Off the Ice

How to Watch Hockey

On this page
  1. Overview
  2. Part 1: The Core Instruction — Stop Watching the Puck
  3. Why your eyes are trained wrong
  4. The four exercises
  5. Making these stick
  6. Part 2: Seeing the Systems
  7. Which forecheck are they running? Count the forwards going deep.
  8. Which defensive-zone coverage do they play? Watch the winger.
  9. Are they trapping? Watch where they stand when they have nothing to do.
  10. What is their power-play formation? Count the players at the point.
  11. Part 3: What to Watch at Each Part of the Game
  12. Breakouts — watch the three supports, not the puck retriever
  13. Entries at the blue line — the most under-watched thirty feet in hockey
  14. Faceoff alignments — read them before the drop
  15. Line changes — the most common source of goals nobody notices
  16. The moments after a shot — where rebounds are decided
  17. Part 4: Live Versus Television
  18. Live is far better for structure
  19. Television is far better for detail
  20. The practical answer
  21. Part 5: Watching Your Own Team and Yourself
  22. Getting the footage
  23. The protocol for reviewing your own shifts
  24. The discipline of watching yourself away from the puck
  25. Watching your own team as a team
  26. Part 6: Learning by Watching a Position
  27. Watching a centre
  28. Watching a winger
  29. Watching a defenceman
  30. Watching a goaltender
  31. Part 7: Statistics Literacy
  32. The basic statistics
  33. Possession statistics: Corsi and Fenwick
  34. Expected goals (xG)
  35. Context statistics — why raw numbers mislead
  36. Goaltending: save percentage versus goals saved above expected
  37. PDO — the luck detector
  38. A checklist for reading any hockey statistic
  39. Part 8: Where to Find Good Analysis
  40. Part 9: A Practical Weekly Routine
  41. Common Mistakes
  42. Key Takeaways

Rule set: Written to NHL rules. Where IIHF, USA Hockey or typical rec-league rules differ in a way that changes how you play, it is flagged inline.

Overview

Watching hockey is the cheapest training you will ever do. It costs no ice time, no equipment and no gas in your legs, and it is the only way to see hundreds of solutions to problems you will face on Sunday night. But it only works if you watch differently from a spectator.

A spectator watches the puck. Everything that decides a hockey game happens away from it — the second forechecker choosing which escape route to seal, the weak-side winger deciding whether to cover the point or collapse, the defenceman's gap closing or not closing thirty feet before the puck arrives. If your eyes follow the puck, you will finish a three-hour broadcast having learned nothing you did not already know.

This document teaches you how to watch a game and actually see the structure. It is also the guide to hockey statistics here, because reading a box score badly is its own way of not seeing the game.


Part 1: The Core Instruction — Stop Watching the Puck

Why your eyes are trained wrong

Broadcast hockey is produced for entertainment, not for education. The main camera is a tight-ish follow shot that keeps the puck roughly centred, which means the frame contains the puck carrier, the nearest defender, and perhaps two other players. The other six are off screen. Directors cut to replays during the exact moments — the seconds after a whistle, the seconds after a shot — when the tactical information is richest.

None of that is a criticism of broadcasters. It is simply a statement that the broadcast is optimised to show you the puck, and the puck is the least informative object on the ice. The puck tells you what happened. The players away from it tell you why.

You cannot fix this by trying harder to concentrate. Puck-following is a reflex — the eye is drawn to the fastest-moving high-contrast object in the frame. You fix it by giving your eyes a different job.

The four exercises

Do these one at a time. Each is deliberately narrow. The point is not to enjoy the game; the point is to build a habit that later runs in the background while you do enjoy it.

Exercise 1 — Watch one player for a complete shift.

Pick a player. Watch only them from the moment their skate hits the ice to the moment they sit down. Do not look at the puck. The measured range for a shift is roughly 30 to 80 seconds (measured by Lignell et al. 2018, Brocherie et al. 2018 and Bracko et al. 1998; Vigh-Larsen and Mohr's 2024 physiology review collects the band rather than having measured it — see Conditioning and Recovery), with a well-managed one nearer 30 to 45, so this is a short exercise repeated many times.

What you are looking for:

  • What they do in the two seconds after their team loses the puck. This single moment separates good players from everyone else. Do they stop and watch, or do they immediately turn and skate to a place that will matter?
  • How often their head turns. Good players scan constantly — but "constantly" is less often than you would guess. Hockey coaching resources commonly suggest a shoulder check every one to two seconds off the puck as a target; the one study that has counted contradicts that. Berg et al. (2025) coded 2,545 puck receptions by 88 SHL and SDHL professionals and found a mean of 1.48 scans in the last five seconds before receiving — one scan per 3.4 seconds — with no scan at all before 39% of receptions. So set your expectations at roughly a look every three or four seconds, and note that even professionals frequently take none. What separates them is not volume: scanning first was worth 78.8% action success against 70.1%. See Scanning and Anticipation.
  • Whether they ever stop moving. Most amateur players glide for around a third of their shift. Professionals almost never coast except deliberately, to change pace.
  • How they get off the ice. Do they change on the correct side of the rink, at a moment when the change is safe?

Exercise 2 — Watch the defencemen only.

Watch the two defencemen of one team. Ignore all six forwards and the puck. This is the fastest way to learn defensive structure because defencemen are almost never near the puck, so everything they do is positional.

What you are looking for:

  • Gap — the distance a defender keeps between themselves and an attacker coming at them. Watch how it closes as the attacker crosses centre, and whether it is a stick-length or three car lengths. See Defending the Rush.
  • Which one goes to the puck and which one goes to the net. Every defensive pair has this conversation on every puck retrieval, silently.
  • Pinching — a defenceman stepping down from the offensive blue line to keep a puck in the zone. Note that this is a different play from stepping up, which is challenging an attacker in the neutral zone. Watch how often they pinch, and what has to be true before they do.
  • Where they are on the power play compared with even strength.

Exercise 3 — Watch the weak side.

The strong side is the side of the ice the puck is on; the weak side is the other side. Deliberately watch the half of the ice the puck is not on. On a broadcast you will lose it off frame constantly — that is the exercise. Every time the camera pans away from the weak side, hold in your head what was happening there.

What you are looking for:

  • The weak-side winger in the defensive zone. Are they high near the point, low near the net, or somewhere in between? This one player tells you almost everything about which coverage the team plays.
  • The weak-side defenceman. How far off the post are they? Are they facing the puck or facing their check?
  • The backdoor. The far post is where a huge share of goals are scored, and nobody watches it until the puck is already there.

Exercise 4 — Watch the five seconds before a goal, not the goal.

When a goal is scored, ignore the celebration and wait for the replay. Then answer one question: what happened five seconds earlier that made this possible?

Almost always it is one of a small number of things — a lost battle on the wall, a failed clear, a defenceman caught flat-footed, a forward who did not get back, a bad line change, a screen. The shot itself is usually the least interesting part. If you can name the cause of a goal rather than the finish, you have started watching the game properly.

The same exercise works in reverse for chances that were stopped. Ask what the defending team did in the five seconds before the save that meant the shot came from where it did.

Making these stick

  • Do one exercise per period, not per game. Trying to watch everything means watching nothing.
  • Say it out loud, or write one line. "Their weak-side winger stayed high all night" is a finding. Vague impressions evaporate.
  • Expect it to be boring at first. Watching a fourth-line winger for forty seconds feels like nothing is happening. Nothing is happening — that is the point. Positional hockey is mostly quiet, and the quiet is what you need to learn.

Part 2: Seeing the Systems

Once your eyes leave the puck, you can start reading what the teams are actually doing. Almost all of it is visible from a seat, and none of it needs coaching access.

A caution before the recipes. Every system below is a coaching choice, not a rule of hockey. Teams change them by score, by period, by opponent and by which players are on the ice — a team that traps with a two-goal lead may forecheck aggressively when tied. Read a team over a full period before deciding what they run, and expect the answer to change. See Game Management.

Which forecheck are they running? Count the forwards going deep.

Forechecking is the pressure a team applies in the opponent's defensive zone when the opponent has the puck. The naming convention is a count of how many forwards go below the top of the faceoff circles.

Sit and count, over five or six sequences:

What you seeLikely system
One forward pressures, two hang back near the blue line1-2-2 — conservative, hunting a turnover in the neutral zone
Two forwards go deep, third stays high, defencemen at the line2-1-2 — the aggressive default
One deep, three across the neutral zone1-3-1, often a trap posture
Three forwards below the circles3-2 or a full-pressure forecheck, usually late and chasing a goal

Remember that F1, F2 and F3 are roles defined by order of arrival, not by position. Whichever forward gets to the puck first is F1, even if that is the left winger. Do not try to work out the system by watching which named position goes where. Count bodies and count depth. See Forechecking Systems.

A second tell: watch what F1 does when they arrive. If F1 takes a straight line at the puck carrier's body, the team is hunting turnovers. If F1 angles across to take away one side and steer the carrier towards the boards, the team is playing containment and waiting for F2 to seal.

Which defensive-zone coverage do they play? Watch the winger.

This is the single most reliable read in hockey, and it takes about ninety seconds of watching.

The question: when the puck goes into the corner in their own end, does the defending winger follow their man down into the corner?

  • If the winger stays high — up on the opposing point, at the blue line — and never follows a body below the hash marks — they play a zone system, most commonly a low zone collapse. (Be precise about "high" here: it means on the point, not down at the faceoff dot. Those are about 44 feet apart, and confusing them is how people misread the system.) In a collapse the low three players (usually both defencemen and the centre) sink towards the net and defend the space in front of it, while the wingers guard the points and the high slot. Nobody is "assigned" to an opponent; you defend the area you are standing in. This is the house default assumed throughout. It is also widely described as the most common system in amateur hockey, on the reasoning that it is the easiest to teach — but that is coaching consensus, not a measured prevalence; no survey of amateur defensive-zone systems has been published.
  • If the winger follows their man everywhere, including into the corner and behind the net — they play man-to-man.
  • If the winger follows their man only until the man leaves the winger's area, then hands them off and picks up whoever arrives — they play a hybrid, sometimes called man-on, zone-off, or a collapsing man system.

Second confirming tell: watch the strong-side defenceman when the puck is behind their own net. In a collapse, they will hold the net-front and let the puck carrier come out. In man-to-man, they will pursue behind the goal line. See Defensive Zone Coverage.

Are they trapping? Watch where they stand when they have nothing to do.

A trap is a neutral-zone system that surrenders the opponent's own end and instead builds a wall across the middle of the ice, forcing the attacking team to either dump the puck in without possession or turn it over trying to carry it through.

The tells:

  • A line of three across the neutral zone, usually around their own blue line or the far side of centre — a 1-3-1, one forward pressuring, three across, one defenceman deepest.
  • Nobody chases into the corners in the offensive zone. A single forechecker goes, applies token pressure, and retreats.
  • The defending team's players stop in the neutral zone rather than skating at anyone. Trapping teams look passive, and they are meant to.
  • The puck carrier is repeatedly steered towards the boards in the neutral zone and never gets to the middle lane.

An honest note: the pure 1-3-1 neutral-zone trap is far less common now than its reputation suggests, and most modern teams use trap elements — a 1-2-2 with a heavy middle-lane emphasis — rather than a full trap. Watch for the behaviour rather than trying to match a diagram. See Neutral Zone Systems.

What is their power-play formation? Count the players at the point.

The point is the area just inside the blue line. The half-wall is the boards roughly level with the faceoff dot. The bumper is the player in the middle of the ice between the half-walls, roughly in the high slot.

Count the players standing near the blue line once the power play is set up:

  • One at the point — a 1-3-1. One point, two half-walls, one bumper between them, one at the net front. Most first units are described as running four forwards and one defenceman, and the 1-3-1 is routinely called the dominant modern formation — coaching-material consensus, not a measured prevalence; no published count of NHL power-play deployments exists, the same caveat that attaches to the low-zone-collapse claim above.
  • Three high — an umbrella: one in the middle at the point and two on the flanks below him, forming an arc rather than a flat line, with two low. How far the flanks drop varies — barely, in the classic version with both defencemen out wide; all the way to the tops of the circles in the modern one. A true umbrella has no bumper; that middle high player is at the top of the umbrella, not in the slot. See Special Teams.
  • Four players loaded onto one side of the ice — an overload, working the puck along one wall.

For the penalty kill, count how the four killers are shaped:

  • Two high and two low, in a rectangle — a box. The two high players are the forwards, the two low are the defencemen. A box has no single top player.
  • A single player at the top, two in the middle, one low — a diamond. Teams switch to a diamond against a 1-3-1 specifically because a box leaves the bumper unmarked in the middle of the ice.
  • Three killers in a tight triangle near the net plus one player chasing the puck — a wedge+1.

See Special Teams.


Part 3: What to Watch at Each Part of the Game

Breakouts — watch the three supports, not the puck retriever

A breakout is the organised attempt to move the puck out of your own zone. When a defenceman goes back for the puck, immediately look away from them and find the other four skaters.

  • Where is the strong-side winger? On the wall between the hash marks and the goal line is the classic outlet spot — that is the correct position, and it is below the hash marks, not level with them. Higher, near the blue line, means either a flat/spread or stretch structure, or a winger who never made the trip down from point coverage; the pass to a winger at the blue line is long, flat and arrives in their back. Right down behind the goal line, or in the corner, usually means the breakout is already broken. See Breakouts.
  • Where is the centre? The centre is the swing option, usually curling low-to-high through the middle. If the centre is standing still, the breakout has one fewer option than it should.
  • Is the weak-side winger heading up ice early? That is a stretch — trading support for speed.
  • Does the second defenceman offer a D-to-D pass? Watch whether they present a target on the far side or stay glued to the net.

Then watch what the retriever chooses: a rim (a hard puck sent onward around the boards), a reverse (a puck sent back against the flow), a D-to-D, a direct pass to the wall, or a skate-out. Ask which forechecker made that choice necessary. See Breakouts.

Entries at the blue line — the most under-watched thirty feet in hockey

This is where games are decided and almost nobody watches it. Public tracking work by Eric Tulsky and colleagues, presented at the 2013 MIT Sloan Sports Analytics Conference, found that at 5-on-5 carrying the puck into the offensive zone is worth roughly twice as much offence as dumping it in — see Zone Entries, which owns the per-entry figures, and note there that "shots" in that study means unblocked attempts rather than shots on goal.

So when the puck approaches the blue line, watch:

  • Did they carry it in, dump it in, or turn it over? Keep a mental tally for one period. You will be surprised how many entries fail entirely.
  • Where is the defender's gap? A defender standing on their own blue line as the carrier arrives has already lost; a defender who met them at centre with a stick-length gap has usually won.
  • On a dump-in, how many attackers actually chase? A dump with one chaser is a change of possession dressed up as a play.
  • Offside requires both skates to have completely crossed the blue line before the puck completely crosses it. One skate on or behind the line keeps you onside, and a skate lifted in the air over the neutral zone still counts as onside — in the NHL and IIHF; under USA Hockey Rule 630(a) skate contact is required, so the lifted skate is offside. Watch how attacking wingers deliberately drag a trailing skate.

See Zone Entries.

Faceoff alignments — read them before the drop

There are around 56 faceoffs in an average NHL gameFaceoffs owns that figure and the computation behind it — so this happens constantly. Look at the four non-centres on each team before the puck drops.

  • The wingers' body angle tells you the plan. A winger squared to the boards is expecting the puck there. A winger cheating towards the middle is expecting a tie-up and a scrum.
  • The defencemen's depth tells you the risk appetite. A defenceman up near the top of the circle in the offensive zone is planning to shoot; one back at the blue line is planning to defend the counterattack.
  • In the defensive zone, watch which winger is on the boards side. That is the player who has to beat the opposing defenceman to a puck that gets back to the point.

One rules detail worth knowing while you watch: faceoff ejections are caused by moving before the drop, improper stick placement, or encroachment by a teammate — a winger creeping into the circle gets the centre thrown out of the draw. A second violation by the same team on the same draw is a bench minor in the NHL — an individual minor under USA Hockey Rule 613(d), and under IIHF rules there is no ejection at all, only a team warning. Closing your hand on the puck is a minor penalty, not a faceoff violation. See Faceoffs.

Line changes — the most common source of goals nobody notices

Watch the benches, not the ice, for one full stretch of play. Line changes are where structure collapses.

Rules that shape what you are watching, from NHL Official Rules 2025-2026, Rule 82:

  • Following a stoppage the visiting team must place its line-up first, and only then may the home team change. In practice this gives the home coach the last change and therefore control of matchups. Watch a home coach hold a line at the bench door until the away team commits.
  • After an icing, only the team that iced it is barred from changing. Rule 82.1's first paragraph is often quoted short — the home team may substitute "except in cases following an icing" — which makes it sound as though nobody changes after any icing. The full sentence is "The home team may then make any desired substitution, except in cases following an icing, which does not result in the delay of the game," and the rule tells you later exactly who the exception catches: a team in violation of Rule 63.8 (Delaying the Game) or Rule 81 (Icing), which is also what Rule 81.4 says. So the offending bench is frozen and the other one changes freely — including the home bench, which keeps last change after a visitor's icing. Watch for it: the team that iced it stands still while the other team pours fresh legs over the boards. See Faceoffs.
  • The procedure in Rule 82.2 has a step people miss. (i) The referee gives the visiting team up to five seconds to change. (ii) The referee then raises their hand — that signal both closes the visitors' window and starts the home team's. (iii) The home team gets up to eight seconds. (iv) The referee lowers their hand and no further changes are allowed. If you are watching for the last change, the raised hand is the moment to look at the home bench. One thing to watch for after an icing: the right to last change comes from Rule 82.1, which grants it "except in cases following an icing, which does not result in the delay of the game" — an exception that catches only the team that iced the puck, so if the home side iced it there is nothing to see at the raised hand.
  • A team that ices the puck cannot change lines and cannot use a timeout. Watch a tired line trapped in their own end after an icing — a very large number of goals come from exactly this.

On the fly, watch for:

  • Changing while the puck is in your own end — the classic mistake, and the one that produces odd-man rushes.
  • Whether the player coming off gets to the bench before the player going on leaves it. Too many men is almost always a communication failure, not a counting failure. See On-Ice Communication.
  • Which forward stays out when only two change. Usually the one deepest in the zone stays, and the two nearest the bench go.

The moments after a shot — where rebounds are decided

The half-second after a shot is the highest-value moment in the game and the one broadcasts most often cut away from. Force yourself to keep watching the live play rather than the replay.

  • Where is the net-front attacker? Are they stopping at the top of the crease with their stick on the ice, or drifting past?
  • Does the shooter follow their shot? Point shots that are not followed by a forward arriving are free clears for the defending team.
  • Which team reacts to the rebound first? Rebound goals go to whoever moved before the puck landed.
  • What does the weak-side defenceman do? Their job is the backdoor, and the discipline to not go to the puck is a learned skill.
  • On a save, does the goaltender freeze, direct it to the corner, or leave it in the slot? Directing rebounds is a deliberate skill, not luck. See Goaltender.

Part 4: Live Versus Television

They teach different things. Use both, and know which one you are using.

Live is far better for structure

You see all ten skaters at once. This is the whole advantage and it is enormous. Every tactical read in Part 2 is easy live and hard on TV, because systems are patterns made of five players and TV shows you two.

Live also gives you:

  • Real speed and real distance. Television flattens both. The first time you see live hockey at a good level, the thing that shocks you is how fast a two-line pass arrives and how little time anyone has on the puck. See Time and Space.
  • Sound. You can hear which passes are hard, which shots are one-timed, whether players are actually talking, and how physical a battle really was.
  • Benches and warm-ups. You can watch line combinations, who talks to whom, and how a team sets up its power play in warm-ups.

Sit as high as you can. This is not a consolation prize for cheap seats; a high seat is genuinely the better seat for learning. From high up the ice becomes a diagram and you can see spacing, layers and the shape of a forecheck. From the front row you see speed and skill and almost no structure. If you have a choice between the tenth row and the top row, take the top row when you are there to learn and the tenth row when you are there for fun.

Best of all, if the rink allows it, is a seat high behind the net rather than at centre ice — that view compresses the neutral zone and makes gaps, layers and defensive depth extremely visible.

Television is far better for detail

  • Replays. You get to see the five seconds before the goal again, from another angle, which is exactly Exercise 4.
  • Slow motion. The only realistic way to study hand position on a shot, a goaltender's push-off, or the exact moment a defender's hips turn.
  • Pause and rewind. The single most useful button in hockey education. Pause the frame at the moment a pass is released and ask what the passer could see.
  • Camera angles. Overhead and end-zone cameras occasionally give you something close to the live view.
  • Commentary and telestration — sometimes genuinely instructive, sometimes not; treat it as one opinion.

The weakness of TV is structural and permanent: the main camera cannot show you five players at once and stay watchable. Some leagues and services offer wider tactical or "all-22"-style feeds borrowed from the football idea of a camera that keeps all twenty-two players in frame. In hockey this is usually called an overhead, tactical or coaching feed, and availability varies enormously by league and season. If you can get one, it is worth more than any other single resource.

The practical answer

Watch live for systems, watch TV for technique, and if you attend live games, spend at least one full period high up watching nothing but the five players of one team.


Part 5: Watching Your Own Team and Yourself

Watching professionals teaches you what good looks like. Watching yourself teaches you what you look like, and the gap between the two is almost always larger than you think.

Getting the footage

You do not need a rig. A phone on a tripod at the top of the stands, wide enough to see the whole ice, is better than a close-up shot of the puck. Frame the whole sheet, or at least a full zone plus the neutral zone. Zooming in destroys the value.

If someone films your team, ask for the widest angle available, not the "highlights". Highlights are the least useful footage in existence for player development.

The protocol for reviewing your own shifts

  1. Watch the whole shift, not the moment you touched the puck. You will be tempted to skip to your touches. They are a far smaller slice than they feel: NHL tracking puts a player's puck possession at roughly 3–4% of 5-on-5 ice time, so on a forty-second shift your touches are somewhere between one and two seconds. The other thirty-eight-plus are where the improvement is. (Playing Without the Puck owns this figure and gives the study and its limits.)
  2. Watch each shift twice — once following yourself, once following the play — and compare. The question is whether you were in the place the play needed you to be.
  3. Ask three questions per shift, and write the answers down:
    • Where was I when we lost the puck, and where did I go in the next two seconds?
    • Did I ever stop skating?
    • Was I an option? Could the puck carrier actually have passed to me — was there a clean lane, was my stick on the ice, was I moving to a place the pass could reach? See Puck Support and Spacing.
  4. Count something. Counting beats impressions. Count your touches, your completed passes, your times entering the offensive zone with the puck, your times back below the puck on the backcheck. Track the same count over three games.
  5. Pick exactly one thing to change for the next game. One. A review that produces six things to fix produces none.

The discipline of watching yourself away from the puck

This is uncomfortable, which is why almost nobody does it. Watching your own play with the puck is enjoyable — you get to relive the good pass. Watching yourself standing still on the weak side while a goal goes in is not.

Do it anyway, and do it specifically:

  • Watch the three seconds after every one of your passes. Did you move afterwards, or admire it? Passing and standing still is the most common habit in amateur hockey.
  • Watch yourself on every goal against while you were on the ice. Not to assign blame — to find out whether you were where your team's system says you should be.
  • Watch your changes. Are you leaving the ice at safe moments, and are your shifts the length you think they are? Time three of them. Most players' shifts are ten to twenty seconds longer than they believe.
  • Watch your head. Count your shoulder checks in a shift. Most amateur players scan far less than they think, and it shows up on video immediately.

Watching your own team as a team

  • Work out your own team's systems using Part 2 and check your answer with your coach. If your read and your coach's answer differ, you have learned something valuable about how clearly the system has been communicated.
  • Watch how the team behaves in the last five minutes of a one-goal game compared with the first period. If nothing changes, that is a finding. See Game Management.
  • Watch the opposition's next opponent if you can. Scouting a team you are about to play is the most immediately practical watching you will ever do — and the two tells to look for are which forecheck they run and whether their wingers follow into the corner.

Part 6: Learning by Watching a Position

Pick the position you play and spend a whole period on it. Then pick a different one, because understanding what the player next to you is being asked to do is what makes you easy to play with.

Watching a centre

The centre works more of the ice than anyone — all three zones, the full width — and is the connective tissue of every system. (The familiar "covers more ice than anyone" is coaching craft — and only half of it is untested. No study separates centres from wingers on skating distance, but the forwards-versus-defence comparison has been measured and it goes the other way: Lignell et al. (2018) found defencemen covered 29% more skating in total and were on the ice 47% longer, with forwards doing 54% more high-intensity skating per minute. Defencemen also take more shifts and more ice time. Center owns this and carries the citation.)

Watch for:

  • Low support in the defensive zone. In a low zone collapse the centre is the low forward, working between the net front and the corners. Watch how they never fully commit to either.
  • The curl on the breakout. Watch the centre swing low, receive with speed, and where they look before they get the puck.
  • Faceoff technique, and then what they do in the second after the draw — the follow-up is a bigger part of a centre's faceoff value than the draw itself.
  • The backcheck. A centre is usually the first forward back. Watch which lane they take — a good centre backchecks through the middle of the ice, not along the boards.

See Center.

Watching a winger

The winger's job is the most system-dependent on the ice, which makes them the best diagnostic tool.

Watch for:

  • How high they stay in the defensive zone, which as above tells you the team's coverage.
  • Their position on the wall in the breakout, and whether they present a stick target or wait passively.
  • What they do after they dump the puck in — do they become F1, or do they let the centre chase?
  • Whether they support the puck or drift wide. Wide wingers look like they are in position and are actually unavailable for a pass.

See Winger.

Watching a defenceman

Almost everything a defenceman does is positional and happens before the puck arrives.

Watch for:

  • Gap control on every rush. Watch the moment they stop skating backwards and start closing.
  • Stick position. An active stick in the passing lane takes away options without any contact at all.
  • How they take away time and space on a retrieval — do they check over their shoulder before they arrive at the puck?
  • The decision to pinch or retreat. Watch what they check first: usually the position of their own centre and whether a teammate is high enough to cover.
  • Net-front play. Body position, stick on the opponent's stick, eyes on the puck rather than the player.

See Defender.

Watching a goaltender

Goaltending is the hardest position to watch because the interesting part happens before the shot.

Watch for:

  • Depth. How far out of the crease do they start, and how does that change with the distance of the shooter?
  • Tracking. Their head should be still and their eyes locked on the puck — you can see this clearly on replays.
  • Movement type. Shuffles for small adjustments, T-pushes for larger ones, and whether they are set and stopped when the shot is released. A goalie moving at the moment of release is beaten far more often than a goalie who is set.
  • Rebound control. Do pucks come back into the slot, or get directed to the corners or frozen?
  • Puck-handling behind the net. In the NHL, the KHL and IIHF play, the trapezoid (goalkeeper's restricted area, NHL Rule 27.8) limits where a goalie may play the puck behind the goal line; the only exception is a goalie who maintains skate contact with the crease. Most rec, beer-league and youth associations do not use the trapezoid, so if you play in one of those, a puck-handling goalie has far more freedom than the one you are watching on TV.

See Goaltender.


Part 7: Statistics Literacy

Numbers are a way of watching hockey when you cannot be at the rink. They are also the fastest way to be confidently wrong, because almost every hockey statistic measures something slightly different from what its name implies.

A blunt warning before any of this. Public hockey analytics is a contested and evolving field, not settled science. Different sites compute the same metric differently, models are rebuilt every few years, the underlying event data contains real errors — arena scorekeepers have historically differed in how they record shots and hits — and reasonable analysts disagree about what most of it means. Treat every number below as evidence, never as a verdict, and check the definition used by whichever site you are reading, because it will not always match the one here.

The basic statistics

Goals. Credited to the player who propelled the puck into the opponent's goal. Per NHL Official Rules 2025-2026, Rule 78.2, only one point can be credited to any one player on a goal.

Assists. Per Rule 78.3, an assist is credited to the player or players — maximum two — who touch the puck prior to the goal scorer, provided no defender plays or has control of the puck in between.

  • Good for: identifying who is involved in offence.
  • Limits: the two-assist maximum is arbitrary, so the pass that actually broke the defence often goes uncredited. Assists are also awarded by the in-arena scorer, and there is a human judgement in every one. Rule 78.1 makes that decision final "notwithstanding the report of the Referee or any other game official", and obvious errors "should be corrected promptly" — but note the exception the rule carries: changes should not be made to the official scoring summary after the referee has signed the game report "except by the League's Chief Statistician." So "final" is not quite final; there is one route to a later correction.

Points. Goals plus assists. The default measure of offensive production.

  • Limits: takes no account of ice time, linemates, power-play usage, or anything defensive. A player getting five extra minutes a night with better teammates will out-point a better player.

Plus/minus. A player's on-ice goal differential. On an even-strength or shorthanded goal, every skater on the ice for the scoring team gets a plus and every skater on the ice for the conceding team gets a minus. Power-play goals award no plus or minus to either team. Empty-net goals are treated as even strength unless the scoring team is on the power play, and penalty-shot goals are excluded. It was used earlier by the Montreal Canadiens for internal evaluation before the league adopted it. The adoption date is contested: the Wikipedia article cited below gives 1959-60, but 1967-68 is at least as widely quoted, and no primary NHL source settles it — treat the date as unresolved rather than quoting either figure with confidence.

  • Why it is so widely criticised: it weights every goal equally regardless of situation; it depends heavily on your teammates, your goaltender and your opposition; it ignores power-play play entirely while counting shorthanded play; it is enormously affected by shooting and save percentage luck; and it does not distinguish a player who was the cause of a goal from one who was on the ice for it. A fourth-liner on a great team can post a better plus/minus than a first-line player carrying a bad one.
  • Use it for: essentially nothing on its own. If you want on-ice goal differential, use a rate-based, situation-filtered version rather than the raw season total.

Penalty minutes (PIM). Total minutes of penalties assessed.

  • Limits: conflates two completely different things — undisciplined stick fouls that cost your team, and fighting majors that may not. A high PIM total tells you almost nothing without knowing the composition. See Risk Management.

Time on ice (TOI). Total minutes played, usually split by strength state (even strength, power play, shorthanded).

  • Good for: it is arguably the most honest single number in hockey, because it is the coach's own revealed opinion of the player. Rising TOI means trust.
  • Essential as a denominator. Comparing raw totals between a player getting 20 minutes and one getting 11 is meaningless. Convert to per-60-minutes rates.

Faceoff percentage. Draws won divided by draws taken.

  • Good for: comparing centres against each other on a single, well-defined task.
  • Limits: the spread is much narrower than people assume — at team level it is under nine percentage points from the league's best faceoff club to its worst, and much wider between individual centres. Faceoffs owns both distributions and the computations behind them, and explains why the two are not comparable. Faceoff wins are also credited crudely — a "win" that goes to a spot where nobody is standing is recorded identically to one that starts a breakout. Zone and situation matter enormously; winning defensive-zone draws shorthanded is a different job from winning offensive-zone draws on the power play.

Shooting percentage. Goals divided by shots on goal. Across the NHL in 2025-26, teams scored on about 11.1% of their shots on goal in all situations, from roughly 27.8 shots on goal and 3.08 goals per team per game.

  • Good for: identifying finishing ability over very large samples.
  • Limits: extremely noisy over short samples. A player who scores on 25% of their shots over twenty games is not a 25% shooter; they are a normal shooter having a good month. Individual shooting talent is real but takes several hundred shots to establish.

Save percentage (SV%). Saves divided by shots on goal faced, conventionally written as a decimal in North America — .920 means the goalie stopped 92.0% of shots — and as a true percentage in IIHF competition.

  • Good for: a much better goaltending measure than goals against average, because it accounts for workload.
  • Limits: treats every shot as equal. A point shot through no traffic and a backdoor tap-in count the same. This is the flaw that expected-goals models exist to fix.

Goals against average (GAA). Goals allowed per 60 minutes of play: goals against multiplied by 60, divided by minutes played. Overtime goals and time count; empty-net and shootout goals do not.

  • Limits: heavily dependent on the team in front of the goalie. A goalie on a defensively strong team will post a good GAA while facing easy shots. Save percentage is generally considered the better of the two, and expected-goals-based measures are better again.

Possession statistics: Corsi and Fenwick

Corsi counts all shot attempts: shots on goal, plus shots that missed the net, plus blocked shots. Fenwick counts unblocked shot attempts: shots on goal plus missed shots, excluding blocks.

They are normally reported as differentials or as percentages:

  • CF = Corsi For (your team's attempts while you are on the ice). CA = Corsi Against.
  • CF% = CF ÷ (CF + CA). A CF% of 55% means that while you were on the ice, 55% of all shot attempts by either team belonged to your team. 50% is exactly break-even. Most players sit between about 40% and 60%, and above roughly 55% is often called elite.
  • FF% is the same calculation using unblocked attempts.

The names are historical accidents rather than acronyms. Corsi was named by the analyst Tim Barnes, writing as "Vic Ferrari", after Buffalo Sabres goaltending coach Jim Corsi. Fenwick was named after Matt Fenwick, a Calgary Flames blogger who proposed excluding blocked shots in 2007 on the argument that a blocked shot is either not a genuine chance or is on average a worse one — and that blocking shots is itself a defensive skill.

  • Why they became popular: they are a proxy for possession. You cannot attempt shots without the puck, so a team consistently out-attempting opponents is usually spending more time in the offensive zone. Crucially, shot attempts accumulate roughly eighteen times faster than goals — that ratio is an approximation from recent league scoring and attempt rates rather than a published constant, and the widely repeated "twenty times" is a rounding of it — so they stabilise into a meaningful signal over a handful of games where goals take most of a season. In the 2000s and 2010s, shot-attempt differential was shown to predict future results better than past goal differential did over short samples.
  • Limits: every attempt counts the same, so a harmless point shot equals a slot chance; they are heavily distorted by score effects (see below) and by zone starts; they are strongly influenced by teammates, so a weak player alongside strong linemates inherits their numbers; and they systematically undervalue elite finishers, whose value comes partly from converting attempts at a higher rate than average. They are a team measurement being attributed to individuals.

Treat Corsi and Fenwick as what they are: a rough measure of territorial control, superseded for most purposes by expected goals, but still useful because they are simple, transparent and available everywhere.

Expected goals (xG)

An expected goals model assigns a probability of becoming a goal to each unblocked shot attempt, based on the characteristics of that attempt. Summing those probabilities gives an expected goal total: "this team generated 2.7 expected goals" means their chances would, on average, produce 2.7 goals.

The word "unblocked" is load-bearing, and it is the part most explanations of xG leave out. MoneyPuck's glossary defines xGoals as "The chance of an unblocked shot attempt being a goal," and states plainly that "blocked shot attempts are valued at 0 xGoals." So xG is built on the Fenwick event set, not the Corsi one: shots on goal plus misses, with blocks excluded rather than downweighted. That matters for the argument in the next paragraph — xG does not fix Corsi's flaw by pricing every attempt correctly, it fixes it by pricing the unblocked ones and discarding the blocked ones entirely. Other providers may treat blocks differently; check the glossary.

Typical model inputs include distance from the net, angle, shot type, whether it was a rebound, whether it came off the rush, the previous event and how long ago it happened, and the strength state. MoneyPuck's public model, for example, uses around fifteen such variables and was trained on hundreds of thousands of historical NHL shots using gradient boosting; other public models use logistic regression or other machine-learning methods.

  • Why it improved on raw shot counts: it fixes Corsi's central flaw for the attempts it counts. A shot from the slot and a shot from the point are no longer the same event. This gives you a shot-quality-aware measure that still accumulates fast enough to be useful over a small number of games. The trade is that blocked attempts, which Corsi does count, drop out of xG altogether.
  • How models differ: substantially, and this matters. Providers use different event definitions, different input variables, different algorithms and different training data, so two sites will give different xG values for the same game. There is no standard xG. Some models adjust for shot flurries and rebounds; some incorporate pre-shot passing or player tracking data; most public models still work from the league's event data alone, which does not know where the goalie was, where the defenders were, or whether the shooter was screened.
  • Other limits: single-game xG is volatile and should not be read as a verdict on who deserved to win. Player-level over- or under-performance against xG is noisy and model-dependent. And the input data itself is imperfect — recorded shot locations have known biases.

Rule of thumb: use xG over Corsi, use several games rather than one, and never quote an xG figure without knowing which model produced it.

Context statistics — why raw numbers mislead

Three contexts change what a number means. Ignore them and you will misjudge players constantly.

Zone starts. The proportion of a player's shifts that begin with a faceoff in the offensive, defensive or neutral zone — usually reported as offensive zone start percentage. Coaches deliberately start skilled offensive players in the offensive zone and defensive specialists in their own end, so a player buried with defensive-zone starts will have worse possession numbers than an identical player who is not.

Two important caveats. First, the effect is real but smaller than early analysis assumed, because a large share of shifts do not start with a faceoff at all. The arithmetic is easy to run and hard to argue with: five skaters on the ice for sixty minutes is 18,000 skater-seconds per team per game, which at a mean shift of 47 seconds is roughly 380 skater-shifts a side. There are only about 56 draws in a game. So even if a team changed all five skaters at every single faceoff — which no team does — at least a quarter of all shifts would still have begun in open play, and the true figure is well above that. (The arithmetic uses two figures owned elsewhere: Faceoffs for draws per game, Playing Without the Puck for mean shift length, which is measured 5-on-5. No published count of on-the-fly change frequency exists; the floor above is arithmetic, not a citation.) Second, the specific thing zone-start percentage measures is a third of the draws, not a majority of them. Faceoffs owns the zone split and the computation behind it: end-zone draws are the large majority of all faceoffs, but offensive-zone draws — the thing "sheltered usage" actually refers to — are only about a third of the total. A coach loading a player with offensive-zone starts is therefore redistributing within that third, spread across a whole bench, which is why the effect on any one player's season numbers is modest.

Quality of competition (QoC) and quality of teammates (QoT). Weighted averages of the opponents (or teammates) a player shares the ice with — as Evolving Hockey describes it, each metric is a weighted average of a player's teammates' or opponents' metric, weighted by the share of time spent with or against them.

  • Limits: over a full season, quality of competition compresses heavily, because everyone plays everyone and the range between the toughest and easiest schedules is narrow. QoC is more useful over short samples and in playoff series where matching is aggressive. Quality of teammates is usually the bigger effect and the one people forget.

Score effects. Teams behave differently depending on the score. A trailing team takes more risk and generates more shot attempts; a leading team retreats into a defensive shell and concedes them. This is a large, well-documented distortion: a team that spends a season leading will look worse by shot attempts than it really is, and vice versa. This is why analysts use score-adjusted metrics, which weight events differently depending on the score state — Evolving Hockey, for instance, publishes weights that differ by score state and by home or away, using the score-adjustment method developed by Micah Blake McCurdy. (Evolving Hockey publishes the tables; the method is McCurdy's, and its own glossary says so.)

If you are reading raw, unadjusted possession numbers from games with lopsided scores, you are largely reading the scoreboard back to yourself. See Game Management.

Goaltending: save percentage versus goals saved above expected

Save percentage treats every shot as identical. Goals saved above expected (GSAx) does not.

GSAx is expected goals against minus actual goals allowed. MoneyPuck's definition: "Expected Goals against minus the actual number of goals the goalie has let in. A positive number means the goalie is stopping more goals than an average goalie would." A GSAx of +8 over a season means the goalie prevented roughly eight more goals than a league-average goalie facing that exact set of shots would have.

  • Why it is much better: it separates the goalie from the team in front of them. A goalie facing thirty low-danger point shots a night and a goalie facing twenty slot chances can post identical save percentages while performing very differently. GSAx asks the only fair question: given the shots you actually faced, did you do better or worse than average?
  • Related measures: expected save percentage — the save percentage an average goalie would post against the shots this goalie faced — makes the same comparison in percentage form. An older measure, goals saved above average (GSAA), compares against a league-average save percentage without adjusting for shot quality, and is a weaker version of the same idea.
  • Limits: GSAx inherits every weakness of the underlying xG model. Public models generally do not know about screens, deflections that were not recorded as such, or the goalie's position, all of which matter enormously in goaltending specifically. It also needs a large sample; goaltending is the noisiest position in hockey and a season is not a long time.

Use GSAx over save percentage, and use save percentage over goals against average, but do not treat any of them as final.

PDO — the luck detector

PDO is a team's or player's on-ice shooting percentage plus on-ice save percentage. The NHL publishes it as SPSV%. It is expressed either on a 100 scale (multiply the sum by 100) or as a decimal around 1.000, depending on the site.

The name is not an acronym: it comes from the online handle of Brian King, the analyst who first proposed it.

The logic is that the two components sum, across the league, to almost exactly 100, and that neither on-ice shooting percentage nor on-ice save percentage is very repeatable at the individual level. So PDO regresses hard towards 100. The standard reading is that a team or player above about 102 is probably not as good as their results look, and one below about 98 is probably better.

  • Good for: one thing only — a sanity check. If a team is winning while getting outplayed by every possession and xG measure, look at PDO. If it is 103, you have your explanation and you can expect the results to fall off.
  • Limits: it is not purely luck. Elite finishers do genuinely sustain higher on-ice shooting percentages, and an elite goaltender genuinely sustains a higher save percentage, so a team with both can run above 100 for years. Calling PDO "luck" is a useful simplification, not a truth. It also says nothing about why — it is a flag to investigate, not a conclusion.

A checklist for reading any hockey statistic

Before you believe a number, ask:

  1. What is the denominator? Per game, per 60 minutes, or a raw total? Raw totals mostly measure ice time.
  2. Which strength state? All situations, or 5-on-5 only? Power-play production hides inside "all situations" totals.
  3. How big is the sample? Goals, shooting percentage and save percentage need enormous samples. Shot attempts need fewer.
  4. Who was on the ice with them? Quality of teammates is usually the largest hidden variable.
  5. What was the score? Score effects distort every possession measure.
  6. Whose model is it? For anything expected-goals-based, the provider matters.
  7. Does it pass the eye test, and if not, which one is wrong? Sometimes the number. Sometimes you. The interesting cases are the ones where they disagree — that disagreement is where you learn something.

Part 8: Where to Find Good Analysis

Specific sites appear, change hands, go behind paywalls and disappear regularly, so learn the categories rather than memorising a link list. Anything named here may have changed, moved or shut down since this was written — verify before relying on it.

Public analytics sites. Free or cheap sites publishing possession, expected goals and goaltending numbers, usually with a glossary that tells you exactly how each metric is computed. Natural Stat Trick, MoneyPuck, Evolving Hockey and Hockey Reference are long-running examples. Always read the glossary first — the definitions differ between sites and knowing which one you are reading is the whole skill.

Coaching video breakdowns. Coaches and analysts who take clips and draw on them, explaining what each player was doing and why. This is the fastest way to convert watching into understanding, because someone is pointing at the thing you would not have noticed. The Coaches Site, Ice Hockey Systems and How To Hockey are established examples of coaching resources in this space; there is also a large amount of good short-form breakdown content published by individual coaches and analysts.

Wide-angle and all-22-style footage. Any feed that keeps all ten skaters in frame. Some leagues sell tactical camera angles; some teams' developmental and junior affiliates stream from a single fixed high camera, which is accidentally perfect for this purpose. Your own team's game film, shot wide from the top of the stands, is in this category and is more valuable to you than any professional footage.

Original research. Conference papers and public research blogs — the MIT Sloan Sports Analytics Conference has published a good deal of hockey work, including the zone-entry research cited earlier. Read these when you want to know why a metric exists rather than what its current value is.

Your own coach. Underrated and free. Ask "what forecheck are we running and when do we change it?" and "in the d-zone, do you want my winger following into the corner?" Those two questions resolve more confusion than any amount of watching.

How to judge a source. Good ones publish their definitions, say what their model does not know, and disagree with each other in public. Be sceptical of anyone who presents a single number as a final judgement on a player, and of anyone who dismisses all analytics on the grounds that the eye test is sufficient. Both errors come from the same place — wanting the answer to be simpler than it is.


Part 9: A Practical Weekly Routine

One hour a week, spent deliberately, will do more for your hockey brain than five hours of ordinary spectating. Here is a realistic split.

20 minutes — one period of professional hockey, one exercise. Pick one exercise from Part 1 and do only that. Rotate weekly: week 1 one player, week 2 defencemen only, week 3 weak side, week 4 the five seconds before each goal. Watch live if you can, and sit high.

15 minutes — your own footage. Three or four of your own shifts, each watched twice, with the three questions from Part 5 written down. If you have no footage of yourself, get some — a phone at the top of the stands is enough, and asking a parent or a spare player to film one period is not a big favour.

10 minutes — one systems read. Take one team, professional or your next opponent, and answer two questions in writing: which forecheck do they run, and do their wingers follow into the corner? That is it. Two answers, ten minutes.

10 minutes — one statistic, properly understood. Pick a single metric from Part 7 and look up its definition on the site that publishes it. Then look at its actual values for a handful of players you know well and ask whether the numbers match what you have seen. You will learn more from the disagreements than the agreements.

5 minutes — write down one thing to try. The whole hour is wasted if it does not change what you do on the ice. One sentence: "This week I stop and look over my shoulder before every retrieval." Take it to practice. See Practice and Development.

If you only have half an hour, cut the professional hockey and keep the footage of yourself. Watching yourself is uncomfortable and it is also where the improvement is.


Common Mistakes

  • Watching the puck and calling it studying. Three hours of following the puck teaches you nothing you did not know at the start. If your eyes did not do a specific job, you were a spectator.
  • Trying to watch everything at once. Attempting to track systems, one player, the weak side and the statistics simultaneously means you retain none of it. One exercise per period.
  • Only watching the highlights. Highlight reels are the least educational hockey footage that exists. They show you finishes, which are the last and least transferable link in a chain.
  • Watching only players who play like you already play. You learn most from watching a player whose game you do not understand.
  • Sitting as close to the ice as possible. Great for atmosphere, poor for learning. Height beats proximity when the goal is structure.
  • Assuming what a professional team does is what your team wants. Almost every "always do X" you see on TV is "in this team's system, in this score state, do X." Find out what your team wants.
  • Skipping to your own touches on video. Your touches are roughly 3–4% of your 5-on-5 ice time (the basis the tracking data reports), not a tenth of it — see Playing Without the Puck, which owns the figure. The other ninety-six per cent is the part that is actually holding you back.
  • Quoting a statistic without knowing its definition. Every site computes things slightly differently, and half of all hockey statistics arguments are two people using the same word for different numbers.
  • Treating plus/minus as a measure of defensive ability. It is not, it never was, and it does not even include power-play goals against.
  • Reading a single game's expected goals as a verdict. One game of xG is noise wearing a lab coat. Use several games and know whose model it is.
  • Believing an unusually good stretch is a new level. If shooting or save percentage jumped and possession numbers did not, check PDO before you draw a conclusion.
  • Treating analytics as either gospel or garbage. It is an evolving, contested field of imperfect measurements that are still much better than guessing.

Key Takeaways

  1. Stop watching the puck. Everything tactical happens away from it, and the broadcast camera is actively training you to miss it. Give your eyes a specific job instead.
  2. One exercise per period. Watch one player for a full shift, or the defencemen only, or the weak side, or the five seconds before each goal — never all four at once.
  3. The winger tells you the coverage. If the defending winger follows their man into the corner, it is man-to-man; if they stay high near the point, it is a zone or low zone collapse. Count the forwards going deep to identify the forecheck; count the players at the point to identify the power play.
  4. Watch live for systems and TV for technique — and when you are live to learn, sit as high as you can, ideally high behind a net. From up there the ice becomes a diagram.
  5. The blue line is the most under-watched place in hockey. Tracked public research found that carrying the puck into the zone produced roughly twice the unblocked shot attempts and goals of dumping it in.
  6. Watch your whole shift, not your touches. Your touches are seconds of it; where you were when your team lost the puck is the part that decides whether you get more ice time.
  7. Time on ice is the most honest statistic in hockey, because it is your coach's own opinion of you, written down every night.
  8. Corsi and Fenwick measure territory, not quality; expected goals prices quality — but xG is built on unblocked attempts only (blocks are worth zero), and it has no standard definition, so two sites will disagree about the same game.
  9. For goaltenders, GSAx beats save percentage beats goals against average, because it is the only one that accounts for how hard the shots actually were. And PDO regresses to 100 — if a team is winning while being outplayed on every other measure, check it, but treat it as a flag rather than a verdict.
  10. Every number needs its context — denominator, strength state, sample size, teammates, score state, and whose model. Without those, a hockey statistic is a rumour with decimal places. An hour a week spent deliberately beats five hours of spectating, and it only counts if it ends with one specific thing you are going to try at practice.
Sources — retrieved 27 July 2026

Rules (primary): NHL Official Rules 2025-2026 (PDF) — Rule 78 (Goals and Assists; 78.1 scorer's authority and the League's Chief Statistician exception to the signed game report, 78.2 crediting goals, 78.3 maximum two assists), Rule 82 (Line Changes; 82.1 visiting team first / home team last change except following an icing of its own, and the three exceptions to the post-icing substitution ban; 82.2 the line-change procedure — eight sub-clauses, (i) to (viii); the five- and eight-second windows and the referee's raised hand at step (ii) are the first four, and the rest cover the improper-change warning, the linesperson's five-second whistle and its suspension in the last two minutes), Rule 81.4 (no line change after your own icing), Rule 27.8 (goalkeeper's restricted area / trapezoid), Rule 76 (face-offs and face-off violations).

Statistical definitions: MoneyPuck – Glossary (Corsi, Fenwick, expected goals, goals saved above expected, expected save percentage, high-danger shots, flurry adjustment) · MoneyPuck – About / model description (xG model inputs and training data) · Wikipedia – Corsi (statistic) · Wikipedia – Fenwick (statistic) · Wikipedia – Analytics (ice hockey) (PDO / SPSV%, CF% ranges, zone starts, score effects) · Wikipedia – Plus-minus (ice hockey) · Wikipedia – Save percentage · Wikipedia – Goals against average · Wikipedia – Expected goals (model construction, provider variation, limitations) · Evolving Hockey – Quality of Teammate and Quality of Competition · Evolving Hockey – Score Adjustments

Zone entry research: the Tulsky et al. (MIT Sloan 2013) per-entry figures are owned by Zone Entries, which carries the full citation, the sample, and the definition of "shots" used there. This document only recaps the headline.

Scanning research: Berg, Malmsten, Lind, Mannix, Sjösten, Josefsson, Gredin, Stenling & Ivarsson (2025) — Scanning is associated with better performance in professional ice hockey, Journal of Sports Sciences 43(2):145–150, DOI 10.1080/02640414.2024.2433899 — open access; 2,545 puck receptions by 88 SHL and SDHL professionals, mean 1.48 scans (SD 1.01) in the five seconds before receiving, at least one scan in 61% of receptions, 78.8% vs 70.1% action success. Source for the scanning-rate expectation in Exercise 1; discussed in full in Scanning and Anticipation.

League figures: the 2025-26 NHL regular-season numbers quoted (3.08 goals for per team per game, 27.8 shots on goal per team per game, 11.1% team shooting percentage, power-play percentage mean 21.1% and penalty-kill mean 78.9%) were computed from the NHL's public team-summary data for the 2025-26 regular season, available via NHL Stats. These are team-level, all-situations figures and will change every season — check current values rather than quoting these. No faceoff statistic is computed in this document. Faceoffs per game, the team faceoff win range, the skater-level range and the offensive/defensive/neutral zone split all live in Faceoffs, which owns every faceoff figure along with its qualifications; this document points at them rather than restating them. The zone split and the team win range were computed from the same NHL public team-summary and team-faceoff data and live in that document, where their qualifiers are recorded in full.

Limits, and claims that rest on less than the rest:

  • The claim that on-the-fly changes account for more than half of all shifts comes from a secondary summary of public analytics work rather than the original research; treat the specific figure as approximate. The faceoff-distribution numbers above are independently computed and do support the general point that faceoff-based zone starts cover only part of a player's usage.
  • Team-level save percentage was deliberately not quoted, because a team's goals against divided by shots against includes empty-net goals and therefore does not match published goaltender save percentages. If you see a team "save percentage", check which of the two it is.
  • The availability of tactical, overhead or all-22-style camera feeds varies by league, broadcaster and season, and none is guaranteed for any specific competition; treat Part 8 as a description of categories rather than a guarantee that any particular feed exists.
  • There is no source behind the specific claim that amateur players glide for around a third of a shift, or that most players underestimate their shift length by ten to twenty seconds. These are widely repeated coaching observations, not measured findings — they are included as things to check on your own video rather than as facts.
  • The claim that the low zone collapse is the most common defensive-zone system in amateur hockey is coaching consensus, not a measured prevalence. No survey has been published, and the text says so.
  • The shift-length range used here is the published one — 30–80 seconds (measured by Lignell et al. 2018, Brocherie et al. 2018 and Bracko et al. 1998, and collected in Vigh-Larsen and Mohr's 2024 review — which states the band in its introduction as a summary of those three, not as its own measurement; quoted in Conditioning and Recovery). The tighter "40–45 seconds" you will hear in broadcast and coaching talk is not from that literature, but it is not baseless either: Playing Without the Puck computes a mean of 47 seconds and a median of 45 from 8,325 shifts across 11 NHL games — a convenience sample and its author's own calculation rather than a published finding. So treat 30–80 s as the measured range and ~45 s as a plausible central tendency, not as a rival fact.
  • The date plus/minus became an official NHL statistic is unresolved. The cited Wikipedia article says 1959-60; 1967-68 is widely given elsewhere; no primary NHL source settles it. The text flags the disagreement rather than picking a side.
  • The ratio of shot attempts to goals ("roughly eighteen times faster") is an approximation derived from league attempt and scoring rates, not a figure quoted from a source. The point it supports — that attempts stabilise into signal far sooner than goals do — does not depend on the exact multiplier.
  • Named analytics sites and coaching resources were current at the retrieval date only. Sites in this space change and close frequently.