Personal profile
Biography
Andy Donald is a Research Fellow and lead of the Applied Innovation Unit at Insight, University of Galway. His current research focus covers automation of the AI and machine learning process and the application of explainable AI methods within these processes and their application in real world, cloud based situations. He has a particular interest in the development of surrogate models for complex computational models and how these can be applied to help real-time predictions. He has made significant contributions to research on distributed systems and stream processing as well as researching Linked Data and Knowledge Graph construction. His interests also extend into management of large scale Multimodal Data Ecosystems. His significant private sector background also provides a unique view into how innovative research can be scaled and applied to real world issues both at an academic and industry level.
Education/Academic qualification
BSc., MSc.
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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SDG 5 Gender Equality -
SDG 7 Affordable and Clean Energy -
SDG 9 Industry, Innovation, and Infrastructure -
SDG 10 Reduced Inequalities -
SDG 11 Sustainable Cities and Communities -
SDG 13 Climate Action
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Collaborations and top research areas from the last five years
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Investigating transformer models for textual bias detection in model, data, and dataspace cards
Donald, A., Galanopoulos, A., Ojha, A. K., Curry, E., Muñoz, E., Ullah, I., McCrae, J. P., Kalra, M., Saxena, S. & Iqbal, T., 2026, In: AI and Ethics. 6, 1, p. 118 1 p.Research output: Contribution to a Journal (Peer & Non Peer) › Article › peer-review
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A semantic approach for linked model, data, and dataspace cards
Donald, A., Galanopoulos, A., Curry, E., Muñoz, E., Ullah, I., Waskow, M., Kalra, M., Saxena, S. & Iqbal, T., 2025, In: IEEE Access.Research output: Contribution to a Journal (Peer & Non Peer) › Article › peer-review
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A Semantic Approach for Linked Model, Data, and Dataspace Cards
Donald, A., Galanopoulos, A., Curry, E., Muñoz, E., Ullah, I., Waskow, M. A., Kalra, M., Saxena, S. & Iqbal, T., 2025, In: IEEE Access. 13, p. 110194-110207 14 p.Research output: Contribution to a Journal (Peer & Non Peer) › Article › peer-review
1 Citation (Scopus) -
Linking of open and private data in dataspace: A case study of air quality monitoring and forecasting
Donald, A., 26 May 2024, English. CEUR-WS.org, Vol. 3705.Research output: Chapter in Book or Conference Publication/Proceeding › Conference Publication › peer-review
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Bias detection for customer interaction data: a survey on datasets, methods, and tools
Donald, A., Galanopoulos, A., Curry, E., Muñoz, E., Ullah, I., Waskow, M., Dabrowski, M. & Kalra, M., 2023, In: IEEE Access. 11, p. 53703-53715 13 p.Research output: Contribution to a Journal (Peer & Non Peer) › Article › peer-review