How Hockey Analytics Is Changing Player Development (with Meghan Chayka)

π How Hockey Analytics Is Changing the Game—for Girls Everywhere
π¨ What if the key to unlocking your full potential in hockey wasn’t just more ice time—but better information?
In this episode of Our Girls Play Hockey, Meghan Chayka—co-founder of Stathletes and a pioneer in hockey analytics—pulls back the curtain on how data is reshaping the sport at every level.
From the NHL to youth hockey, one thing is clear: the game is evolving—and players who understand it have a real advantage.
π The Shift: From “Eye Test” to Evidence
For decades, hockey decisions were driven by instinct—the “eye test.” But today, analytics adds a new layer of clarity.
At its core, hockey analytics answers questions like:
Where are the best scoring chances coming from?
Which players truly drive play?
What habits lead to winning hockey?
One key concept Meghan highlights is expected goals—a measure of how likely a shot is to score based on factors like location and movement.
π Translation for players:
Not all shots are equal. The closer, quicker, and more deceptive the play… the better your chances.
π What the Best Players Do Differently
So what actually separates elite players?
According to Meghan, the data consistently points to five key traits:
Shot Quality – Creating dangerous chances, not just taking shots
Vision & Passing – Seeing plays others don’t
Skating – Speed, agility, and puck transport
Deception – Keeping defenders guessing
Handling Pressure – Performing in tight, physical spaces
These aren’t just pro-level skills—they’re development priorities.
π§ Development Over Winning (Especially for Young Players)
One of the most important messages in this episode?
π Youth hockey should prioritize development—not systems or short-term wins.
Instead of copying NHL strategies, young players should focus on:
Finding open ice
Improving skating mechanics
Making clean, effective passes
Understanding where goals come from
The goal isn’t to win today—it’s to become the player who can win later.
π The Reality of the Data Era
Here’s the truth: players today can’t hide.
With modern tracking technology:
Every shift is recorded
Every play is analyzed
Every strength and weakness is visible
But that’s not a bad thing—it’s an opportunity.
Players can now:
Identify exactly what to improve
Track their progress over time
Use data to advocate for themselves
Think of it as your hockey resume—backed by proof.
π©πΌ Breaking Barriers and Creating Opportunities
Meghan’s journey is also a powerful reminder that hockey careers don’t just happen on the ice.
She built a role that didn’t exist—and in doing so, opened doors for others.
Her advice for young women (and anyone pursuing hockey careers):
Build technical skills (coding, stats, analytics)
Stay curious and open to new paths
Don’t fear failure—learn from it
Lead with confidence and kindness
The future of hockey includes more voices, more perspectives, and more opportunities than ever before.
π₯ Final Takeaway
Analytics isn’t replacing the heart of hockey—it’s enhancing it.
The players who combine:
Skill
Awareness
Data-driven insight
…are the ones who will stand out in the next generation of the game.
π§ Want more insights like this?
Make sure you’re subscribed to Our Girls Play Hockey, and share this episode with a player, parent, or coach who’s ready to take their game to the next level.
Let’s keep growing the game—together.


