Pang Siang Lian

Finance → Data → Applied AI | Systems Thinking for Real-World Impact

About Me

Hi, I’m Pang Siang Lian. I come from a finance and operations background and am currently transitioning into data and applied machine learning—with a strong focus on real-world impact and systems thinking.

I'm completing the Graduate Diploma in Systems Analysis at NUS-ISS, and interning at Tzu Chi Foundation Singapore as a Data Analytics Intern.

Featured Project: Cashflow Analytics & Risk Alerting Platform

I designed and built an end-to-end cashflow intelligence system—starting from Excel-based inputs (bank statements and payment gateway settlements), ingesting into SQL staging, transforming into curated tables via ETL, and powering Power BI dashboards for daily cash visibility.

On top of the data foundation, the system automates bank transaction auto-remark with a human-in-the-loop review UI, and provides ML-assisted low-balance risk detection with email alerts to Finance users.

Cashflow Automation — End-to-End Workflow diagram

View full project write-up →

Long-Term Vision

I aim to become a finance-domain AI practitioner who can bridge business, data, and engineering. I want to bring ML into operational and financial domains where systems thinking and sustainability matter just as much as accuracy.

Connect

💼 LinkedIn

💻 GitHub

📧 Email