Design Strategy & Operations Consultant (Independent Consultant)
Other
Provided structured evaluation of complex visual/design environments to support AI annotation and model-training criteria. Applied pattern recognition and visual assessment to identify inconsistencies, edge cases, and deviations that should be captured in labeled datasets. Translated requirements into repeatable, standards-driven workflows to improve annotation quality and consistency. • Defined rule-based standards and guidelines for consistent evaluation outcomes • Produced clear, defensible rationales documenting criteria and decisions • Collaborated with cross-functional teams to align design intent with operational outcomes • Ensured clarity, accuracy, and repeatability in structured labeling workflows
2010 - Present