Calgary, AB · Deloitte Tech & Transformation

Architecting Enterprise Workflows & Mission-Critical AI Systems.

Business Analyst in Technology & Transformation at Deloitte Canada and full-stack software developer passionate about automated data pipelines, multimodal computer vision, and building impactful digital platforms.

Pipeline Automation
90%
Manual Overhead Reduction

Automated scraping engine monitoring 9 Calgary builders with Mapbox geocoding, Supabase DB & Gemini AI enrichment.

Retrieval Microservice
~8,000
Enterprise SOPs & Legal Docs

Customized PrivateGPT hybrid semantic & keyword RAG engine with ~2s response time and ~90% retrieval accuracy.

Civic & Academic Honor
Valedictorian
SAIT Class of 2025 (4.0 GPA)

Star of Alberta Volunteerism Award from Government of Alberta, and Community Volunteerism Award from Member of Parliament Greg McLean, Calgary.

01 / Strategic Pillars

Enterprise Architecture & Advisory Disciplines.

Delivering structural resilience at the convergence of automated data intelligence pipelines, modern enterprise systems, and production generative AI microservices.

Data Engineering & Spatial Pipelines
01

Automated Data Pipelines & Systems Architecture

Engineered for high-throughput extraction, Mapbox spatial normalization, and zero manual overhead.

Multi-Builder Scraping & Extraction Pipelines (newhomeincalgary.ca Capstone)
Mapbox Spatial Geocoding & Calgary Quadrant Mapping (NE, NW, SE, SW)
Automated Cloud DB Synchronization via Dual GitHub Actions Cron (7 AM / 8 AM)
Automated Stale Property Deletion & Delta Inventory Filtering
Executive Business ROI

Consolidates 9 fragmented Calgary builder portals into a unified data schema, automates daily ingestion with >95% pipeline reliability, and monitors operations via real-time Slack webhooks.

Target Metric:9 Calgary Builders · >95% Success Rate
Python 3.11Supabase / PostgreSQLMapbox APIGitHub ActionsSlack WebhooksBeautifulSoup
Multimodal Vision & Intelligent Retrieval
02

Applied Generative AI & Enterprise RAG

Combining multimodal vision models and private retrieval architectures to power intelligent operations.

Multimodal Computer Vision Quotation Engines (Moovez Vision Agent & Gemini 2.5 Flash)
Single-Call Batch Media Ingestion via Google Files API (Images, Videos & Apple HEIC)
Domain Logistics Optimization (Additive Elevator Physics & 82% Volume Safety Buffer)
Enterprise RAG Knowledge Microservices with Hybrid Semantic & BM25 Search (PrivateGPT)
Executive Business ROI

Transforms unstructured customer media and dense enterprise documentation into real-time, mathematically grounded decision intelligence with zero manual triage.

Target Metric:2–3s Vision Latency · 80+ Item Classes
Gemini 2.5 FlashGoogle Files APIPrivateGPT / RAGpgvector EmbeddingsDomain Logistics EngineStatistical QA Testing
Deloitte Advisory & Platform Architecture
03

Enterprise Systems & Technology Transformation

Bridging Big Four advisory rigor with modern platform architecture, workflow automation, and ITIL governance.

Enterprise ServiceNow Platform Implementations & Digital Service Workflows (Deloitte)
ITIL-Aligned Service Operations, Incident Governance & Change Management
Enterprise AI Microservice Architecture (Microsoft Copilot Studio & Azure)
Functional Requirements Decomposition & Technical Advisory Delivery
Executive Business ROI

De-risks complex enterprise software modernizations, aligns executive business strategy with scalable technical delivery, and establishes audit-ready ITIL service operations.

Target Metric:Deloitte Tech & Transformation · ITIL Aligned
ServiceNowITIL FrameworksMicrosoft Copilot StudioAzure Cloud ServicesEnterprise ArchitectureTech + Functional Advisory
02 / Technical Depth

Interactive Architecture Workbench.

Explore hands-on, node-based system schematics. Click any stage to inspect latency targets, prompt safeguards, and enterprise governance controls.

Moovez: Multimodal Vision & Logistics Quotation Engine
STAGE 03Physics Engine

Domain Logistics Physics

Additive Elevator & Load/Unload Ratios

SLA / Latency
< 45ms
Governance
Strict Enforcement
Core Responsibilities
  • Calculates baseline physical volume (cu ft) and payload weight (lbs) from catalog items.
  • Applies additive per-trip elevator physics (fixed ride/door-wait cycles, 1.5x crew parallelism cap).
  • Computes weighted loading/unloading rates: boxes (0.90x), artwork (0.80x), appliances (0.55x), disassembly (0.50x).
Security & Compliance Safeguards

Deterministic Mathematical Calibration, Zero Model Hallucination in Pricing

Executive Business Value

Replaces flawed percentage multipliers with ground-truth elevator trips, eliminating up to 68% job inflation.

Component Technologies
calculator.pymoving_items_logistics_v2.jsonPython NumPy
03 / Enterprise Engagements

Executive Case Studies.

Engineered through the consulting STAR methodology. Select an engagement below to inspect the complete system architecture, operational challenge, and ROI breakdown.

012024
Enterprise Franchising & Legal Operations

Franquicia Boost

Real-Time Hybrid Semantic & Keyword Retrieval Across 8,000+ Enterprise SOPs & Legal Manuals

Role:AI RAG Developer
Verified ImpactSTAR Metrics
Query Resolution TimeDown from 45 mins manual search
~2s
Knowledge CorpusEnterprise SOPs & Legal Agreements
8,000+
Retrieval AccuracyVerified citation anchors & clause provenance
~90%
PrivateGPTHybrid RAG (BM25 + Semantic)Vector EmbeddingsPython / FastAPI+2
Read STAR Deep Dive
02Jan 2025 — Mar 2026
On-Demand Moving & Urban Logistics Tech

Moovez

Automated Relocation Estimations via Gemini 2.5 Flash, 80+ Item Classifications, Additive Elevator Physics & Streamlit Quotetron

Role:Software Developer Intern
Verified ImpactSTAR Metrics
Catalog DetectionAcross 24+ distinct household categories
80+ Items
Processing LatencyPer image via single-call Google Files API batch
2–3s
Volume Safety BufferPrevents under-sizing vehicles for irregular freight
82%
Gemini 2.5 FlashGoogle Files APIStreamlit CloudPython 3.11+4
Read STAR Deep Dive
03Jan 2025 — Aug 2025
PropTech, Real Estate Data Engineering & AI

New Homes Calgary

Automated Multi-Builder Pipeline, Mapbox Geocoding, Gemini Vision Enrichment & AI Recommender Chatbot

Role:Lead Pipeline Architect & Full-Stack Developer
Verified ImpactSTAR Metrics
Active Calgary BuildersShane, Truman, Avi, Excel, Genesis, Daytona, etc.
9
Pipeline Success RateAutomated retry, backoff & user-agent rotation
>95%
Geocoding AccuracyMapbox forward geocoding & Calgary quadrants
>90%
Python 3.11Google Gemini Multimodal APIMapbox Geocoding APISupabase / PostgreSQL+4
Read STAR Deep Dive
04 / Professional Record

Career Trajectory & Milestones.

Chronological record spanning enterprise advisory at Deloitte, applied AI engineering, valedictorian academic distinction at SAIT, and provincial volunteerism honors.

APR 2026 — PRESENT
Current Role
Deloitte CanadaCalgary, AB

Business Analyst · Technology & Transformation

Enterprise Tech & Functional Advisory · ServiceNow & Intelligent Automation

Delivering tech and functional advisory within Deloitte's Technology & Transformation practice, supporting enterprise ServiceNow workflows and scalable AI microservices.

Key Deliverables & Enterprise Outcomes
Support cross-client ServiceNow enterprise platform implementations, workflow design, and digital service transformations.
Apply ITIL frameworks to structure enterprise service operations, incident management, and digital governance.
Evaluate and co-architect intelligent enterprise AI microservices using Microsoft Copilot Studio and Azure cloud services.
ServiceNow ImplementationTech + Functional AdvisoryITIL FrameworksMicrosoft Copilot StudioAzure Cloud ServicesEnterprise Systems
WINTER 2024 — FALL 2025
Valedictorian · 4.0 GPA
Southern Alberta Institute of Technology (SAIT)Calgary, AB

Software Development Diploma · Valedictorian

School for Advanced Digital Technology (SADT) · Perfect 4.0 GPA

Software Development Diploma graduate from SAIT's School for Advanced Digital Technology (SADT), recognized as Class Valedictorian with a 4.0 GPA.

Key Deliverables & Enterprise Outcomes
Graduated as Class Valedictorian with a perfect 4.0 cumulative GPA.
Delivered the 2025 Commencement Address highlighting community mentorship and authentic relationship building.
Engineered the multi-builder web scraper and Gemini AI enrichment pipeline for newhomeincalgary.ca as Capstone Architect.
Software EngineeringFull-Stack DevelopmentCloud ArchitectureDatabase SystemsAcademic Excellence
JAN 2025 — MAR 2026
Internship
Moovez CanadaCalgary, AB

Software Developer Intern

Moovez Vision Agent · Gemini 2.5 Flash, Files API & Streamlit Quotetron

Engineered the production Moovez Vision Agent, an AI-powered computer vision and domain logistics quotation engine deployed on Streamlit Cloud.

Key Deliverables & Enterprise Outcomes
Architected multimodal computer vision pipeline analyzing 80+ furniture items across 24+ categories using Gemini 2.5 Flash and Google Files API.
Overhauled moving logistics calculation engine: calibrated 82% vehicle volume buffer, additive elevator physics, and explicit load/unload category splits.
Constructed interactive Streamlit Quotetron UI featuring dynamic crew override sliders (2–6 movers) and automated statistical QA testing.
Gemini 2.5 FlashGoogle Files APIStreamlit CloudComputer VisionLogistics OptimizationPython (Modular OOP)Statistical QA
MAR 2025 — MAR 2026
Part-Time & Full-Time
Southern Alberta Institute of Technology (SAIT)Calgary, AB

Office Assistant & Student Services Representative

SAIT International Centre & Office of the Registrar

Delivered front-line student advisory, admissions guidance, and institutional records coordination across the SAIT International Centre and Office of the Registrar.

Key Deliverables & Enterprise Outcomes
Triaged and resolved multi-channel student inquiries and admissions ticketing queues across the Office of the Registrar and International Centre.
Assisted incoming international students with campus onboarding, orientation protocols, and cultural transition support.
Maintained institutional student documentation integrity and compliance within SAIT record systems.
Student Services & AdvisoryRegistrar OperationsInstitutional Records SystemsInternational Student OnboardingCross-Cultural CommunicationEvent & Trip Coordination
MAY 2024 — PRESENT
Volunteer Leadership
Tech Connect Alberta (AMG Foundation)Calgary, AB

IT Analyst & Ambassador (Volunteer)

Internal IT Systems Administration & Community Mentorship

Directing internal IT systems, identity directory services, cloud infrastructure, and community tech workshops for Alberta non-profit digital equity initiatives.

Key Deliverables & Enterprise Outcomes
Manage internal IT systems, user account provisioning, and identity directory services.
Oversee website deployments and cloud infrastructure supporting non-profit operations.
Represent the organization as community ambassador, organizing tech workshops and mentoring emerging talent.
IT Systems AdministrationCloud DeploymentsIdentity ManagementCommunity Volunteerism
2025 — PRESENT
Provincial & Federal Honors
Government of Alberta & Parliament of CanadaCalgary, AB

Civic & Community Recognition

Star of Alberta & MP Community Volunteerism Awards

Conferred top provincial and federal honors in recognition of extensive community volunteerism and leadership in regional digital equity and education.

Key Deliverables & Enterprise Outcomes
Conferred the Star of Alberta Volunteerism Award by the Government of Alberta.
Received the Community Volunteerism Award from Member of Parliament Greg McLean, Calgary.
Commended for non-profit tech leadership and dedicated provincial community service.
Community VolunteerismCivic LeadershipPublic RecognitionCommunity Engagement
05 / Let's Connect

Let's Connect & Talk Tech.

I'm a Business Analyst at Deloitte Canada and an enthusiastic full-stack builder. I'm always open to meeting new people, sharing learnings, and discussing data pipelines, AI models, or tech journeys.

Informal Coffee Chats: Chat about computer vision architectures, scraping pipelines, Next.js, or cloud tooling.
Career & Learning Journeys: Connect with fellow students, developers, or early-career professionals in tech and consulting.
Community & Volunteering: Exchange ideas on regional digital inclusion, mentorship, or tech workshops across Alberta.
Direct Channels
Calgary, AB · Mountain Time (MT)

Drop me an email anytime — I usually reply within 24–48 hours!

Official Appointment Schedule
Google Calendar

Connect | Coffee Chat

Pick an available opening directly on my live Google Calendar for an informal ~30-minute coffee chat — virtually via Google Meet or in-person in Calgary.

Duration
~30 Mins
Format
Google Meet / In-Person
Location
Calgary, AB (MT)
Book Coffee Chat on Google Calendar

Opens calendar.app.google in a new tab • No Google account required • Free