., Third, A., Domingue, J. (2019). ADA: A System for Automating the Learning Data Analytics Processing Life Cycle. European Conference on Technology Enhanced Learning (EC-TEL), Delft, Netherland.​

  2. Celik, D., & Magoulas, G. D. (2019). Challenging the Alignment of Learning Design Tools with HE Lecturers' Learning Design Practice. European Conference on Technology Enhanced Learning (EC-TEL), Delft, Netherland.

  3. Celik, D., & Magoulas, G. D. (2016). Approaches to Design for Learning. In International Conference on Web-Based Learning. Rome, Italy.  Available at https://www.researchgate.net/publication/308760600_Approaches_to_Design_for_Learning

  4. Celik, D., & Magoulas, G. D. (2016). A Review, Timeline, and Categorization of Learning Design Tools. In International Conference on Web-Based Learning. Rome, Italy. Available at https://www.researchgate.net/publication/308759808_A_Review_Timeline_and_Categorization_of_Learning_Design_Tools

  5. Celik, D., & Magoulas, G. D. (2016). Teachers’ Perspectives on Design for Learning Using Computer-BasedInformation Systems: A Systematic Literature Review. In 21st UKAIS Conference. University of Oxford, United Kingdom. Available at https://www.researchgate.net/publication/301685917_TEACHERS%27_PERSPECTIVES