Chloe Xu
Senior Analytics Engineer and BI technical lead with 10+ years designing governed data products, semantic layers, canonical metrics, and decision-support systems across logistics, fintech, workforce planning, healthcare data, GTM operations, and global supply chain. Now extending this foundation into ontology, knowledge graphs, and retrieval-grounded AI through the WisdomAI MVP.
高级分析工程师与商业智能技术负责人,拥有10年以上经验,专注于构建可治理的数据产品、语义层、标准化指标体系与决策支持系统,涉及物流、金融科技、人力资源规划、医疗合规数据、市场增长运营与全球供应链等领域。目前正通过 WisdomAI MVP 项目,将这些经验拓展至本体设计、知识图谱与检索增强 AI(RAG)领域。
Core Skills核心技能
Analytics Engineering & SQL
分析工程与 SQL
Advanced SQL, Python, dimensional modeling, modular transformations, query optimization
高级 SQL、Python、维度建模、模块化数据转换、查询优化
Semantic Layer & BI
语义层与 BI
Looker, Omni, Tableau, Power BI, QuickSight, canonical metrics, self-service analytics
Looker、Omni、Tableau、Power BI、QuickSight、标准化指标、自助式分析
Platforms & Governance
平台与数据治理
Snowflake, BigQuery, GCP, Redshift, Athena, lineage, UAT, access control
Snowflake、BigQuery、GCP、Redshift、Athena、数据血缘、UAT、权限治理
AI & Knowledge Systems
AI 与知识系统
Ontology design, knowledge graphs, RAG / Graph RAG, human-in-the-loop evaluation
本体设计、知识图谱、RAG / Graph RAG、人机协同评估与治理
Experience工作经历
- Owned BI and analytics engineering strategy across Finance, Operations, Product, and Engineering
- 负责 Flexe 财务、运营、产品与工程团队的 BI 与分析工程战略
- Led Looker-to-Omni semantic-layer modernization, redesigning governed topics and canonical metrics
- 主导 Looker 到 Omni 的语义层现代化改造,重构治理主题与标准化指标
- Built a 0-to-1 contribution-margin analytics layer and billing automation, cutting manual processing time by 40%
- 从 0 到 1 搭建利润贡献分析层与账单自动化系统,人工处理时间减少 40%
- Designed privacy-aware Amazon Pharmacy data marts with governed access patterns
- 设计具备隐私保护的 Amazon Pharmacy 数据集市,建立权限治理规范
- Co-designed BAMM, a global contractor budget and spend governance platform
- 联合设计全球承包商预算支出治理平台 BAMM
- Built Brady, a global workforce-planning analytics product spanning 40+ countries
- 打造覆盖 40 多个国家的全球人力规划分析产品 Brady
- Built a 0-to-1 analytics foundation for AWS Partner Sales North America (Salesforce pipeline, revenue, territory)
- 从 0 到 1 搭建 AWS 北美合作伙伴销售分析体系(Salesforce 管道、营收、区域规划)
- Led global-sourcing financial planning and forecasting using Excel/VBA models
- 使用 Excel/VBA 模型主导全球采购财务规划与预测
- Helped establish a Global Sourcing Center in China, onboarding 72 suppliers and delivering $8M in savings over 2.5 years
- 协助在中国建立全球采购中心,引入 72 家供应商,2.5 年内节省 800 万美元成本
Selected AI / Data Projects精选 AI / 数据项目
WisdomAI — Buddhist-Informed Decision-Support MVP
WisdomAI —— 佛学启发的决策支持 MVP
A bounded AI product for reflective life guidance, combining ontology design, knowledge-graph architecture, hybrid retrieval, and human-expert review — with clear boundaries separating it from religious authority, therapy, or medical advice.
一款用于生活反思引导、边界清晰的 AI 产品,结合本体设计、知识图谱架构、混合检索与专家人工审核 —— 明确区别于宗教权威、心理治疗或医疗建议。
AI StudyMate — Personal AI Learning Assistant
AI StudyMate —— 个人 AI 学习助手
A custom-GPT learning workflow using structured instructions, knowledge organization, and task decomposition to support graduate-level AI and data-science study.
基于自定义 GPT 的学习工作流,通过结构化指令、知识组织与任务拆解,辅助研究生阶段的 AI 与数据科学学习。
AI-Generated Children's Coloring Books
AI 制作的儿童涂色书
A self-published series of children's coloring books created with AI-generated illustrations, designed and published independently on Amazon.
一系列使用 AI 生成插画的儿童涂色书,独立设计并在亚马逊自助出版发行。
GTM Campaign Performance Dashboard
GTM 市场增长活动表现看板
An interactive dashboard analyzing go-to-market campaign performance across channels (built on synthetic data).
一个分析跨渠道市场增长(GTM)营销活动表现的交互式看板(基于模拟数据构建)。
Education & Credentials教育背景
Contact联系方式
Open to conversations about analytics engineering, semantic modeling, and applied AI product work.
欢迎就分析工程、语义建模及 AI 产品应用方向进行交流。