THE SCORING ERAS
League-wide goals per game from 1917 to 2024, segmented into six distinct eras. The forward-pass revolution, the Gretzky explosion, the Dead Puck collapse, and the modern resurgence are all encoded in this single chart.
Goals Per Game — League Average, 1917–2024
Decade Avg Goals Per Game
League Power Play % — 1980–2024
ALL-TIME RECORDS
Career milestones and single-season peaks. These are the performances that defined generations — and in Gretzky's case, may never be approached.
Career Points Leaders — All Time (Sorted)
Single-Season Goals — All Time (Sorted)
Stanley Cup Championships by Franchise — Sorted
MODERN ERA SCORING (2005+)
Post-lockout individual brilliance measured against tighter defensive systems and better goaltending. These seasons are the new benchmarks — and McDavid's 153-point campaign may be the most dominant individual season in the cap era.
Top Single-Season Goals — Post-2005 (Sorted)
Top Single-Season Points — Post-2005 (Sorted)
Art Ross Trophy Winner Points — 2005–06 to 2023–24
McDavid vs Gretzky — Points Pace by Season Age
Ovechkin Career Goals — Season by Season
DYNASTY WINDOWS
Teams that didn't just win — they owned their era. Measured by Cup concentration, peak win rates, and how they compare across different league structures. The salary cap era made sustained dominance structurally harder.
Dynasty Timeline — Stanley Cup Windows 1926–2024
Window defined as dominant era: franchise won the majority of Cups in the span, even with isolated interruptions by other teams (e.g. Detroit 1950–55: 4 of 6 Cups)
Peak Win% During Dynasty — Sorted High → Low
Stanley Cup Wins by Era
THE GOALTENDING EVOLUTION
From barefaced stand-up pioneers to analytically-optimized butterfly technicians. Modern goaltending is statistically unrecognizable from the 1970s, yet equipment restrictions haven't been able to slow the trend.
League-Average Save Percentage 1984–2024
Goals Against Average — Historical Trend
All-Time Career Wins Leaders — Sorted
EXPANSION HISTORY
From 4 Original teams to 32. Each expansion wave reshaped competitive balance, diluted rosters, and opened new markets — some permanently, some not. The league has grown 8x in a century.
League Size — Number of Teams per Season 1917–2024
Teams Added per Expansion Wave
Current Geographic Distribution (2024)
DEEP ANALYTICS
Beyond the box score — penalty trends, competitive parity, roster age evolution, overtime frequency, and shooting efficiency. These metrics reveal the structural shifts that scoring stats alone don't capture.
Penalty Minutes Per Game — 1970–2024
Competitive Parity Index — 1942–2024
Overtime + Shootout Game Frequency
League-Wide Shooting Percentage — 1980–2024
Average Roster Age — NHL Starters 1980–2024
SALARY CAP ECONOMICS
How the hard cap transformed roster construction, player contracts, and competitive balance since 2005. The cap grew 126% in 19 seasons — but was frozen for 4 years during COVID, compressing the market and distorting long-term contracts.
NHL Salary Cap Ceiling + Floor — 2005–2025
Top Player Cap Hit vs. % of Salary Cap — 2006–2024
DRAFT ANALYTICS
The NHL Entry Draft is the primary mechanism for roster building in the cap era. The data shows a steep cliff in NHL success rates after pick 30, and a near-total collapse after pick 60. Late-round gems exist — but they're the exception to an almost deterministic curve.
NHL Success Rate by Draft Pick Position
Avg Career Points by Draft Round — Forwards
First-Overall Pick Career Outcomes — 1990–2015
SCORING STRUCTURE
Who scores, when, and how — broken down by game state, player nationality, and position. These distributions reveal structural shifts in how the modern game generates offense.
Goals by Game State — Even Strength vs. Special Teams
Canadian vs. US vs. European-Born Players — NHL Roster Share
Shots Per Game — League Average 1970–2024
Defensemen Scoring — Top D-Man Points by Decade
RIVALRIES & PLAYOFFS
The postseason is a different game — tighter, slower, and defined by matchup history. These are the rivalries that shaped franchises and the patterns that separate regular-season performers from playoff legends.
Head-to-Head Playoff Series Wins — Greatest NHL Rivalries
Playoff Goals Per Game vs. Regular Season — by Era
Stanley Cup Final — Average Games Played by Decade
Playoff Point-Per-Game Leaders — All Time (Min. 50 GP)
Presidents' Trophy Winner — Stanley Cup Rate
Game 7 Win Rate by Home Team — Historical + by Era
PLAYER COMPARISONS
Era-adjusted head-to-heads, Calder Trophy scoring evolution, points-per-game leaders across all time, and the most important career milestone races in NHL history.
All-Time Career Points-Per-Game Leaders (Min. 200 GP) — Sorted
Calder Trophy Winner Points — 1980–2024
Points Leaders by Position — Career (Sorted)
Crosby vs Ovechkin vs McDavid — Career Points Season by Season
Hart Trophy (MVP) — Winning Seasons Scored
1000-Point Club — Career Seasons to Reach Milestone
TRADE DEADLINE ANALYTICS
The March trade deadline is the NHL's most dramatic roster-building moment. Teams that buy don't always win — and teams that sell sometimes rebuild faster than anyone expects. The data tells a counterintuitive story.
Deadline Activity Volume — Trades Per Deadline Day 1995–2024
Buyer vs. Seller Outcomes — Cup Win Rate 3 Years Post-Deadline
Most Impactful Deadline Acquisitions — Rental Player Playoff Points
Assets Surrendered at Deadline — Pick Round Distribution
Rebuild Speed — Seasons from Sell-Off to Playoff Return
GOALIE DEEP DIVE
The most volatile position in sports. Individual goalie career arcs, the greatest single seasons ever recorded, how modern analytics changed how teams deploy and evaluate their netminders, and why no position has a wider gap between elite and average.
Individual Career Save % — 5 All-Time Greats, Season by Season
Greatest Single-Season SV% — All Time Top 15 (Sorted)
Goalie Workload — Starter Games Per Season 1980–2024
Shutout Frequency — Per 100 Games by Era
Backup Goalie SV% vs. Starter — Gap Over Time
DRAFT CLASS BREAKDOWNS
Not all drafts are created equal. The 2003 class is widely considered the greatest in modern history. The pipeline source matters — CHL vs. NCAA vs. European leagues produce different player profiles. And some of the best players weren't drafted at all.
Draft Class Quality Index — 1990–2020 (Cumulative NHL Value Generated)
Draft Pipeline Source — R1 Success Rate by League
2003 Draft Class — Career Points by Pick Position
Undrafted Players — NHL Career Points Leaders
Draft Age Trends — Avg Age of Selected Players by Round 2000–2024
⚙ ERA NORMALIZER
How would Wayne Gretzky's stats look in today's NHL? How would McDavid have scored in 1985? Enter any player's season stats and a target era — the normalizer adjusts for league GPG, scoring environment, and defensive systems to project equivalent output.
Input Player Season
Enter actual stats from any era, select the source era and target era, then normalize.