Analytics Engineer

Reporting Analyst at NextDC and Co-Founder of AJiLe Studios.

Local time

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Kuala Lumpur · GMT+8

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Experience

Oct 2025 — Present

Co-Founder · AJiLe Studios

Building the studio's delivery process; shipping web apps for SME clients.

— Deliver custom web applications and internal tools for SME clients, owning full-stack development from architecture through to deployment.
— Coordinate a team of 4 developers across project scoping, delivery, and quality assurance.

React Tailwind Next.js Convex Vercel Clerk AWS

Mar 2025 — Present

Reporting Analyst · NextDC Ltd

Reclaimed 100+ hours/month of finance team capacity through automation.

— Engineered automated reporting dashboards and internal tools, eliminating 100+ hours of manual work per month across the finance team.
— Own and maintain financial reports used directly by senior management for strategic planning and budgetary decision-making.
— Built automated web scraping pipelines to collect competitive market data, informing pricing and market positioning analysis.

Pandas React Apache Druid Excel Power Query GitHub Notion

Nov 2022 — Mar 2025

Data Analyst · CommieCapital LLC

Replaced manual analyst review with a multi-agent LLM extraction pipeline.

— Designed and deployed a multi-agent LLM pipeline to autonomously extract and structure key metrics from financial reports, replacing hours of manual analyst review.
— Built end-to-end web scraping infrastructure to automate financial data collection from multiple sources, feeding a structured PostgreSQL database.
— Automated recurring data workflows using Python, significantly reducing manual data entry overhead and improving data accuracy.

OpenAI Claude Gemini PostgreSQL Selenium BeautifulSoup Pandas Docker AWS

02 / 05

Selected work

7 projects

Booking and scheduling for appointment-based businesses like studios, salons and clinics. Handles recurring schedules, waitlists, client records and package credits, with a branded booking page for each business. Launching soon.

React Vite Convex

Open

Replaces spreadsheet guesswork for property investors — models rental yields and capital growth, compares scenarios side by side, and auto-calculates fees. In development, launching in Malaysia.

React Convex Tailwind

Open

Eliminated 15+ hours of manual admin work per week. Pulls live Salesforce data to auto-generate customized service documents on demand, replacing a fully manual process.

React Flask AWS EC2

Walkthrough on request

Replaced Skylab Fitness's fully manual booking workflow end-to-end — live in production. Clients book classes and track credit balances; staff handle scheduling and payments from a dedicated admin interface.

Next.js Convex Clerk

Open

Automated scrapers monitor Australian planning applications for upcoming data center projects, giving NextDC early visibility on competitor activity through a live web interface.

Python Selenium AWS EC2

Walkthrough on request

Cut the sales reporting cycle from days to minutes with 80% less manual entry. Aggregates data from multiple sources and applies an LLM to parse and extract metrics straight from raw invoices.

Pandas Tkinter OpenAI

Walkthrough on request

Reverse-split alerts for 50+ active traders. Monitors financial sites in real time, with an LLM classifier filtering and prioritizing announcements before they reach a Discord community.

Python OpenAI Discord API

GitHub

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