MARY MAINA

Reviewed and classified digital content according to predefined instructions and project criteria. Performed AI data annotation and labeling for text and visual data, including object identification and bounding-box labeling, and ensured guideline compliance. Conducted quality assurance checks to confirm relevance, accuracy, and consistency, and flagged ambiguous or inconsistent cases. Completed online assessments and onboarding activities, adapted to new platforms and workflows, and delivered structured work products. Also supported research, information verification, data entry, document preparation, typing, and structured content review for project deliverables.

Conducted research and analysis related to procurement, supply chain, and business management topics. Produced structured reports and assignments requiring clear reasoning, accurate terminology, and careful documentation. Applied business knowledge to supplier management, inventory, costs, purchasing decisions, quality management, and process improvement. Worked with quantitative business concepts such as cost accounting, CVP analysis, break-even analysis, WACC, present value, EOQ, and inventory costing while maintaining organization and clarity in written outputs.