Product Lead @ PopIn

Product leader who builds with data.

I take products from user research to shipped software — MVP validation, data pipelines, statistical analysis, and the architecture decisions in between.

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Selected work

01 — 02

Children playing on a lakeside playground in Ontario

Product Live

Ontario Playground Finder

A community-built map of Ontario playgrounds — filter by age group, equipment, surface and amenities before you leave the house.

ArcGIS Survey123 Python SQLite +2

Odds ratio chart showing later funding rounds associated with higher acquisition rates

Data & Analytics

Startup Success Prediction: What Actually Drives an Acquisition

A statistical study of 923 US startups testing common founder assumptions against real outcomes — what actually predicts getting acquired instead of shutting down.

Statistics Hypothesis Testing Regression

All projects

How I work

Research & product thinking

Personas, interviews, and problem framing before pixels or code.

Data & analysis

From messy scraped CSVs to statistically defensible findings.

Build & ship

MVPs on the fastest stack, production rebuilds when they earn it.

Experience

2025 — now

Product Lead

PopIn

Schema, data collection, dashboards, workflows.
2024 — 2025

Big Data Analytics (Post-Grad)

Georgian College
2021 — 2024

Business Development

COSA Group

Product Management, Business Development, Startups
2018 — 2020

Entrepreneur & Founder

KomraVision

Pitching, Data Training, Business, Story Telling, Startups
2017 — 2018

MBA

Indiana University of Pennsylvania

Full resume

Skills

Product

Roadmapping User Research Workflows MVP Validation

Data

Python SQL Statistics Tableau Power BI

AI & Automation

ML Models NLP Web Scraping Forecasting

Research

Hypothesis Testing EDA Data Storytelling

Let's talk.

Open to product, data, and AI automation conversations.

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