Product & Delivery — Toronto, ON

I ship technology people actually adopt.

MMAI candidate at the Schulich School of Business with three years of experience driving end-to-end data migrations, analytics dashboards, and training programs. I build with a user-first philosophy: a successful deployment isn't defined by flipping a switch, but by the tangible, positive impact it has on the teams adopting it.

Selected work Get in touch

3+Years

Delivering tech projects

Scoping to close, across migrations, analytics and training programs.

60+Users

Served through migrations and support

A national non-profit's whole workforce, supported end to end.

0Downtime

Or disruption on major cutovers

Cloud phones and file migrations that went live without a single hour lost.

3Cohorts

Trained in applied AI

MBA, MBAN and MMAI students, most of them non-technical.

Different users, same job: find where the work actually breaks for them, then ship the smallest thing that fixes it.

Selected work

Each one started with a group that was stuck. The stack is listed last, on purpose.

MIRROR SHADOW

Solo · Live product

The Wealth Path: 2045

A financial-literacy simulator. Set a goal, timeline, salary and risk style, then play year by year from age 22 to 45 through life decisions, market shocks and wildcards. A mirror-vs-shadow view replays the choice you didn't make.

Built for
Young adults in Canada and the US making their first serious money decisions — and the educators trying to teach them.
What changes for them
Twenty years of compounding, debt and market risk become something you can feel in ten minutes, with plain-English coaching on every choice.
  • Product design
  • JavaScript
  • Simulation logic
  • Vercel
Live product
HOME FEATURES SALE PRICE

Team of four · Data science

Ames housing price model

A regression study on roughly 2,900 Iowa home sales described by 80 features. We cleaned missing values, engineered size and quality features, then compared linear, regularised and tree-based models on cross-validated error.

Built for
Buyers, agents and appraisers who need a price they can defend rather than a gut feel.
What changes for them
The model names which features move the price and by how much, so a valuation becomes a conversation about evidence instead of opinion.
  • Python
  • pandas
  • scikit-learn
  • Jupyter
Case study
E T POSTGRES EXTRACT · TRANSFORM

Team of four · Data engineering

Weather API ingestion pipeline

A daily ETL pipeline that pulls current weather for 15 Canadian postal codes from OpenWeather, flattens the nested JSON response, and loads it into PostgreSQL with a composite primary key so reruns can't create duplicates. Built with three MMAI teammates.

Built for
Anyone who needs a running weather history instead of a single snapshot — a table a dashboard or forecast model can query without re-pulling the API.
What changes for them
A cron job does the pulling; the table just grows, one clean row per location per day, with no manual dedup.
  • Python
  • SQLAlchemy
  • PostgreSQL
  • OpenWeather API
Case study

How I work

Adoption is the deliverable

The same four moves, whether it's a phone system for sixty people or a workshop for a room of MBAs.

01 — Find

Go where it breaks

Assess the systems, then sit with the people using them. At CCIB that produced a prioritised remediation roadmap leadership actually adopted.

02 — Cut

Shrink the scope

Six workshop topics became three after faculty review, because completion matters more than coverage. Saying no is most of the job.

03 — Ship

Plan the cutover

Requirements from every stakeholder group, UAT coordinated, rollback ready. A 60-user VoIP migration went live with zero downtime.

04 — Measure

Watch real usage

Microsoft 365 usage data in Power BI showed where adoption stalled, which set the agenda for the training that followed.

Capabilities

Product judgement, backed by build

Enough depth to build it myself, which mostly means I can tell when an estimate is wrong.

01

Project management & delivery

  • Project delivery
  • Stakeholder management
  • Agile / Scrum
  • SDLC
  • Requirements gathering
  • UAT / QA coordination
  • Change management

02

IT & systems

  • Systems analysis
  • Microsoft Azure
  • Cloud migration
  • Cybersecurity
  • Incident response
  • Financial-services technology

03

Data & analytics

  • Python
  • SQL
  • ETL pipelines
  • Data engineering
  • Power BI
  • Business intelligence
  • AI & ML fundamentals
  • Prompt engineering

04

Tools

  • Microsoft 365
  • Azure
  • SharePoint
  • MS Project & Planner
  • Power BI
  • GitHub
  • Copilot

Experience

Who I've served, and what shifted

2026 — Present

VP, Learning

Schulich AI & Analytics Society

Users — MBA, MBAN and MMAI students, most of them non-technical

  • Design and deliver an applied AI training program across the MBA, MBAN and MMAI cohorts, producing the session materials and knowledge-translation content that make technical concepts usable.
  • Manage program scope and schedule, restructuring a six-topic curriculum into three teachable skills per session after faculty advisor review to improve retention and completion.
  • Established the learning strategy for a paid membership: applied sessions, supporting research reports, and a LinkedIn series extending each workshop's reach.

2026 — Present

Data Lead

Ascend at York

Users — the chapter's executive team

  • Own the chapter membership tracker as the single source of truth, maintaining dashboards, metrics and reporting quality.
  • Track member, event, attendance and launch-readiness metrics, preparing reporting that informs Co-President and VP decisions.
  • Support semester and year-end reporting to Ascend Canada, the national organization.

Mar 2024 — Present

IT & Operations Associate

Canadian Council for Indigenous Business

Users — 60+ staff across a national non-profit

  • Assessed systems and workflows org-wide, developing a prioritized roadmap and business case that leadership approved and adopted.
  • Managed a cloud migration end to end for 60+ users — scoping, planning, stakeholder coordination, implementation and close — delivered with zero downtime.
  • Developed data handling policies, procedures and governance documentation, aligning practices to privacy, security and compliance requirements.
  • Led migration of 1+ TB from on-premises servers to SharePoint with zero operational disruption, data integrity and security compliance intact.
  • Built metrics and Power BI reporting on adoption across departments, and turned the findings into a training program the organization implemented.
  • Led risk and issue management for a security incident: assessed impact, coordinated remediation with stakeholders, and documented outcomes for leadership.

Jul 2023 — Feb 2024

IT & Operations Coordinator

Canadian Council for Indigenous Business

Users — every employee with a laptop and a deadline

  • Primary technical support contact for 60+ users, resolving hardware, software and network issues across Microsoft 365.
  • Automated a manual intake process with a triggered workflow in SharePoint Lists and Microsoft Forms, replacing ad-hoc email requests and reaching a 99% user satisfaction rate.
  • Built an internal knowledge base of recurring issues and fixes, cutting repeat tickets by 40%+.
  • Analyzed ticket data to find recurring failure patterns, then designed and deployed a redesigned intake process around them.

May — Sep 2022

Research Coordinator Intern

Canadian Council for Indigenous Business

Users — the research team running national outreach

  • Analyzed and benchmarked data storage and warehousing platforms against system requirements, comparing retrieval performance to support a recommendation to management.
  • Cleaned, maintained and documented a 20,000+ record contact database, applying data quality controls in Excel and SQL to prepare records for analysis.

Education

MMAI, expected 2027

Schulich School of Business, York University

  • AI fundamentals, project management, data science, database fundamentals. Schulich Entrance Award of Merit, 2026.
  • BCom, IT Auditing and Assurance, York University, 2023 — data structures, systems analysis and design, business process management.

Awards

  • 2026Schulich Entrance Award of Merit
    Schulich School of Business
  • 2019 & 2020York University International Award of Merit
    Awarded twice

Certifications

  • 2026Google AI Essentials
  • 2024IBM SQL for Data Science
  • 2024IBM Python Basics for Data Science

Contact

Let's talk about your users.

I'm looking for product management and delivery roles, including rotational programs. Happy to walk through any of this work, or hear what your team is trying to ship.

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