The engagement of university teachers with predictive learning analytics

C Herodotou, C Maguire, N McDowell, M Hlosta… - Computers & …, 2021 - Elsevier
Predictive learning analytics (PLA) is an educational innovation that has the potential to
enhance the teaching practice and facilitate student learning and success. Yet, the degree of …

Impact of predictive learning analytics on course awarding gap of disadvantaged students in stem

M Hlosta, C Herodotou, V Bayer… - International conference on …, 2021 - Springer
In this work, we investigate the degree-awarding gap in distance higher education by
studying the impact of a Predictive Learning Analytics system, when applying it to 3 STEM …

[HTML][HTML] Predictive learning analytics in online education: A deeper understanding through explaining algorithmic errors

M Hlosta, C Herodotou, T Papathoma… - … and Education: Artificial …, 2022 - Elsevier
Abstract Existing Predictive Learning Analytics (PLA) systems utilising machine learning
models show they can improve teacher practice and, at the same time, student outcomes …

Explaining errors in predictions of at-risk students in distance learning education

M Hlosta, T Papathoma, C Herodotou - … AIED 2020, Ifrane, Morocco, July 6 …, 2020 - Springer
Despite recognising the importance of transparency and understanding of predictive
models, little effort has been made to investigate the errors made by these models. In this …