Resume
EDUCATION
2025-2026
University of California - Berkeley
Master of Analytics
Aug 20205 - May 2026
Relevant Coursework: Financial Engineering, Database Design, Optimization, Risk Model & Simulation, Machine Learning
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Organizations: Analytics @ Berkeley
2018 - 2022
University of California - San Diego
Bachelor of Science
Data Science
Math-Economics
GPA: 3.72
Major GPA: 3.85
Relevant Coursework: Probability Theory, Econometrics, Statistics, Microeconomics, Macroeconomics, Data Structure, Machine Learning, Modeling Pipeline
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Organizations: Alpha Kappa Psi, Triton Consulting Group, TMC Student Council, Data Science Society, Society of Undergraduate Mathematics Student
Certification
AWS Certified Machine Learning Specialty
DeepLearning.ai Deep Learning
AWS Cloud Practitioner
IBM Data Science Professional
Professional skillset
Python, SQL, Spark, Java, R
Machine Learning, NLP, Image Processing
SageMaker, AWS, Databricks, Conda
Power BI, Tableau, Excel, QGIS
Languages
Chinese - Mandarin (Native)
English (Fluent)
PROFESSIONAL EXPERIENCE
Verisk Analytics -
Maplecroft
Data Scientist II
Jan 2024 - May 2025
San Francisco, CA
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Designed and implemented data pipeline to process Sentinel satellite imagery using 6-band combinations, integrating with ICLR-published computer vision model to assess property damage from civil unrest, achieving F1 score of 0.97
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Managed quarterly refresh of a global Regulatory Complexity Index, synthesizing data from 7 industries and 87 XGBoost regression models with robust automation in ETL process, and presented actionable insights
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Mapped building footprint of $1b property damaged by civil unrest event during 2020 in QGIS through satellite model
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Converted 120+ models to ONNX format and established MLFlow endpoints to create low latency deployment
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Conducted election prediction using Monte Carlo simulation on 50,000 samples and implemented through Streamlit
Verisk Analytics -
Claims
Data Scientist I
July 2022 - Jan 2024
San Francisco, CA
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Developed multistage XGBoost text classification model with 4 embeddings, achieving an 0.84 F1 score using PySpark on Databricks, outperforming AWS Comprehend by 13% and reducing production cost by $65k/yr
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Engineered and maintained a dynamic Power BI dashboard covering 60M+ property claims spanning 70+ industry trends, enabling effective data visualization and communication of insights to non-technical teams
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Performed K-Means, K-Prototypes clustering on law firms with mixed variables and achieved 84.6% testing accuracy
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Led engineering of 30+ features for workers' comp fraud detection with PySpark for increased production efficiency
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Scraped medical website with 5 nested layers to compile hierarchy of 16000+ ICD and CPT codes with BeautifulSoup
Verisk Analytics -
Financials
Data Scientist Associate Intern
June 2021 - Aug 2021
Jersey City, NJ
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Designed 7 business insight features while migrating Client Health Score dashboard from Tableau to Power BI
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Restructured 11 data relations and 6 data types in ETL process to standardize database of 10k client for adaptability
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Mapped COVID underreporting factor of 187 countries using bootstrapped linear regression on economic indices,
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providing insights for policy adjustments and resource allocation
Neo Smart Economy
Content Project Manager
Global Development
June 2020 - Aug 2020
Seattle, WA
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Created Trade Finance Business Working Group in InterWork Alliance (IWA) based on 60-company market research
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Conducted market research on 30 blockchain data analytics platform and BI tools to create key features and format
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Designed smart contract tool kit tester and simulation models to analyze blockchain transaction data and detect fraud
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Researched and designed specifications to reach IWA standard for unifying tokenized economy and operation system
Ailink Technology
Operations Consultant
Sep 2019 - Sep 2020
La Jolla, CA
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Created 180,000 budget, organized income statements, budget sources, external pitch and funding seeking
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Wrote 3 marketing articles to promote product update and company news → received 1200+ readers
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Created market research and competitive analysis of similar housing matching Apps for marketing strategy
Siemens
NX Development Center Intern
Dec 2018 - Jan 2019
Shanghai, China
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Concentrated on Python used in Auto-testing, 3D Modeling Software NX and product lifecycle management
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Tested specific functions of 3D modeling NX product and tracked coding progress from various programmers
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Shadowed and assisted principle software engineer of large-scale software development in integrated company culture
LEADERSHIP EXPERIENCE
Sep 2019 - Present
Project Manager, VP External
Triton Consulting Group (TCG)
La Jolla, CA
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Led design and research team for startup Sav-E to create 3-staged branding strategy and 3 social media posts
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Conducted market research and PLM research, and created 1-year financial projections and business model for Sav-E
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Chaired External Committee focusing on client outreach, business community collaborative development
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Built alumni network of 35 from across industries for professional development, networking and interworking
Jan 2020 - June 2020
Vice Chair of Finance
Thurgood Marshall College
Student Council
La Jolla, CA
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Crafted and allocated the yearly budget of $120,000 with College Business Office for student council
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Chaired Finance Committee of student council to discuss funding guidelines, money allocation and MOUs
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Researched and calculated range for reasonable funding request and provide consulting for efficient spending
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Projected financial condition and recommend programming for following year council based on yearly spending