D Coi

Developing and prototyping a model-agnostic governance system for accountable human judgement in AI-assisted professional workflows, initially focused on legal and other regulated environments. Designing and testing bounded AI-assisted workflows and controls for LLM and human-AI failure modes, and evaluating use-case suitability, reliability, limitations and governance requirements as part of iter

Designed and developed the department's Power Platform ALM architecture and deployment pipeline, establishing separate Development, Test, UAT and Production environments and a controlled promotion route. Researched and resolved DLP, permissions, least-privilege access, licensing, testing and environment-governance requirements within a shared enterprise Microsoft tenant, and produced architecture,

Analysed corporate performance against organisational objectives and national targets, turning complex evidence into clear issues, options and actionable insights for senior management. Developed information-governance processes across Health Intelligence and the wider Public Health Directorate, and handled complex and ad hoc information requirements using SQL, Excel and VBA.

Produced and improved analytical dashboards and workbooks supporting national quality-improvement and assurance programmes, translating complex data into accessible outputs for programme teams and decision-makers. Gathered user requirements, extracted and interpreted large datasets, applied statistical approaches, and scrutinised analytical work for accuracy and fitness for use.

Led day-to-day delivery and strategic reshaping of a rural and island transport planning and analytics project, combining client management, requirements analysis, technical coordination, solution development and delivery planning. Led requirements conversations with public-sector stakeholders and subject specialists, translating operational and policy needs into functional requirements for an ext

Advised social enterprises, third-sector organisations and SME start-ups on strategy, market entry, funding, business models and organisational development, managing multiple client relationships and assignments. Turned ambiguous client questions into structured research, scenario models and practical solutions, including bespoke Excel/VBA business-planning tools and interactive decision-support a

Working towards the IAPP Artificial Intelligence Governance Professional (AIGP) certification, with structured development in AI governance and related areas.

Postgraduate Certificate in Social Research from the University of Aberdeen, completed between 2019 and 2020.

MSc in Management with a focus on Enterprise and Business Growth from the University of Glasgow, completed between 2003 and 2004.

Master of Arts in Sociology from the University of Aberdeen, completed in 1999.