• Built an LLM-driven pipeline to process 200+ daily cases for translation and data extraction, cutting vendor costs by $93K/month.

• Deployed CDK-managed AWS infrastructure for a multi-access web app with Amplify, ECS/App Runner, RDS/S3/ElastiCache, IAM security, and CI/CD.

• Implemented the full-stack application (React + FastAPI) with Docker, SQLAlchemy ORM, and ARQ/Redis background jobs for async LLM document analysis.

• Automated monthly expense reporting workflows (SQL, Python, VBA, Excel) to aggregate and clean data, creating more comprehensive reports.

• Collaborated with teams to analyze multi-year, multi-department financial data, conducting variance analysis and budgeting forecasts for data-driven decision-making.

• Analyzed Term Loan B client financing and servicing trends over two years, identifying workload imbalances across account managers.

• Provided recommendations to senior management, leading to a 350-hour weekly man-hour reallocation and improved operational efficiency.

• Developed and automated ETL processes (Python, SQL) to consolidate servicing data from teams across North America, ensuring data integrity for a centralized Power BI dashboard.

• Designed and implemented a new retailer search interface using React.js, including backend search endpoints and MySQL query integration.

• Reduced initial page load time by 13% by consolidating duplicated React components across features.