Portfolio

Selected data strategy, revenue analytics, cloud platforms, BI dashboards, and predictive modeling projects delivering measurable business impact.

Multi-Tenant GCP Data Platform & FinTech Automation

2021 – Present · Senior Data & Intelligence Engineer @ Ambient Systems
↑ 24% ROI
  • Architected multi-tenant ETL pipelines on GCP using Python, SQL, and PostgreSQL for automated FinTech workflows.
  • Designed and productionized AI-driven predictive models resulting in WIPO-patented intelligent decision engines.
  • Engineered secure, GDPR/PDPA-compliant integration layers enabling real-time cross-functional analytics.
Stack: GCP · Python · SQL · PostgreSQL · ETL · REST APIs

Geospatial AI & CNN Image Classification Pipeline

2023–2024 · Professor & Principal Investigator @ Centennial College
  • Led industry-partnered R&D building automated data pipelines and CNN models for satellite/drone imagery analysis.
  • Delivered production-ready geospatial insights supporting sustainable resource management.
  • Bridged technical execution with executive strategy for digital transformation initiatives.
Stack: Python · CNNs · Computer Vision · Geospatial Analytics

$25M Deep-Tech Portfolio Data Architecture

2018–2019 · Technology Project Manager @ Rotman School of Management
  • Optimized Salesforce and web data flows across 2,000+ organizations, improving reporting accuracy and operational efficiency.
  • Established governance and compliance frameworks for data platforms in highly regulated academic environments.
Stack: Salesforce · SQL · Data Governance · Portfolio Analytics

Predictive OpEx Analytics & Infrastructure Optimization

2013–2014 · Analyst @ Deloitte
↓ 12% Operational Overhead
  • Delivered 19 Fortune 500 engagements in Energy and Finance using Big Data models for process optimization.
  • Identified infrastructure inefficiencies resulting in 12% reduction in operational overhead.
Stack: Big Data · Predictive Modeling · Energy & Finance Analytics

Technical Resources & Repositories

Public repositories supporting professional data strategy and analytics work (code, research indexes, and reference materials).

Ambient Systems DSA

Data Structures & Algorithms
  • Curated Python and JavaScript implementations for data engineering and analytics use cases.

Statistics Reference

Statistical Theory & Quick Reference
  • Searchable indexes and study materials from core statistics textbooks.

Coding Archive

Python, SQL & Data Utilities
  • Reusable snippets, exercises, and components for data analytics and automation.

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