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Maple Leafs May Be Missing One Important Voice in the Room

There’s this ongoing debate in hockey that kind of misses the point sometimes. It gets framed as “analytics vs old school,” like it’s two sides fighting for control of the game. But that’s not really how it works anymore. The best teams don’t pick one or the other. They blend both.

Analytics aren’t meant to replace hockey sense or scouting—they’re just another lens. Another way of seeing what’s actually happening on the ice, instead of relying only on gut feel or tradition (from ‘The outside-the-box role every NHL team — Canucks included — should have, but don’t,’ Vancouver Sun – May 28, 2026).

How Would Analytics Help the Maple Leafs Play Better Hockey?

That’s where things get interesting for a team like the Toronto Maple Leafs. Because they’re at a stage where they don’t just need better players or better luck—they need better questions. The kinds of questions that arise from looking at the entire organization from the outside in.

There’s been talk recently, including from people like Mike Gillis, about how a modern front office might benefit from an “outside” thinker. Someone not tied to hockey tradition. Someone whose job is basically to study the league, find weaknesses, and turn that into actionable decisions.

Vancouver Canucks General Manager Mike Gillis
VANCOUVER, CANADA – JANUARY 19: Vancouver Canucks General Manager Mike Gillis stands in front of the bench during their season-opening NHL game against the Anaheim Ducks at Rogers Arena January 19, 2013 in Vancouver, British Columbia, Canada. (Photo by Jeff Vinnick/NHLI via Getty Images)

That idea sounds abstract, but it actually translates into very practical insights. Let’s take a look at three ways using analytics could help the Maple Leafs prepare for their season.

Analytics Could Help Build a Map of Other Teams’ Weaknesses

The first thing an analytics department could really do for the Maple Leafs is simple: build a full league-wide “weakness map.” Not just stats like Corsi or expected goals, but deeper patterns. Which teams collapse under forecheck pressure? Which defences struggle against speed through the neutral zone? Which goalies struggle with traffic vs clean looks?

The point isn’t to overcomplicate things—it’s to identify repeatable advantages. Then the Maple Leafs can target players, line matchups, and even trade opportunities that specifically exploit those weaknesses. That’s not theory. That’s preparation turning into edge.

Analytics Can Help the Maple Leafs Understand the Kind of Team They Are

The second thing is internal truth-telling. This is where it gets uncomfortable in a good way. An analytics group should be able to look at the Maple Leafs roster and basically say, “Here’s what you actually are, not what we think you are.” Who drives play in tough minutes? Who looks good in sheltered usage but struggles when competition ramps up? Who actually impacts winning versus who just looks like they do on highlight reels?

Every team says they know this, but very few actually build decision-making around it. That’s where mistakes get repeated year after year. Take a player like Matias Maccelli. When he’s playing his best, under what circumstances is that happening?

Analytics Helps Teams Figure Out How Decisions Impact Play

The third thing is probably the most important: decision simulation. Before the Maple Leafs sign, trade, or promote anyone, analytics should be running “what happens next” scenarios. Not just cap math, but roster ripple effects.

If you move a defensive defenceman out, what does your zone exit rate look like over 82 games? If you add a scoring winger, does it actually increase chances against top competition or just inflate production in soft minutes? This is where analytics stops being background noise and becomes part of actual roster construction. If the Maple Leafs had applied this kind of analysis earlier with players like Fraser Minten, Bobby McMann, or Scott Laughton, would those decisions have looked different?

Good Hockey Minds and Analytics Work in Concert to Build Strong Teams

The key point here is that none of it replaces hockey people. It just sharpens them. A good scout still matters. A good coach still matters. But now they’re making decisions with better information layered underneath it.

For a team like the Maple Leafs, that matters more than ever. Because they’re not trying to figure out if they can compete—they’re trying to figure out why they haven’t fully broken through yet. That’s exactly the kind of problem an honest analytics department, plugged into real decision-making, is built to solve.

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The Old Prof

The Old Prof

The Old Prof (Jim Parsons, Sr.) taught for more than 40 years in the Faculty of Education at the University of Alberta. He's a Canadian boy, who has two degrees from the University of Kentucky and a doctorate from the University of Texas. He is now retired on Vancouver Island, where he lives with his family. His hobbies include playing with his hockey cards and simply being a sports fan - hockey, the Toronto Raptors, and CFL football (thinks Ricky Ray personifies how a professional athlete should act).

If you wonder why he doesn’t use his real name, it’s because his son – who’s also Jim Parsons – wrote for The Hockey Writers first and asked Jim Sr. to use another name so readers wouldn’t confuse their work.

Because Jim Sr. had worked in China, he adopted the Mandarin word for teacher (老師). The first character lǎo (老) means “old,” and the second character shī (師) means “teacher.” The literal translation of lǎoshī is “old teacher.” That became his pen name. Today, other than writing for The Hockey Writers, he teaches graduate students research design at several Canadian universities.

He looks forward to sharing his insights about the Toronto Maple Leafs and about how sports engages life more fully. His Twitter address is https://twitter.com/TheOldProf

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