Xi Ru
Data Scientist
- Role
- Data Scientist at American Modern Insurance Group
- Location
- Bellevue, WA, US
- LinkedIn followers
- 500 followers
About Xi Ru
Data Scientist with over 6 years of experience harnessing Generative AI, machine learning, and statistical modeling to drive data-driven insights and automate processes across diverse sectors, including insurance and manufacturing. Proficient in Python, SQL, and R cloud platforms (Azure Databricks, Dataiku), with a track record of developing scalable data solutions and interactive dashboards that enhance business decision-making. Passionate about leveraging AI to innovate and improve predictive accuracy, eager to contribute to strategic advancements in data science.
Experience
Data Scientist
American Modern Insurance Group
Jan 2025 — Present
Developed and evaluated multiple unsupervised learning models using Python, Dataiku, and Databricks to identify patterns in portfolio data. Deployed the optimal model to predict portfolio risk exposure, providing a more accurate, scalable, and efficient alternative to traditional weighted-score methods—ultimately enhancing the company’s risk mitigation strategies- Conducted portfolio risk modeling using Python, SQL, and RStudio, identifying catastrophe risk factors that informed company-wide portfolio optimization and mitigation strategies- Engineered scalable data pipelines in VS Code and Azure Databricks, ensuring high-volume, multi-source datasets remained accurate and reliable- Researched and applied Generative AI techniques for portfolio optimization, improving predictive accuracy and accelerating actionable insights- Built and automated management dashboards, enabling data-driven decision-making for executives.
Education
University of Cincinnati - College of Engineering and Applied Science
Bachelor of Engineering (BE), Environmental/Environmental Health Engineering
2013 — 2018
University of Cincinnati Carl H. Lindner College of Business
Master's degree, Business Analytics
2018 — 2019
University of Cincinnati Carl H. Lindner College of Business
Master of Business Administration (MBA), Business Administration
2015 — 2018
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