Where hockey, data, and machine learning come together
playerWON is an independent NHL analytics and prediction platform built for fans, bettors, and data-minded users who want more than surface-level hockey coverage.
We combine publicly available data, custom processing, and machine learning models to create predictions, tools, and stats pages that are easier to explore and easier to trust.
Analytics first
Team stats, player stats, goalie stats, matchup pages, and deeper hockey context in one place.
Model-driven
Predictions are powered by machine learning models built from structured NHL and odds-related data.
Transparent
We aim to clearly show where data comes from, how tools work, and how results are tracked.
🎯 Our Mission
playerWON is built for people who believe sports outcomes can be better understood through data. Our goal is to make advanced analytics more accessible, more practical, and more useful without making the experience feel overly technical.
🏒 Starting with the NHL
playerWON launched with a focus on the NHL, using publicly available league data and our own processing pipelines.
- Daily schedule and stats updates
- Predictions and matchup insights
- Player, team, and goalie data tools
- User pick tracking and comparison features
🚀 Actively Evolving
playerWON is not a static site. It is actively maintained and improved as new ideas, data, and user needs emerge.
- New stats pages and filters
- Improved model performance tracking
- Expanded betting-related tools
- Ongoing UI and mobile improvements
🥋 Expanding Beyond Hockey
While the current focus is NHL, the long-term vision is broader. Future sports such as MMA may be added with their own custom pipelines, models, and metrics designed specifically for how those sports work.
🔍 How we build
Transparency
We want users to understand what powers the platform, where the data comes from, and how the tools are being used.
Repeatability
Our workflows are driven by code, data pipelines, and structured processes rather than gut feel or one-off opinions.
Evolution
We improve continuously based on model results, site usage, new features, and what users actually find helpful.
🚀 What’s next
We’re continuing to build out playerWON with more features, better tools, and deeper analysis.
- Expanded model-vs-market views
- More historical odds tools
- Richer matchup and team dashboards
- More interactive user and leaderboard features
⚙️ Built with help from AI
playerWON is built using modern development tools, including AI-assisted workflows.
Tools such as ChatGPT, GitHub Copilot, and other AI systems help speed up development, improve iteration, and support a lean build process. Just as we use data to better understand sports, we also use AI to improve how we build the platform itself.
📌 Independent project
playerWON is an independent project and is not affiliated with, endorsed by, or officially connected to the NHL, any NHL team, league, or sportsbook.
Explore more
Learn more about how playerWON works, where the data comes from, and how the platform is evolving.