Dr. Clare Walsh
Head of Education, Institute of Analytics | Commercial AI Literacy
Verified Proof of Work Artifacts
2 items catalogedEach artifact below represents an authenticated research publication, production code repository, or technical architectural framework directly authored or co-created by Dr. Clare Walsh. Every entry undergoes editorial source verification.
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.
The 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.