Ethical Frameworks for AI-Driven Vessel Routing: Data Equity, Algorithmic Transparency and Biodiversity Governance

2.30pm – 2.55pm BST, 1 July 2026 ‐ 25 mins

Environmental Ethics and Sustainability at Sea

Global shipping routes intersect with some of the ocean's most ecologically sensitive zones. Vessel operations continue to impose measurable biodiversity costs — from cetacean strike mortality to habitat degradation along high-traffic corridors. Artificial intelligence offers transformative potential for route optimisation, but embedding ecological constraints into algorithmic decision-making raises questions that are as ethical as technical. 

Which species and geographies are well-represented in existing datasets, and which are invisible? What are the consequences of optimising on incomplete evidence? Whose biodiversity data gets trusted? What trade-offs between shipping efficiency and species protection are defensible? And when an AI-recommended route still causes harm, who is accountable — the researcher, the operator, or the regulator?

Based on preliminary PhD research, the author proposes an ethical framework for responsible AI deployment in vessel route optimisation and maritime biodiversity governance, sharing potential solutions and main challenges within data equity, algorithmic transparency, and the responsibilities of industry and academia translating ecological evidence into policy recommendations.