01
Analytics first
Team, player, goalie, game, and matchup data are brought together in one place for easier comparison and deeper hockey context.
About PlayerWON
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 coverage.
We combine publicly available NHL data, custom processing, sportsbook odds, and machine-learning models to create predictions, tools, and statistics that are easier to explore and easier to trust.
02
Model-driven
Predictions are generated from structured NHL and market data using machine-learning models rather than opinion or hype.
03
Transparent
We aim to clearly show where the data comes from, how tools work, and how model performance is tracked over time.
Why it exists
Built to make advanced NHL analytics easier to use
PlayerWON is designed for people who believe sports outcomes can be better understood through data, without making the experience feel overly technical.
Our mission
Make advanced hockey analytics more accessible, more practical, and more useful for everyday fans.
Starting with the NHL
PlayerWON launched with an NHL focus, using league data and custom pipelines to support schedules, predictions, statistics, and user picks.
Built for continuous improvement
The site changes as new ideas, better models, new data, and user feedback reveal where the platform can improve.
Long-term vision
Hockey is the starting point. Future sports may be added with their own custom pipelines, models, and sport-specific metrics.
What PlayerWON includes
One platform for predictions, data, and user picks
Predictions and matchups
- Daily NHL game predictions
- Matchup pages and win probabilities
- Model-performance tracking
Statistics and data
- Player, goalie, and team statistics
- Standings, schedules, and game logs
- Downloadable NHL datasets
Odds and market tools
- Fair odds and implied probability
- Best-price comparisons
- Edge and expected-value tools
User features
- Saved NHL picks
- Pick history and results
- Community leaderboard
How we build
Three principles guide the platform
Transparency
Users should be able to understand what powers the platform, where the data comes from, and how results are measured.
Repeatability
Workflows are driven by code, data pipelines, and structured processes rather than one-off opinions or manual guesswork.
Evolution
PlayerWON improves through model results, site usage, new features, and direct feedback from users.
What’s next
- Expanded model-versus-market views
- More historical odds tools
- Richer matchup and team dashboards
- More interactive leaderboard features
Built with modern tools
PlayerWON uses modern development workflows, including AI-assisted tools such as ChatGPT and GitHub Copilot, to speed up iteration and support a lean build process.
Independent platform
PlayerWON is not affiliated with, endorsed by, or officially connected to the NHL, any NHL team, league, or sportsbook.