Ei Shwe Thwe

Description: Core Focus: Establishing data quality standards and validating AI logic for smart city platform. Advanced Analytics & AI Logic AI Logic & Governance: Conducted manual analysis to validate Generative AI outputs and identify "Schema-Driven Hallucinations," defining strict business logic rules to prevent data errors. Data Quality Strategy: Designed pattern recognition frameworks to detect anomalies across 10,000+ data points, transforming manual data cleaning into systematic, standardized qual

• AI Readiness & Data Modeling: Reorganized backend data structures and enriched metadata to facilitate LLM (Large Language Model) integration and AI readiness. • Data Governance & Quality Assurance: Executed manual quality assurance workflows for over 10,000 data points across Supabase and HubSpot CRM to ensure a flawless, error-free data foundation for analytics. • Process Optimization: Implemented standardized data entry procedures, effectively reducing data entry error rates by 20%.

• Refined backend data structures and descriptions to support AI Agent integration and LLM readiness. • Improved metadata labeling for data fields (vectorization, translation, indexing). • Developed and structured personalization vectors (supply & demand side) to enhance platform matchmaking. • Oversaw Supabase data collections, performing quality checks to ensure completeness, accuracy, and consistency for analytics and AI applications.

• Mentored and coached master's students on thesis research, project proposals, and community-based development initiatives. • Guided students through topic selection and monitoring & evaluation (M&E) frameworks. • Reviewed and provided structured feedback on research methods, survey tools, and final report writing. • Supported capacity building through workshops and one-on-one academic advising.

• Project Analysis: Evaluated project proposals and budgets against structured criteria to secure funding approvals for community-driven initiatives. • Financial Compliance: Monitored project timelines and budget adherence while ensuring strict compliance with funding guidelines.

Project Analysis: Evaluated project proposals and budgets using structured criteria to approve grants for community development. • Financial Compliance: Monitored project timelines and budget adherence, ensuring 100% compliance with grant guidelines. • Stakeholder Management: Mentored diverse teams on resource allocation and operational feasibility.

• Supply Chain Optimization: Streamlined warehouse operations and delivery schedules to ensure efficient product flow. • Market Analysis: Conducted market research and demand forecasting to optimize inventory levels. • Team Leadership: Managed cross-functional teams to improve operational workflows.

Full time program for executive working professionals with lectures on the weekend, other academic activities done at convenience to meet the deadline.