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Betting the NHL

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Introduction

Betting the NHL

This webpage is designed to assist casual hockey bettors. I analyze important betting strategies, including money line, over/under, and puck line, to identify the best opportunities for value. Additionally, I provide some interesting hockey stats for your enjoyment.

Data and Methodology

The following information encompasses every game that took place over four NHL seasons beginning with the 2017/18 timeframe. A total of 4,875 games were contested in these four periods. It is important to highlight that the season was reduced to 1,904 games as a result of the Covid pandemic. 2020/2021 season analyses for each season. The first three seasons had closely contested betting lines, likely influenced by Pinnacle Sports. The fourth season had more typical 20-cent lines. In my assessment of expected returns below, I aggregated overall returns from all data and utilized appropriate weighting to align the returns with the 4.54% expected using a 20-cent line, prevalent among most sportsbooks for hockey betting.

The data was purchased from Big Ball Data The upcoming three sections detail my evaluation of the three primary betting methods for hockey: the money line, over/under, and puck line.

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The NHL clash between the Florida Panthers and the Edmonton Oilers is anticipated to be exciting. Both teams have formidable offensive lines, showcasing high-scoring capabilities. Pay attention to key players such as Connor McDavid and Aleksander Barkov.
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Washington Capitals
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St Louis Blues
Tampa Bay Lightning
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Boston Bruins
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Money Line bets entail straightforward wagers on which team will come out on top. The following chart illustrates the expected returns when flat betting on all underdogs, favorites, and selections (with both teams having an equal probability of winning). As indicated by research into other sports, underdogs tend to present better value, showing a house edge of 2.73% less than that of favorites.
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Money Line bets entail straightforward wagers on which team will come out on top. The following chart illustrates the expected returns when flat betting on all underdogs, favorites, and selections (with both teams having an equal probability of winning). As indicated by research into other sports, underdogs tend to present better value, showing a house edge of 2.73% less than that of favorites.
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Money Line bets entail straightforward wagers on which team will come out on top. The following chart illustrates the expected returns when flat betting on all underdogs, favorites, and selections (with both teams having an equal probability of winning). As indicated by research into other sports, underdogs tend to present better value, showing a house edge of 2.73% less than that of favorites.
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Money Line bets entail straightforward wagers on which team will come out on top. The following chart illustrates the expected returns when flat betting on all underdogs, favorites, and selections (with both teams having an equal probability of winning). As indicated by research into other sports, underdogs tend to present better value, showing a house edge of 2.73% less than that of favorites.
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Money Line bets entail straightforward wagers on which team will come out on top. The following chart illustrates the expected returns when flat betting on all underdogs, favorites, and selections (with both teams having an equal probability of winning). As indicated by research into other sports, underdogs tend to present better value, showing a house edge of 2.73% less than that of favorites.
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Money Line bets entail straightforward wagers on which team will come out on top. The following chart illustrates the expected returns when flat betting on all underdogs, favorites, and selections (with both teams having an equal probability of winning). As indicated by research into other sports, underdogs tend to present better value, showing a house edge of 2.73% less than that of favorites.
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Money Line bets entail straightforward wagers on which team will come out on top. The following chart illustrates the expected returns when flat betting on all underdogs, favorites, and selections (with both teams having an equal probability of winning). As indicated by research into other sports, underdogs tend to present better value, showing a house edge of 2.73% less than that of favorites.
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Money Line bets entail straightforward wagers on which team will come out on top. The following chart illustrates the expected returns when flat betting on all underdogs, favorites, and selections (with both teams having an equal probability of winning). As indicated by research into other sports, underdogs tend to present better value, showing a house edge of 2.73% less than that of favorites.
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Money Line bets entail straightforward wagers on which team will come out on top. The following chart illustrates the expected returns when flat betting on all underdogs, favorites, and selections (with both teams having an equal probability of winning). As indicated by research into other sports, underdogs tend to present better value, showing a house edge of 2.73% less than that of favorites.
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Out of the 4,875 games examined in the last four seasons, home teams won 2,627 times (53.9%), while visiting teams were victorious in 2,248 games (46.1%). The subsequent table will provide detailed insights on how money line bets fared.

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More odds More odds
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More odds 96.82% 3.18%
More odds 94.09% 5.91%
More odds 95.45% 4.55%
More odds 95.45% 4.55%

The next table analyzes betting outcomes concerning totals. Unsurprisingly, bets placed on the under performed better, boasting a house edge that is 1.67% more favorable than those placed on the over. This isn't unexpected since bets on the under generally succeed more than the over across all sports I've researched.

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The Puck Line functions similarly to the Run Line in baseball, establishing a point spread that is always set at 1.5. The favorite teams concede 1.5 goals, while the underdogs are granted the same advantage. The subsequent table reveals that the house edge when betting on the underdog is 1.61% lower compared to wagering on the favorite team.

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I should note the extensive time I dedicated to researching puck line bets, searching for value while assuming the fairness of money line bets. To summarize, I believe sportsbooks effectively set puck lines accurately.

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More odds More odds
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More odds
More odds 96.26% 3.74%
More odds 94.65% 5.35%
More odds 95.45% 4.55%

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More odds The following table outlines the average goals scored by both period and overtime for regular season and playoff games.

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100 More odds

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100 More odds

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100 More odds

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50 More odds

250$

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I believe it is crucial to evaluate these separately because there is a motive to push toward overtime in regular season matches. Specifically, if a game is resolved after three periods, the winning team gets two points, while the losing team earns none. In contrast, if the decision comes in overtime, the winning team gains two points, and the losing team receives one. Overtime is always played in sudden death, meaning the first to score wins. Data indicates that the likelihood of entering overtime in regular season games is 22.57%, dropping to 20.89% during playoffs.

The following table illustrates the probability distribution of all potential goal counts scored per period by a single team.

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More odds More odds
More odds
More odds More odds
1 1.7260 1.5300 1.7106
2 2.0100 1.9530 2.0055
3 2.0151 1.9008 2.0062
More odds 0.2257 0.2089 0.2244
More odds 5.9768 5.5927 5.9467

Similarly, this table presents the probability distribution concerning the total number of goals scored per period across both teams combined.

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0 42.02% 36.04% 37.08%
1 37.01% 37.84% 35.67%
2 15.59% 17.94% 19.22%
3 4.39% 6.50% 6.22%
4 0.81% 1.41% 1.56%
5 0.17% 0.24% 0.23%
6 0.01% 0.03% 0.03%
7 0.00% 0.01% 0.00%
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The subsequent table presents data on the goals scored by home teams compared to road teams over the four seasons starting in 2017.

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0 17.68% 12.80% 12.21%
1 30.75% 26.38% 26.87%
2 26.77% 28.35% 28.33%
3 15.77% 18.65% 19.43%
4 6.58% 9.39% 8.88%
5 1.78% 3.16% 2.81%
6 0.51% 0.82% 1.15%
7 0.06% 0.37% 0.29%
8 0.06% 0.08% 0.04%
9 0.02% 0.00% 0.00%
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Total Goals Scored by Home Teams against Road Teams

Here is a summary of the number of goals scored by winning teams against losing teams across the four seasons that commenced in 2017.

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0 1 2 3 4 5 6 7 8 9 50% up to
0 0 40 46 88 61 20 9 0 0 0 264
1 51 0 214 129 178 70 23 10 4 1 680
2 49 227 0 334 151 130 41 18 2 0 952
3 96 168 336 0 278 96 56 18 7 0 1055
4 68 180 191 274 0 128 24 20 2 0 887
5 32 97 223 89 106 0 34 6 4 0 591
6 11 44 56 93 38 35 0 5 0 1 283
7 6 25 20 31 20 7 6 0 0 0 115
8 2 2 10 6 7 6 2 1 0 0 36
9 1 1 2 4 2 0 0 0 0 0 10
10 0 2 0 0 0 0 0 0 0 0 2
€/$200 316 786 1098 1048 841 492 195 78 19 2 4875

Goals Scored by Winning Teams against Losing Teams

This table displays the count of victory margins and their probabilities over the four seasons starting in 2017.

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0 1 2 3 4 5 6 7 8 9 More odds
0 0 0 0 0 0 0 0 0 0 0 0
1 91 0 0 0 0 0 0 0 0 0 91
2 95 441 0 0 0 0 0 0 0 0 536
3 184 297 670 0 0 0 0 0 0 0 1151
4 129 358 342 552 0 0 0 0 0 0 1381
5 52 167 353 185 234 0 0 0 0 0 991
6 20 67 97 149 62 69 0 0 0 0 464
7 6 35 38 49 40 13 11 0 0 0 192
8 2 6 12 13 9 10 2 1 0 0 55
9 1 2 2 4 2 0 1 0 0 0 12
10 0 2 0 0 0 0 0 0 0 0 2
More odds 580 1375 1514 952 347 92 14 1 0 0 4875

The following table provides various statistics per game for both away and home teams, along with the overall totals.

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More odds More odds More odds
1 2,069 42.44%
2 996 20.43%
3 1,095 22.46%
4 451 9.25%
5 172 3.53%
6 71 1.46%
7 14 0.29%
8 4 0.08%
9 3 0.06%
More odds 4,875 100.00%

Miscellaneous Statistics — Home vs. Away

In this table, you will find assorted game statistics for both regular season contests and playoff matches, together with their cumulative totals.

More odds More odds More odds More odds
More odds 384.95 379.46 764.41
More odds 30.56 31.87 62.43
More odds 11.36 12.16 23.52
More odds 14.34 13.90 28.24
More odds 4.68 5.16 9.84
More odds 7.47 8.22 15.70
More odds 3.58 3.34 6.92
More odds 8.47 7.92 16.40
More odds 22.37 23.29 45.66
More odds 6.32 7.97 14.29
More odds 7.95 10.56 18.52
More odds 28.42 29.93 58.35
More odds 29.93 28.42 58.34

Miscellaneous Statistics — Regular Season Compared to Playoffs

*: It’s important to clarify that a point differs from a goal; players can earn points for assists in creating goals. During the four NHL seasons starting in 2017, the average ratio of points to goals was 2.64.

More odds More odds
More odds
More odds More odds
More odds 759.22 825.24 764.41
More odds 62.40 62.79 62.43
More odds 23.48 23.95 23.52
More odds 27.92 31.91 28.24
More odds 9.88 9.34 9.84
More odds 15.76 14.93 15.70
More odds 6.85 7.77 6.92
More odds 16.16 19.18 16.40
More odds 43.74 68.15 45.66
More odds 14.28 14.39 14.29
More odds 18.32 20.89 18.52
More odds 58.29 59.09 58.35

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This table displays how the goals-to-shots-on-goal ratio breaks down through different metrics.

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Money Line Money Line Bets in the NHL
Bet on 9.29%
Expected 9.75%
Return 9.58%
House 8.91%
Edge 9.52%

Underdog

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Puck Line Puck Line Bets in the NHL
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Number of Goals per Team by Period