In progress · 2026 – Dec 2027
Tshwane University of Technology
Master of Computing, Computer Systems Engineering
Thesis
An Explainable AI-Driven Enterprise Cyber Decision Intelligence Architecture for Executive Decision Support in Enterprise Environments
Designing and evaluating an explainable AI decision-intelligence layer that sits above existing enterprise security platforms, correlating multi-source telemetry to prioritise enterprise-wide cyber risk and translate technical findings into transparent, business-contextualised recommendations for executives. Uses a design science methodology with gradient-boosted ensembles selected for exact Shapley attribution, making explainability a property of the model rather than a post-hoc approximation. Commercialised as Clarus.