Timeline

Summer, 2025

Role

Product Manager

Team

2x Engineers, 2x Data Analysts

Tags

ML, User Data, Revenue Optimization, Game Economy

ML driven store optimization

about

Previously, a random assortment of character skins were highlighted within the featured store tab that players could purchase. This had three major concerns:

a.) manually selecting and uploading which character skins to highlight was widely inefficient; b.) users had to deal with content that didn't resonate with them; and c.) there was a huge opportunity cost in lost revenue and conversion with the absence of user-specific content.

As the lead product manager, I led the development and testing of an ML model that provides everyone with a unique, 1-of-1 shopping experience.

I love building things. But even more, I love building them with others. Let’s connect!

Based in Vancouver, Canada

Open to relocate

Last Updated: 2025 Summer

I love building things. But even more, I love building them with others. Let’s connect!

Based in Vancouver, Canada

Open to relocate

Last Updated: 2025 Summer

I love building things. But even more, I love building them with others. Let’s connect!

Based in Vancouver, Canada

Open to relocate

Last Updated: 2025 Summer