Katherine CAO (Yimeng) 曹译萌 (Katherine)

Nanyang Technological University • Nanyang Business School. Focus on AI & LLMs, Machine Learning, Decision Analytics & Enterprise Data Warehousing.

Shanghai University of Finance and Economics. Solid foundation in financial risk management, econometrics, SQL, and quantitative modeling.

• Architected an enterprise-grade AI Chatbot and a RAG+LLM extraction workflow for financial document processing.
• Conducted process analytics and implemented machine learning models to detect bottlenecks and optimize workflows.
• Developed interactive Power BI dashboards to track key performance and financial evaluation metrics.
• Implemented RPA automation workflows to streamline document handling and regulatory compliance.

• 架构企业级 AI 智能体与 RAG+LLM 智能文档提取工作流，实现金融非结构化数据的高效解析。
• 开展流程挖掘分析，运用机器学习模型识别业务瓶颈并优化整体工作流效率。
• 开发 Power BI 交互式仪表盘，实时追踪核心财务指标与投资组合绩效评估。
• 构建 RPA 自动化工作流，简化文档流转机制并提升合规审核效率。

• Built automated BI dashboards to track brand health and consumer performance metrics across platforms.
• Performed Python-based NLP sentiment evaluation to inform client product and investment strategies.

• 搭建自动化 BI 仪表盘，监控多平台品牌健康度与消费者核心消费指标。
• 基于 Python NLP 文本挖掘与情感分析，为客户产品定位与投资决策提供建议。

• Optimized analytics queries and seller performance pipelines to drive operational decisions.
• Engineered interactive Tableau dashboards empowering 6,000+ cross-border sellers with actionable metrics.

• 优化 SQL 查询与卖家绩效分析管道，为跨境电商运营决策提供数据支撑。
• 搭建 Tableau 交互式数据看板，为 6,000+ 卖家提供实时经营指标与增长建议。

• Collected multi-vendor market data and leveraged web scraping to gather global tech hardware intelligence.

• 收集多厂商数据并运用爬虫追踪全球智能手机与 IoT 智能硬件市场态势。