Toronto, Canada — Available for new work

Data clarity for teams that need better decisions — not bigger dashboards.

Specializing in FP&A, business finance, and data analytics.I bridge the gap between heavy datasets and clean, actionable business operations.

Response timeUsually within 24 hours

01 — Experience

Building the systems behind the work.

CMJSystem view

Candidate / employer / admin

Jun — Jul 2026

Systems Engineer

Canadian Mining Jobs (canadianminingjobs.ca)

Short-term contract

Contracted to engineer the data, automation, security, and deployment foundations of a multi-sided recruitment platform for Canada's mining industry.

  • Designed Firestore data models and role-based access controls across candidate, employer, and admin workflows, including profiles, applications, billing, and subscriptions.
  • Built Cloud Functions for Stripe and Brevo webhooks, account lifecycle automation, scheduled metric snapshots, and recurring operational workflows.
  • Implemented GitHub Actions deployment and preview environments, then configured the production custom domain and DNS routing.
  • Firebase
  • Cloud Functions
  • Firestore
  • Stripe
  • Brevo
  • GitHub Actions
LMOperations view

Order / operate / report

Oct 2025 — May 2026

Systems Developer & Business Analyst

Kids Catering (LunchMate)

Part-time contract

Built LunchMate, a calendar-first school lunch ordering system where parents manage student meals and checkout, while administrators run schools, menus, refunds, announcements, reporting, and staff permissions.

  • Replaced a rigid third-party solution with a custom ordering and administration platform, eliminating $5,000 in annual software fees while scaling to two schools and 20+ classrooms.
  • Reworked ordering, payment, and reporting workflows, automating intermediate steps and reducing administrative turnaround time by an estimated 35%.
  • Built reporting for attendance, kitchen summaries, and sales, plus secure backend services that have processed $20K+ in transactional revenue and hundreds of production food orders.
  • Firebase
  • Node / Express
  • Firestore
  • Stripe
  • Operations analytics
01Studio view

Web / brand / build

Jun 2025 — Present

Web Developer & Digital Designer

Independent Client Projects / Freelance Consulting

Independent consulting

Partnering with small businesses to turn unclear digital needs into usable websites, brand systems, and operational improvements.

  • Clarify business goals, content needs, brand direction, and delivery requirements before translating them into responsive, conversion-minded websites.
  • Create visual identity directions, logos, and client-facing design iterations alongside clear information architecture and accessible front-end experiences.
  • Manage feedback cycles, scope, revisions, and delivery timelines while keeping the work aligned with client goals and usability standards.
  • Web strategy
  • UI / UX
  • Brand systems
  • Front-end development

02 — Selected projects

Projects built to be measured.

01 2026 — Present

AML Transaction Monitoring Analysis

Data Quality & Monitoring Analysis

Analyzing synthetic financial transactions to assess fraud and AML labels, transaction patterns, account behaviour, and metadata-driven risk indicators.

Building the data-quality and monitoring foundation for explainable AML rules and alert evaluation.

  • PostgreSQL
  • Python
  • Power BI
  • Data Quality
  • AML Analytics
02 Analytics / Geospatial

Divvy Rideshare Weather Analysis

Data Analysis & Spatial Insights

Analyzed two years of rideshare and weather records to identify neighborhood-level demand sensitivity, communicated through map-first reporting.

Surfaced community patterns useful for operational planning.

  • PostgreSQL
  • SQL
  • QGIS
  • Power BI
  • scikit-learn
03 Machine Learning

Tri-Modal Facial Emotion Recognizer

Team Project · Multimodal Modeling

A three-signal emotion recognition system combining text, audio, and video features using sequence models and a BERT-GNN hybrid architecture.

Reached 68% test accuracy with clear technical documentation.

  • Bi-LSTM
  • RNN
  • BERT
  • GNN
04 Financial Modeling

VIX Modeling Using Machine Learning

Time-Series & Regression Modeling

Modeled the VIX across 1990–2023 using 46 volatility trackers, tuning OLS with Elastic Net regularization and LOOCV for high-dimensional robustness.

Produced stable predictive performance under noisy market conditions.

  • R
  • OLS Regression
  • Elastic Net
  • LOOCV

03 — Capabilities

A full toolkit, from query to interface.

Analytics

Turning scattered, raw data into clear reporting and forecasts teams can actually act on.

  • SQL
  • Python
  • R
  • Power BI
  • Tableau
  • Pandas
  • Excel
  • QGIS
  • ArcGIS

Machine Learning

Building models that hold up under noisy, real-world data — from feature design to evaluation.

  • Feature Engineering
  • Regression
  • Forecasting
  • Neural Networks
  • PyTorch

Product & UX

Designing interfaces and tools that feel obvious to use, so the insight reaches the people who need it.

  • Figma
  • Wireframing
  • Interaction Design
  • Accessibility

04 — Formal learning

Education & certifications.

  1. Graduated Jun 2025
    BSc, Applied Statistics & CCIT University of Toronto
  2. Dec 2025
    Learning QGIS LinkedIn Learning
  3. Nov 2024
    Data Analytics Professional Certificate Coursera — IBM
  4. Feb 2020
    CPA: Programming Essentials in C++ C++ Institute
  5. Sep 2019
    Introduction to IoT Cisco Networking Academy
  6. Jun 2019
    CCNA: Routing & Switching Cisco Networking Academy

05 — Get in touch

Let's talk about your next project.

Whether you're looking to partner on a contract, discuss a data problem, or just say hello — my inbox is open.

Available for new work — usually replies within a day

Start a conversation