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© Adrian Tay · Petaling Jaya, MY

Open to Data Engineer / Financial Data roles — remote-first or KL/SG.
AT
Adrian Tay · Portfolio
Adrian Tay — Petaling Jaya, MY

Financial Analytics Engineer

Currently at NextDC (full-time, finance reporting) and freelancing with AJiLe Studios on the side. Open to senior Analytics Engineer / Financial Data roles — remote-first or KL/SG.

Local time
—
3+ yrs
Data + analytics engineering
100h/mo
Manual work eliminated
6+
Production tools shipped
MSc
Financial Analytics, OSU
ADRIAN · TAY
01 / 05

Experience

3 roles · 3+ yrs
Note Currently holding two concurrent roles: NextDC (full-time, finance reporting) and AJiLe Studios (evenings/weekends). Open to discussing availability.
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

6 projects
Source Solo build · 2024
Outcome

Zero-latency alerts to 100+ active traders

Reverse Stock Split Bot

Real-time financial intelligence tool that monitors financial websites for reverse stock split announcements. An LLM classifier filters and prioritizes signals, delivering instant alerts to a Discord community of active traders.

Python OpenAI Flask Discord API
GitHub
Internal · NDA Internal tool · 2024
Outcome

15+ hours of manual work eliminated per week

Service Document Generator

Internal operations tool that pulls live data from Salesforce to auto-generate customized service documents on demand. Replaced a fully manual process and freed up significant administrative overhead each week.

React Flask AWS EC2
Walkthrough on request
Source Solo build · 2023
Outcome

80% less manual entry · days → minutes

Sales Analytics Automation

Python automation that aggregates sales data from multiple sources, applies an LLM to parse and extract metrics from raw invoices, and auto-generates structured reports — cutting the reporting cycle from days to minutes.

Pandas Tkinter OpenAI
GitHub
Live AJiLe Studios · 2025
Outcome

Replaced manual booking workflow end-to-end

Skylab Fitness Web App

Skylab Fitness was managing all bookings manually. Built a full-stack web app that lets clients book classes and track credit balances, while staff handle scheduling and payments through a dedicated admin interface.

Next.js React Tailwind Convex Clerk
Open
Internal · NDA Internal tool · 2025
Outcome

Weekly competitive intel to senior management

Market Intelligence Map

Built automated scrapers to monitor Australian planning applications for upcoming data center projects, giving NextDC early visibility on competitor activity. Scrapers run weekly and surface new sites through a live web interface.

Python Selenium JavaScript AWS EC2
Walkthrough on request
Live AJiLe Studios · 2025
Outcome

Launching in Malaysia · in development

Ruma Property Investment Tool

In-house SaaS for property investors to model rental yields and capital growth, compare scenarios side by side, and get fees auto-calculated. Replaces spreadsheet guesswork with a structured, data-driven workflow.

React Convex Clerk Tailwind
Open
03 / 05

Stack & capabilities

JD-matchable

Grouped by domain. Highlighted = primary day-to-day.

01
Data & Analytics
Python Pandas NumPy PostgreSQL MongoDB Apache Druid Excel Power Query Tableau
02
Web & App
React Next.js TypeScript Tailwind Convex Clerk
03
AI / LLM
OpenAI SDK Claude API Multi-agent pipelines Ollama Gemini
04
Infra & Tooling
AWS (EC2) Docker Vercel GitHub Selenium BeautifulSoup Flask
04 / 05

Education

Master of Science

Jan 2023 — Jun 2024

Financial Analytics

Oregon State University

Bachelor of Science

Mar 2019 — Dec 2022

Business Information Systems

Oregon State University

05 / 05

Hiring? Three ways to start a conversation.

Let's talk.

Email
adriantay21@gmail.com
LinkedIn
in/adriantay21
GitHub
github.com/adriantay21