Dr. Clare Walsh
Head of Education, Institute of Analytics | Commercial AI Literacy
Head of Education at the Institute of Analytics (IoA). Directs professional accreditation and training curricula in commercial AI literacy, data governance, and executive decision-making. Author of educational frameworks translating complex AI capabilities into actionable business competencies.
Areas of focus
Professional niches
Proof of Work
Executive Decision-Making Guardrails Under Probabilistic Model Outputs
Published executive guidelines on training financial and operational managers to interpret confidence intervals and error bounds from predictive and generative AI tools, preventing overconfidence bias.
Executives frequently confuse high fluent text confidence with mathematical statistical certainty.
Context: Probabilistic forecasting models, Monte Carlo simulations, executive decision matrices.
View missionThe Commercial AI Competency Standard for Non-Technical Leaders
Formulated the global Institute of Analytics curriculum defining the necessary skills for managers to assess algorithmic bias, data lineage, and model uncertainty in business planning without requiring coding expertise.
Curriculum must be refreshed semiannually to incorporate new reasoning capabilities and multi-agent systems.
Context: Commercial AI accreditation curriculum, UK/EU data governance standards.
View mission