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Are the NHL’s Stars Pulling Away From Everyone Else?

Wayne Gretzky’s scoring-race margins are still the biggest in NHL history. Connor McDavid’s 153-point season sits well down the list. The stars as a group are another matter: since about 2020 the top 1% of scorers sit further above the typical player, and more of their edge comes on the power play.

Verdict: Data story

By Edgehalla ResearchPublished 10 min read

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On April 6, 1986, in the Oilers’ finale in Vancouver, Wayne Gretzky picked up the second assist on an early third-period goal by Marty McSorley. It was his 215th point. Mario Lemieux, second in the race, had 141.

In 2022-23 Connor McDavid scored 153, the most since Lemieux’s 161 in 1995-96, and won the scoring title by 25. It felt like the old days.

It wasn’t. Against the players chasing him, McDavid’s year ranks 35th of 94 seasons since 1931-32. Gretzky owns the top six. Nobody has run away like that since. The stars as a group are another story.

Use the toolNHL player pagesEvery current player: stats, lines, ice time and form.

Gretzky’s margins are still the six biggest

The 215 is the famous number. The gap behind it is the stranger one. In 1985-86 Gretzky had 52 goals and 163 assists, and finished 74 points ahead of Lemieux. Two seasons earlier he had been further out still: 205 points in 74 games, 87 of them goals, 2.77 a game. Paul Coffey was second in the league with 126, 79 points back, the widest first-to-second margin in NHL history.

Raw points flatter high-scoring eras and long schedules. So we set the leader beside the nine scorers behind him, per game, counting only regulars, the players who dressed for at least half the schedule. Take 1983-84. Gretzky scored 2.77 points a game. The next nine averaged 1.56. He was going 1.77 times as fast as they were, the biggest lead in any NHL season since 1917-18. His 1981-82 to 1986-87 seasons fill the first six places. The leader on this list is the man with the best rate. Usually that is the scoring champion. Not always. Nothing here adjusts for era: every season is compared only with itself. For who was better across eras, see the NHL GOAT series.

Gretzky owns the six biggest leads in the scoring race

Leader’s points per game ÷ average of regulars ranked 2 to 10, seasons since 1931-32

Gretzky holds the top six (1983-84 at 1.77); McDavid’s 2022-23 is 1.35, 35th of 94.

Wayne Gretzky, 1983-842.77 a game
1.77
Wayne Gretzky, 1985-862.69 a game
1.72
Wayne Gretzky, 1984-852.60 a game
1.72
Wayne Gretzky, 1986-872.32 a game
1.72
Wayne Gretzky, 1982-832.45 a game
1.71
Wayne Gretzky, 1981-822.65 a game
1.69
Mario Lemieux, 1992-932.67 a game
1.66
Gordie Howe, 1952-531.36 a game
1.66
Mario Lemieux, 1988-892.62 a game
1.61
Mario Lemieux, 1995-962.30 a game
1.56
Phil Esposito, 1973-741.86 a game
1.54
Phil Esposito, 1970-711.95 a game
1.53
Connor McDavid, 2020-21rank 17
1.45
Connor McDavid, 2022-23rank 35
1.35
Nikita Kucherov, 2025-26rank 60
1.23
Regulars played at least half the season’s longest team schedule. The per-game leader can differ from the points champion (Art Ross winner); they differ in 26 of these 94 seasons. Grey bars are McDavid’s seasons for reference, with their rank. 1917-18 to 1930-31 are left out because assists were sparsely recorded then; see show-the-work.

Only two other players come close. Lemieux’s 199 points in 1988-89 rank 9th, and his 1992-93, 160 points in 60 games at 2.67 a game, ranks 7th. Before the 1980s, the closest anyone came was Gordie Howe in 1952-53: 95 points to Ted Lindsay’s 71, 8th on the list.

The runaway leader faded, and hit bottom in 2014-15

After Lemieux, the gaps shrank. Jaromir Jagr won four straight scoring titles from 1997-98, and his widest, 127 points to Teemu Selanne’s 107 in 1998-99, ranks only 51st. In 2003-04 Martin St. Louis led with 94. Through the 2000s the leader scored, on average, 1.18 times as fast as the next nine. In the 1980s it had been 1.62.

The low point came later. On the last Saturday of the 2014-15 season Jamie Benn of the Dallas Stars picked up two points “in the final 125 seconds Saturday night,” as TSN put it, and passed John Tavares for the title, 87 to 86. Sidney Crosby, who had the best rate per game, finished with 84. Benn’s total was “the lowest to lead the NHL since Gordie Howe’s 86 in 1962-63.” By our measure 2014-15 is the tightest scoring race since 1931-32: Crosby scored only 1.06 times as fast as the next nine.

The leader’s edge peaked with Gretzky and bottomed out in 2014-15

Leader’s points per game ÷ average of regulars ranked 2 to 10, with the range luck alone produces in replays (dashed)

Show data
The leader gap peaked at 1.77 in 1983-84, fell to 1.06 in 2014-15 and was 1.23 in 2025-26, inside the replay range of 1.14 to 1.40.
SeasonLeader gapLuck range, high (95th percentile of replays)Luck range, low (5th percentile)
1931-321.15 ×1.44 ×1.13 ×
1932-331.25 ×1.44 ×1.11 ×
1933-341.45 ×1.64 ×1.17 ×
1934-351.33 ×1.49 ×1.12 ×
1935-361.15 ×1.42 ×1.11 ×
1936-371.14 ×1.40 ×1.11 ×
1937-381.27 ×1.44 ×1.11 ×
1938-391.42 ×1.50 ×1.10 ×
1939-401.24 ×1.47 ×1.12 ×
1940-411.47 ×1.61 ×1.15 ×
1941-421.12 ×1.35 ×1.09 ×
1942-431.16 ×1.39 ×1.11 ×
1943-441.33 ×1.49 ×1.12 ×
1944-451.30 ×1.49 ×1.15 ×
1945-461.27 ×1.47 ×1.12 ×
1946-471.19 ×1.41 ×1.12 ×
1947-481.08 ×1.34 ×1.10 ×
1948-491.28 ×1.51 ×1.16 ×
1949-501.29 ×1.47 ×1.14 ×
1950-511.38 ×1.56 ×1.16 ×
1951-521.44 ×1.60 ×1.16 ×
1952-531.66 ×1.85 ×1.29 ×
1953-541.44 ×1.63 ×1.20 ×
1954-551.24 ×1.47 ×1.15 ×
1955-561.35 ×1.55 ×1.19 ×
1956-571.27 ×1.49 ×1.18 ×
1957-581.15 ×1.43 ×1.16 ×
1958-591.32 ×1.50 ×1.18 ×
1959-601.15 ×1.39 ×1.12 ×
1960-611.34 ×1.52 ×1.16 ×
1961-621.16 ×1.37 ×1.10 ×
1962-631.18 ×1.39 ×1.11 ×
1963-641.23 ×1.45 ×1.14 ×
1964-651.25 ×1.46 ×1.16 ×
1965-661.45 ×1.63 ×1.18 ×
1966-671.45 ×1.59 ×1.18 ×
1967-681.15 ×1.34 ×1.10 ×
1968-691.39 ×1.54 ×1.19 ×
1969-701.48 ×1.61 ×1.20 ×
1970-711.53 ×1.68 ×1.32 ×
1971-721.35 ×1.55 ×1.23 ×
1972-731.28 ×1.41 ×1.13 ×
1973-741.55 ×1.67 ×1.28 ×
1974-751.16 ×1.35 ×1.13 ×
1975-761.15 ×1.31 ×1.09 ×
1976-771.38 ×1.53 ×1.17 ×
1977-781.33 ×1.47 ×1.17 ×
1978-791.26 ×1.41 ×1.15 ×
1979-801.19 ×1.37 ×1.13 ×
1980-811.34 ×1.49 ×1.16 ×
1981-821.69 ×1.82 ×1.42 ×
1982-831.71 ×1.85 ×1.42 ×
1983-841.77 ×1.94 ×1.50 ×
1984-851.72 ×1.85 ×1.44 ×
1985-861.72 ×1.86 ×1.45 ×
1986-871.72 ×1.85 ×1.41 ×
1987-881.50 ×1.65 ×1.32 ×
1988-891.61 ×1.77 ×1.37 ×
1989-901.40 ×1.54 ×1.22 ×
1990-911.44 ×1.58 ×1.24 ×
1991-921.42 ×1.58 ×1.19 ×
1992-931.66 ×1.82 ×1.38 ×
1993-941.14 ×1.28 ×1.08 ×
1994-951.18 ×1.37 ×1.10 ×
1995-961.56 ×1.71 ×1.30 ×
1996-971.22 ×1.39 ×1.13 ×
1997-981.17 ×1.32 ×1.09 ×
1998-991.26 ×1.43 ×1.14 ×
1999-001.31 ×1.45 ×1.12 ×
2000-011.41 ×1.56 ×1.14 ×
2001-021.10 ×1.27 ×1.08 ×
2002-031.17 ×1.34 ×1.10 ×
2003-041.07 ×1.29 ×1.08 ×
2004-05–––
2005-061.19 ×1.33 ×1.09 ×
2006-071.19 ×1.32 ×1.09 ×
2007-081.11 ×1.29 ×1.08 ×
2008-091.16 ×1.33 ×1.10 ×
2009-101.24 ×1.37 ×1.11 ×
2010-111.41 ×1.54 ×1.11 ×
2011-121.37 ×1.48 ×1.12 ×
2012-131.36 ×1.48 ×1.10 ×
2013-141.20 ×1.34 ×1.09 ×
2014-151.06 ×1.26 ×1.07 ×
2015-161.27 ×1.40 ×1.09 ×
2016-171.14 ×1.32 ×1.09 ×
2017-181.09 ×1.26 ×1.08 ×
2018-191.22 ×1.36 ×1.10 ×
2019-201.17 ×1.35 ×1.10 ×
2020-211.45 ×1.62 ×1.19 ×
2021-221.11 ×1.26 ×1.07 ×
2022-231.35 ×1.49 ×1.16 ×
2023-241.26 ×1.42 ×1.17 ×
2024-251.17 ×1.34 ×1.11 ×
2025-261.23 ×1.40 ×1.14 ×
  • 1983-84: Gretzky, 205 points
  • 1992-93: Lemieux, 160 in 60
  • 2014-15: Benn, 87 points
  • 2022-23: McDavid, 153
The dashed lines bound the middle 90% of 2,000 replays of each season (see the next sections and show-the-work). A season between them could have produced its gap by luck, given the field’s talent. 1994-95 and 2012-13 (48 games), 2019-20 (cut short) and 2020-21 (56) use points per game; short seasons give noisier rates. The 2004-05 season was cancelled.

The dashed lines mark how far bounces alone can push a race. A season that lands between them could have come out that way by luck alone, given who was playing. Since 2000-01, 23 of 25 seasons land between them. 2003-04 and 2014-15 fall below: those races came out tighter than the replays usually did.

McDavid’s best seasons still fall well short of Gretzky’s best

This story began as a hunch that McDavid had brought the runaway leader back. His 25-point margin in 2022-23 was, by an NHL release, the largest first-to-second margin since 1990-91. Per game, it shrinks. McDavid scored 1.35 times as fast as the next nine. Gretzky had the league’s best rate in nine seasons from 1980-81 to 1990-91, and eight of them beat that. Only his 1980-81, at 1.34, comes in lower. McDavid’s widest lead came in the 56-game 2020-21 season: 105 points to Leon Draisaitl’s 84, or 1.45 times the next nine. That ranks 17th since 1931-32.

Step back to whole eras and the McDavid years look like the 2000s. Since 2015-16 the leader has averaged 1.22 times the next nine. In the 2000s it was 1.18. That +0.04 could be luck. Throw the 20 seasons from both eras in a hat and deal them into piles of 9 and 11 at random: about 4 in 10 deals split the piles by that much. The fall from the 1980s is another matter. Those leaders averaged 1.62. The drop of 0.44 to the 2000s came up in fewer than 1 in 1,000 random deals. That is too big to be luck.

Today’s scoring leaders sit about where the 2000s leaders did, far below the 1980s

Average leader gap per season, as measured and with luck taken out

The 1980s averaged 1.62, the 2000s 1.18 and 2015-26 1.22; removing luck barely moves them.

1967-8013 seasons
1.3 ×
1.3 ×
1980s10 seasons
1.6 ×
1.6 ×
1990s10 seasons
1.3 ×
1.3 ×
2000s9 seasons
1.2 ×
1.2 ×
2010-155 seasons
1.3 ×
1.2 ×
2015-2611 seasons
1.2 ×
1.2 ×
  • Measured
  • Luck removed
Eras by start year. Nine times in ten, each era’s true average sits in these ranges, measured: 1967-80 1.26-1.38; 1980s 1.54-1.69; 1990s 1.25-1.43; 2000s 1.13-1.24; 2010-15 1.18-1.37; 2015-26 1.17-1.27. The luck-removed version measures the same gap, but first pulls each player’s rate toward the average for his position, further for players with fewer games.

Take the luck out and no era moves much. The 1980s still tower over the rest. Since 1997-98, only three leaders have scored 1.40 times as fast as the next nine or more, and every one did it in a short sample. One was McDavid’s 56-game season. One was Crosby in 2010-11, 66 points in 41 games. The third is the strangest season in the list.

On Dec. 27, 2000, Lemieux came back. NHL.com’s account: “After 44 months in retirement, during which he is inducted into the Hockey Hall of Fame and becomes owner of the Pittsburgh Penguins, Lemieux makes a return for the ages.” He assisted on Jagr’s goal 33 seconds into his first shift and had three points in a 5-0 win over Toronto. He finished with 76 points in 43 games, 1.77 a game, the best rate in the league, while Jagr (121) and Joe Sakic (118) fought over the scoring title. Half a season makes a lead look bigger than it is, because a hot streak is easier to keep up over 43 games than over a full schedule. So we nudge every player’s rate part of the way toward the average for his position, and further for anyone with few games. Lemieux’s lead then shrinks from 1.41 to 1.35 times the next nine.

Replay the seasons and nearly half the leaders lose their lead

Some of those leads were also luck. Crosby had the best scoring rate in the league in 2014-15, by a hair, and the hair did not hold. A single scoring race is a small sample, and a few bounces can decide a title by a point. To see how much of each leader’s margin was skill, we replayed every season 2,000 times with the same players. Each regular played his real number of games at his own scoring rate. Every rate was nudged part of the way toward the average for his position, and further for players with few games, because a short hot run tells you less than a full season. Then we counted how often the real per-game leader came out on top again. Crosby did in only 18% of the replays of his season.

The 1980s leaders almost always won the replay; recent leaders win about half the time

The real per-game leader finished first again in 92% of replays in the average 1980s season, 41% in the 2000s and 50% in 2015-26.

1980s92%
Gretzky 1983-84: 2,000 of 2,000
2000s41%
2003-04: 17%
2015-16 to 2025-2650%
McDavid 2022-23: 84%
2014-1518%
Crosby, the per-game leader of Benn’s year

Gretzky’s runaways were nothing like that. None of his seasons from 1981-82 to 1986-87 fell below 99.5%. In 44 of the 94 seasons since 1931-32, though, the real leader wins fewer than half the replays. McDavid’s 2022-23 held up (84%), and so did his 2020-21 (89%), but neither was luck-proof.

The next season tells the same story. When the leader scored less than 1.2 times the next nine’s rate, he led again the following year 29% of the time (9 of 31). When it was 1.4 or more, he led again 56% of the time (15 of 27). Big leads tend to be talent. Small ones are mostly the bounces.

The stars pulled away again, as a group

So no single star has pulled away. One step down the list, something did change. Take the top 1% of regulars, six or so players in today’s 32-team league. Set them beside the typical regular, the man in the middle of the scoring list. In 2014-15 the top 1% scored 1.06 points a game. The typical regular scored 0.38. That is 2.81 times as much. By 2023-24 the top 1% were at 1.55 a game and the typical regular at 0.39: 3.95 times, the highest since 1995-96.

The top 1% had pulled away again. From 2020-21 to 2025-26 they averaged 3.78 times the typical regular’s rate, up from 3.21 in 2010-11 to 2014-15. That is about where the stars sat in the 1980s (3.63) and the 1990s (3.83). No higher. The rise is +0.57, over 5 and 6 seasons. Nine times in ten, the true rise sits somewhere from +0.38 to +0.77. Deal those 11 seasons into piles of 5 and 6 at random, and only about 2 in 1,000 deals produce a jump that big. Too big to be luck. It rests on one shift that started around 2020, though, so it says nothing about where the next few seasons go.

Since about 2020 the top 1% are back to their 1980s lead over the typical regular

Average points per game of the top 1% of regulars ÷ the typical (median) regular’s, all points and even-strength points only

Show data
The top 1% scored 2.81 times the median regular in 2014-15 and 3.95 times in 2023-24; at even strength the rise is smaller.
SeasonAll pointsEven strength only
1931-323.02 ×–
1932-332.89 ×–
1933-343.21 ×3.36 ×
1934-353.08 ×2.79 ×
1935-362.54 ×2.37 ×
1936-372.31 ×2.51 ×
1937-382.51 ×2.25 ×
1938-392.70 ×3.35 ×
1939-402.42 ×2.68 ×
1940-412.91 ×3.16 ×
1941-421.85 ×1.97 ×
1942-432.13 ×1.94 ×
1943-442.41 ×2.46 ×
1944-452.76 ×2.52 ×
1945-462.70 ×2.22 ×
1946-472.57 ×2.29 ×
1947-482.30 ×2.29 ×
1948-492.92 ×3.10 ×
1949-502.69 ×2.53 ×
1950-513.01 ×2.92 ×
1951-523.07 ×2.65 ×
1952-533.80 ×3.19 ×
1953-543.07 ×2.50 ×
1954-552.81 ×2.52 ×
1955-563.52 ×2.46 ×
1956-572.85 ×2.67 ×
1957-582.74 ×2.62 ×
1958-593.36 ×2.92 ×
1959-602.78 ×2.79 ×
1960-613.16 ×2.50 ×
1961-622.44 ×2.46 ×
1962-632.79 ×2.54 ×
1963-643.24 ×2.38 ×
1964-653.06 ×2.67 ×
1965-662.94 ×2.12 ×
1966-672.73 ×2.36 ×
1967-682.51 ×2.28 ×
1968-693.27 ×2.88 ×
1969-703.31 ×2.63 ×
1970-713.89 ×3.43 ×
1971-723.96 ×3.27 ×
1972-733.30 ×2.71 ×
1973-743.59 ×3.05 ×
1974-753.27 ×2.62 ×
1975-763.05 ×2.75 ×
1976-773.05 ×2.83 ×
1977-783.34 ×3.03 ×
1978-793.33 ×2.86 ×
1979-803.46 ×3.01 ×
1980-813.14 ×2.79 ×
1981-823.31 ×2.95 ×
1982-833.49 ×3.21 ×
1983-843.81 ×3.63 ×
1984-853.59 ×3.51 ×
1985-863.66 ×3.21 ×
1986-873.42 ×3.24 ×
1987-883.98 ×3.29 ×
1988-894.24 ×3.65 ×
1989-903.72 ×3.11 ×
1990-913.91 ×3.47 ×
1991-923.85 ×3.23 ×
1992-934.21 ×3.53 ×
1993-943.50 ×3.19 ×
1994-953.50 ×3.17 ×
1995-964.46 ×3.76 ×
1996-973.91 ×3.53 ×
1997-983.53 ×3.32 ×
1998-993.95 ×3.63 ×
1999-003.48 ×3.30 ×
2000-013.92 ×3.27 ×
2001-023.21 ×3.20 ×
2002-033.75 ×3.31 ×
2003-043.14 ×3.02 ×
2004-05––
2005-063.35 ×3.10 ×
2006-073.62 ×2.99 ×
2007-083.57 ×3.34 ×
2008-093.28 ×3.05 ×
2009-103.60 ×3.36 ×
2010-113.34 ×2.84 ×
2011-123.35 ×2.99 ×
2012-133.46 ×3.27 ×
2013-143.10 ×2.91 ×
2014-152.81 ×2.45 ×
2015-162.98 ×2.81 ×
2016-173.17 ×2.90 ×
2017-183.23 ×2.87 ×
2018-193.60 ×3.06 ×
2019-203.64 ×2.97 ×
2020-213.84 ×3.23 ×
2021-223.57 ×3.02 ×
2022-233.81 ×2.84 ×
2023-243.95 ×3.22 ×
2024-253.74 ×3.15 ×
2025-263.75 ×3.22 ×
  • Since about 2020: 2020-21 to 2025-26
The top 1% is a share of regulars, with a fractional last player (1% of 95 regulars is 0.95 of one player; of 607, 6.07), so leagues of different sizes compare fairly. Even-strength points are published from 1933-34. The 2004-05 season was cancelled.

On the chart the solid line climbs after 2020. The dashed line, even-strength points only, climbs less. And the change is at the very top. Line up every regular, from the stars down to the fourth-liners, and score how evenly the points are spread, the way economists score incomes with a number called the Gini. A league where the fourth-liner scores as often as the star would read 0. A league where one man has every point would read 1. NHL regulars read 0.33 in 2010-15 and 0.33 since 2020. No change. By that broader count the most uneven stretch since 1931-32 ran from the early 1990s through the 2000s. Set the stars beside a very good regular instead, one who outscores nine in ten of the others, and they still gained on him, just by less.

More of the stars’ edge comes on the power play

Much of that gain runs through the power play. Back in 2014-15, a month before Benn’s late finish, John Tavares had pointed at how games were being called, TSN noted in its story on Benn’s title. “For me, that obviously takes away some power-play opportunities,” he said.

He had a point. Power plays have become scarcer (our power-play story has the numbers), and what is left tilts further toward the stars. In the 2000s the league’s top ten scorers got 38.3% of their points on the power play. Everyone else got 29.7%. Since 2015-16 it is 32.9% for the top ten and 21.8% for the rest. Both fell. The rest fell further.

The stars get more of their points on the power play than everyone else, and the split has widened

Share of points scored on the power play, top ten regulars by points per game vs all other regulars

Show data
In 2015-26 the top ten took 32.9% of their points on the power play and other regulars 21.8%, a wider split than in the 1980s or 2000s.
SeasonTop tenAll other regulars
1933-3416%17%
1934-3522%18%
1935-3625%18%
1936-3718%13%
1937-3816%12%
1938-3921%15%
1939-4010%12%
1940-4110%12%
1941-4212%15%
1942-4321%15%
1943-4413%9%
1944-4515%11%
1945-4621%11%
1946-4725%16%
1947-4825%17%
1948-4925%20%
1949-5022%20%
1950-5124%15%
1951-5230%20%
1952-5326%20%
1953-5436%24%
1954-5534%22%
1955-5640%21%
1956-5730%23%
1957-5830%21%
1958-5933%20%
1959-6029%17%
1960-6130%19%
1961-6226%19%
1962-6327%18%
1963-6432%19%
1964-6535%24%
1965-6635%22%
1966-6729%21%
1967-6826%20%
1968-6927%21%
1969-7038%25%
1970-7132%23%
1971-7233%23%
1972-7330%20%
1973-7427%21%
1974-7538%24%
1975-7634%25%
1976-7728%21%
1977-7831%21%
1978-7933%23%
1979-8033%23%
1980-8135%27%
1981-8233%24%
1982-8330%25%
1983-8427%26%
1984-8529%25%
1985-8634%28%
1986-8732%27%
1987-8843%32%
1988-8937%30%
1989-9038%28%
1990-9136%28%
1991-9238%30%
1992-9339%31%
1993-9436%30%
1994-9535%28%
1995-9639%31%
1996-9727%25%
1997-9833%29%
1998-9937%28%
1999-0033%25%
2000-0140%30%
2001-0233%27%
2002-0339%29%
2003-0440%29%
2004-05––
2005-0645%36%
2006-0740%31%
2007-0836%30%
2008-0939%29%
2009-1034%26%
2010-1137%25%
2011-1233%23%
2012-1333%24%
2013-1436%24%
2014-1535%23%
2015-1633%24%
2016-1730%23%
2017-1835%23%
2018-1932%21%
2019-2034%22%
2020-2132%21%
2021-2231%21%
2022-2337%22%
2023-2436%22%
2024-2531%21%
2025-2631%21%
Points by strength are published from 1933-34. Regulars played at least half the season’s longest team schedule. The 2004-05 season was cancelled.

Look at the space between the two lines. A top-ten scorer’s points now come on the power play 1.51 times as often as other regulars’ do. In the 1980s it was 1.25, in the 2000s 1.29. Deal the 2000s and recent seasons at random and fewer than 1 in 1,000 deals match that rise. Too big to be luck. McDavid’s 153 in 2022-23 included 71 power-play points. Now count only even-strength points. The top 1% gained just +0.22 on the typical regular since 2010-15, and about 15 in 100 random deals match that. That could be chance. The data cannot say why the top units get more of the power play. Ice time by player is published only from 1997-98, and that question needs its own study.

What it means for the next scoring race

  • Expect close scoring races. In about half the seasons since 1997-98, the real per-game leader wins fewer than half of the replays.
  • A leader who is far ahead per game, over a full season, usually leads again. A narrow winner usually doesn’t.
  • The gap between the stars and the typical player is real and recent. Much of it runs through the power play.

The 2025-26 title was close to a coin flip

Last season showed both halves of the answer in one race. In 2025-26 McDavid won his sixth scoring title, 138 points to Nikita Kucherov’s 130, with Nathan MacKinnon third at 127. The NHL’s release called it a scoring race won “by an eight-point margin.” Kucherov played 76 games to McDavid’s 82, and per game he was ahead, 1.71 to 1.68.

Replay that season 2,000 times and Kucherov finishes first per game in 43% of them, McDavid in 37%. Close to a coin flip.

Replay Gretzky’s 1983-84 the same way and he wins 2,000 of 2,000. Nobody, McDavid included, has opened a lead that wide since. The elite tier came back instead. The league’s best scorers, as a group, sit about as far above the typical player as the 1980s stars did, and the power play does much of the lifting. Last season they just couldn’t get away from each other.

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Tests written down
Not in advance (exploratory)
Results computed

Every NHL regular season from 1917-18 to 2025-26 (108 seasons) from the NHL’s skater and team season totals. A regular played at least half the season’s longest team schedule, so short seasons scale. Leader gap: the top regular’s points per game ÷ the mean of regulars ranked 2 to 10; also checked against ranks 2 to 30, against No. 2 alone, and against the top 5% and top 2.5% of regulars (fair across league sizes). Top tier: the top 1% of regulars (fractional last player) vs the median regular, the 90th-percentile regular and in share of all regulars’ rates; Gini across regulars. Luck benchmark: a gamma-Poisson prior per season, fitted separately for forwards and defencemen, shrinks each regular’s rate by his games; each season is replayed 2,000 times (seeded) at those rates with each player’s real games. Era means have 90% bootstrap ranges; era differences use 10,000-shuffle permutation tests and bootstrap ranges of the difference (a permutation p is the share of random shuffles of the seasons between the two eras that give a difference this large). The main charts and ranks start in 1931-32 because assists were sparse before: 14 earlier seasons averaged 0.58 assists per goal (0.42 in 1917-18; 1.05 in 1931-32).

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Not pre-registered: the hunch (gap shrank, then widened) came from the pitch, and the top-tier result was found while testing it, so it carries a placebo over every possible break year.

Every test we graded (About 20 comparisons in the body and show-the-work, with no formal correction. The two that carry the story (1980s vs 2000s leader gap; the top-tier rise) have p under 0.001 and 0.002, and the second also passes a placebo over 83 break years. The top-tier finding was found while testing the pitch, not set in advance.)
TestResultVerdict
The leader gap shrank from the 1980s to the 2000s1.62 → 1.18 (10 and 9 seasons), p under 0.001; luck removed and league-size-fair versions agreeHolds
The gap widened again in the McDavid era (2015-26 vs 2000s)+0.04 (90% range −0.03 to +0.11), p = 0.405; luck removed +0.05, p = 0.268; top-5% version +0.07, p = 0.269Fails: noise
Leader gap, 2010-15 vs 2020-261.28 vs 1.26, p = 0.818Flat
Big leader gaps since 1997-983 at 1.40+ (2000-01 Mario Lemieux, 43 of 82 games; 2010-11 Sidney Crosby, 41 of 82 games; 2020-21 Connor McDavid, 56 of 56 games); 6 of 28 seasons at or above the smallest 1980s gap (1.34)All short samples

More tests below

Rows 5–8 of 14
TestResultVerdict
Top 1% vs median regular rose (2010-15 vs 2020-26)3.21 → 3.78, +0.56 (90% +0.38 to +0.77), p = 0.002Holds
Placebo: is the 2020 break unusual?Change in the 6-season mean from 2020-21 vs the 6 before ranks 8th largest of 83 possible break years since 1937 (the leader gap’s ranks 21st)Top-tier rise unusual; leader gap not
Top-tier rise: robustnessTop 10 vs median +0.49 (p 0.002); regulars at 75% of schedule +0.58 (p 0.002); vs 90th percentile +0.14 (p 0.025); even strength only +0.22 (p 0.147)Holds; weaker at even strength
Inequality across all regulars roseGini 0.33 vs 0.33, p = 0.979No: the change is at the top

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Rows 9–12 of 14
TestResultVerdict
Top ten lean more on the power play than other regularsRatio 1.29 (2000s) → 1.51 (2015-26), p under 0.001; 1980s 1.25, p under 0.001Holds
Concentration tracks league scoringLeader gap vs goals per game: r = 0.45 in levels, 0.18 in season-to-season changes (since 1931-32); 0.68 in levels since 1967-68. Top 1% vs median: 0.25 levels, 0.07 changesShared long-run trend; weak year to year
Leader gaps persistLag-1 correlation 0.51 (n 93); leader leads again next season 9/31 (gap < 1.2), 13/35 (1.2-1.4), 15/27 (1.4+)Big gaps mostly talent
The replay model fitsObserved gap’s percentile within its replays averages 49.0 (50 expected); 4 seasons below the 5th, 0 above the 95thAdequate; slightly generous to big gaps (fitted in-sample)

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Rows 13–14 of 14
TestResultVerdict
2025-26: who was the true leader?Kucherov 43.4%, McDavid 36.8% of replaysClose to a coin flip
Early seasons (1917-18 to 1930-31)Leader gaps are noisy as well as goal-driven: Joe Malone’s 1917-18 (1.61, 25 regulars) repeats in only 47% of replays. Goals-only leader gap 1917-18 1.99; largest early points gaps: 1918-19 Newsy Lalonde 1.61; 1917-18 Joe Malone 1.61; 1922-23 Babe Dye 1.59; 1927-28 Howie Morenz 1.57Excluded from the body: sparse assists, small leagues

Frequently asked questions

What is the biggest margin in an NHL scoring race?

Wayne Gretzky’s 205 points in 1983-84 were 79 more than Paul Coffey’s 126, the largest first-to-second margin in NHL history. Per game, against the average of the next nine regulars, Gretzky’s 1983-84 (1.77 times) is also the biggest, and his 1981-82 to 1986-87 seasons hold the top six since 1931-32.

How does McDavid’s 153-point season compare with Gretzky’s?

McDavid’s 153 in 2022-23 were the most since 1995-96 and 25 more than Leon Draisaitl’s 128. Measured per game against the next nine regulars, his lead (1.35 times) ranks 35th of 94 seasons since 1931-32, below eight of Gretzky’s nine per-game titles from 1980-81 to 1990-91. This compares each player only with his own season, not across eras.

Who led the NHL in points in 2025-26?

Connor McDavid, with 138 points (48 goals), ahead of Nikita Kucherov (130 in 76 games) and Nathan MacKinnon (127). Kucherov had the higher rate per game, 1.71 to 1.68.

What is the lowest point total to lead the NHL?

Leaving out the short seasons, Jamie Benn’s 87 in 2014-15 is the lowest to lead the NHL since Gordie Howe’s 86 in 1962-63. The 48-game seasons had lower totals (Jaromir Jagr and Eric Lindros tied at 70 in 1994-95). By our per-game measure, 2014-15 was the tightest race since 1931-32.

Are the NHL’s top scorers further ahead of the rest than they used to be?

Of the typical player, yes, since about 2020. The top 1% of regulars averaged 3.78 times the median regular’s scoring rate in 2020-21 to 2025-26, up from 3.21 in 2010-11 to 2014-15. That is about the 1980s level. The single scoring leader has not pulled away from the other stars the way Gretzky and Lemieux did.

More in Standings and results

All How Hockey Changed research

Sources and method

  1. NHL stats (NHL.com), every season since 1917-18
  2. NHL stats API: skater season totals (points, goals, assists, points by strength), every season since 1917-18
  3. Hockey-Reference: Wayne Gretzky 1985-86 game log (April 6, 1986, at Vancouver)
  4. OilersNation: Gretzky sets the single-season points record (April 6, 2020)
  5. NHL.com: This date in NHL history, December 27 (Lemieux’s return, 2000)
  6. TSN: Stars’ Benn is historic Art Ross Trophy winner (April 12, 2015)
  7. NHL.com: McDavid wins Art Ross and Rocket Richard trophies (April 2023)
  8. NHL.com: McDavid wins Art Ross Trophy as the league’s top scorer (April 17, 2026)
  9. NHL API reference (community documentation of the stats endpoints)

Research and analysis, not betting advice. Past results do not guarantee future returns; bet only what you can afford to lose.