Bridging 15 Years of Senior Finance Leadership with Modern Engineering

I am a hybrid professional specializing in the intersection of Enterprise Finance (SATS/Group FP&A) and Technical Systems Analysis (NUS-ISS). I build high-impact automation engines, predictive models, and scalable backend architectures that turn complex financial logic into streamlined digital workflows.

• Languages: Python (Data Science & ETL), SQL (Advanced Analytics), Java, C#, ASP.NET, Kotlin
• Data & AI: Machine Learning (PyTorch/Scikit-Learn), Predictive Modeling, Data Engineering
• Frameworks & Web: Spring Boot, React, Thymeleaf, Android Studio, Dropwizard
• DevOps & Tools: Docker, CI/CD (GitHub Actions), Git/GitHub, Maven, Agile (Scrum)
• Domain Expertise: Aviation Finance Strategy, Statutory Governance (ACCA), Grant Management, Workflow Automation

• The Problem: Revenue leakage and seat spoilage in the aviation sector due to passenger no-shows.
• The Solution: Developed a predictive ML model using Python and Scikit-Learn to identify high-risk bookings.
• Impact: Enables aggressive overbooking strategies and dynamic yield management for improved margin protection.

• The Problem: High manual man-hours spent on multi-channel bank reconciliation.
• The Solution: Architected a Python-based ETL pipeline to automate the ingestion and classification of financial data.
• Impact: Reduced data latency and manual processing time, ensuring real-time liquidity visibility for executive stakeholders.

• The Solution: A full-stack distributed system featuring secure checkout, product filtering, and an automated admin dashboard for inventory tracking.
• Tech: Java Spring Boot, Thymeleaf, SQL Server.

My mission is to lead Digital Transformation initiatives by merging my 15 years of financial seniority with Agile software delivery. I am focused on building:

• Intelligent Automation: Replacing legacy manual finance workflows with robust code.
• Data Strategy: Leading organizations to make $100M+ decisions based on predictive insights.
• Scalable Architecture: Designing systems that grow with global enterprise needs.

• Graduate Diploma in Systems Analysis | National University of Singapore (NUS-ISS) — Highlight: Grade A- in Agile Software Delivery
• ACCA Strategic Professional | Strategic Business Leader (SBL) & Reporting (SBR)
• SCTP Associate Data Analyst | Data Engineering & Visualization Specialist

• LinkedIn: linkedin.com/in/pangsianglian
• Email: angelpsl@ymail.com
• Portfolio: pangsianglian.github.io/pangsianglian-portfolio

"The best way to predict the future is to create it." — Peter Drucker (Modernized by Python)