Available to hire
I’m a data and BI-focused operations professional with 10+ years of experience using data, automation, and reporting to support accuracy, control, and decision-making across trust, fund operations, and crypto environments. I’ve built data-driven analytics focused on user segmentation, retention drivers, and capital allocation to support growth, liquidity management, and resource prioritization in lending and DeFi protocols. I’ve delivered insights contributing to a projected $50M TVL uplift through behavior-driven segmentation and migration analysis, informing retention and capital allocation strategies.
Experience Level
Language
English
Fluent
Work Experience
Governance Contributor, Remote Independent DeFi Risk Architect & Researcher at Independent (Remote)
November 1, 2024 - PresentArchitected a momentum-based early-warning system for Aave & Ethereum capturing ~85% of historical redemption stress events. Built real-time dashboards to support LTV and liquidation parameter analysis during volatility. Designed the L1–L4 Behavioral Risk Architecture, translating risk triggers into auditable on-chain monitoring signals to detect liquidation cascades, concentration buildup, and systemic fragility. Developed a behavioral segmentation model (560k+ addresses) to quantify liquidation sensitivity and concentration, informing retention strategies with projected ~$50M TVL uplift and mitigated cluster-level bad debt exposure.
BI & Risk Operations Lead at DBS Bank
August 1, 2023 - April 2, 2025Built scalable validation and exception-handling frameworks supporting $200M+/month in fund flows, improving anomaly triage and execution integrity across high-volume operations. Improved data quality from 81% to 97% and strengthened audit readiness by redesgning validation schemas, reducing operational risk and generating 13% cost savings. Accelerated risk responsiveness by 34% via centralized exception governance and dynamic resource allocation, reducing settlement disruptions during peak periods. Led risk-informed workflow alignment across teams, implementing internal controls that reduced process discrepancies and strengthened operational resilience.
BI & Risk Operations Analyst at Citi Bank
March 1, 2019 - January 31, 2022Resolved critical system constraints by analyzing payout anomalies and executing real-time overrides, ensuring operational continuity under high-stress conditions. Fortified system resilience by designing an anomaly-monitoring dashboard and reducing technical debt, preventing recurring operational friction across high-volume workflows.
Governance Contributor, Remote Independent DeFi Data & Analytics Contributor at Remote Independent DeFi Data & Analytics Contributor
November 1, 2024 - PresentBuilt a behavioral segmentation model driving a projected ~$50M TVL uplift by translating user behavior into insights on retention, risk concentration, and capital allocation. Designed end-to-end analytics frameworks translating market and on-chain signals into actionable dashboards for user behavior, liquidity exposure, and concentration monitoring. Built a data-driven early-warning and monitoring system for Aave & Ethereum, capturing ~85% of historical stress events and supporting risk-aware liquidity and operational decisions.
Senior BI & Risk Operations Analyst at Citi Bank
January 1, 2022 - August 1, 2023Achieved near-100% payout accuracy by implementing real-time anomaly detection and multi-source validation, mitigating operational errors and strengthening fraud-control reliability. Led remediation of legacy data issues with root-cause analysis and conversion of records into audit-ready datasets to improve regulatory alignment. Accelerated risk-triage speed by 40% through centralized exception governance and dynamic resource allocation, reducing settlement disruptions during peak periods.
Education
Master's Degree, Data Science at University of Colorado Boulder
January 11, 2030 - January 1, 2027Bachelor's Degree in Applied Statistics at National Taichung University of Science and Technology
January 11, 2030 - January 1, 2008Master's Degree at University of Colorado Boulder
January 11, 2030 - January 1, 2027Bachelor's Degree at National Taichung University of Science and Technology
January 11, 2030 - January 1, 2008Qualifications
Auditable Risk Standard Qualification
January 11, 2030 - December 22, 2025Master's Degree in Data Science
January 11, 2030 - December 29, 2025Bachelor's Degree in Applied Statistics
January 11, 2030 - December 29, 2025Industry Experience
Financial Services, Software & Internet
Experience Level
Hire a Data Scientist
We have the best data scientist experts on Twine. Hire a data scientist in Taipei today.