Liu Hang Fung
Artificial Intelligence Specialist @ UTGL
About
I specialize in crypto data processing and analytics, with a strong focus on building high-quality, decision-ready datasets for traders and fintech users. My work centers on the less visible—but most critical—layer of quantitative systems: data quality. I design pipelines that clean, normalize, and validate market data across venues, resolving issues such as inconsistent timestamps, symbol mapping, missing candles, outliers, and noisy prints. The goal is simple: reliable inputs that produce reliable signals. By combining data engineering discipline with market understanding, I help teams move from “raw exchange feeds” to trustworthy metrics, dashboards, and real-time indicators. I prioritize repeatability, auditability, and practical usability—so users can confidently apply the data for research, strategy development, and risk-aware execution. I enjoy collaborating with builders and analysts across fintech and crypto to improve data infrastructure, strengthen research workflows, and turn complex market data into actionable insight.
Hong Kong SAR
Kowloon
Computer Software
AI Engineering, Data Engineering, Qualitative & Quantitative Research Methodologies, Data Normalization, LLM Workflows, Technical Indicators, Prompt Engineering, Python (Programming Language), Project Management, Document Drafting, Barcode Scanners, Object Detection, IT Hardware Support, Hardware Installation, Workplace Relations, Trading Desk, Conflict Management, Marketing Strategy, Management of Financial Institutions, Evaluation Strategies
Experience

Artificial Intelligence Specialist
Hong Kong SAR
At UTGL, I lead AI and data-driven transformation initiatives, with a strong focus on building reliable data foundations for trading analytics, automation, and internal decision-making. My work bridges data processing, quantitative research, and practical delivery—turning raw, noisy inputs into trusted outputs that teams can use with confidence. Crypto Market Data Processing & Quality • Design and maintain end-to-end data pipelines to ingest, clean, normalize, and validate multi-source crypto market data. • Standardize symbols, timestamps, and schemas across venues; handle missing intervals, outliers, and inconsistent prints to improve dataset integrity. • Implement data-quality checks and monitoring (completeness, freshness, anomaly detection) to reduce “bad data” risk in research and signals. Trading Analytics & Signal Platform • Architect and operate a centralized trading analytics dashboard that consolidates real-time prices, technical indicators, and algorithmic signals into a single source of truth. • Convert processed datasets into actionable metrics and visual layers that support faster analysis and reduce manual market monitoring. Quant Research & Strategy Development • Develop and backtest systematic strategies (e.g., momentum / relative strength pair signals) and translate research into production-ready indicators. • Collaborate with stakeholders to define signal rules, confidence scoring, and practical risk controls for real-world usability. AI Enablement & Automation • Deliver hands-on AI training and internal enablement programs to help teams apply AI for analysis, content workflows, and productivity improvements. • Build automation solutions using Python, Excel/VBA, and cloud tools to streamline reporting and operational tasks—reducing errors and increasing throughput.

Internship
• Developed intuitive and responsive e-commerce websites focused on delivering seamless user experiences. • Designed and backtested trading strategies using Pine Script and Excel to optimize performance and risk management. • Created personalized AI-generated avatars to strengthen brand identity and engagement. • Built a dynamic web dashboard with Python, providing real-time data visualization and analytics. • Leveraged Semrush analytics to evaluate and refine marketing strategies for improved reach and conversion.

Object Detection Innovative Project
Cathay Pacific
Developed a label detection system to automate the cargo dangerous goods acceptance process. Conducted a successful demo program using Figma and YOLO.

Hackathon Project
Cathay Pacific
Learned digital marketing strategies, including tracking analysis and SEO. Designed user-friendly hackathon pages with UI/UX principles.

Internship
Cathay Pacific
Infrastructure and Security Team Configured Microsoft Teams Rooms and optimized vendor negotiations. Gained insights on integrating different solutions. Maintained different solutions for conference rooms.
Liu Hang Fung's Contact Information
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