Wednesday, September 30, 2009

Percentages

There are two ways to win hockey games. Option A is outshooting the other team and winning through a greater volume of scoring chances. Option B is playing even or getting outshot and relying on superior percentages to end up ahead on the scoreboard.

In the long run, teams that outshoot generally have a better chance to achieve success. Over the course of a single season, however, it can be the team that rides a hot streak in terms of percentages that ends up on top of the standings.

The problem with outshooting numbers are that they are often skewed by the score (see JLikens' preview of the Colorado Avalanche for a more detailed explanation of how the score affects shot results). This effect is especially large in the third period, where teams like Colorado and Toronto had strong outshooting results because most of the time they were losing the hockey game. On the flip side, top teams like Detroit and San Jose noticeably shut it down in the third period, trading off some of their outshooting advantage to lower the overall number of scoring chances and increase the likelihood of preserving their lead.

To avoid being misled by the score effects, it is likely better for predictive purposes to look at the data set from the first and second periods only. Using the data from the Hockey Summary Project, I separated out each team's performance in the first and second periods only over the last two seasons. The teams are ranked in order of the projected number of points they could be expected to put up if they record the same shot for/against ratio, shooting percentage and save percentage in the first two periods in 2009-10.

RankTeamProj PtsSF/SASh%Sv%
1.Detroit1131.428.8%.902
2.San Jose1091.268.8%.910
3.Boston1040.979.6%.920
4.Montreal1030.9110.6%.916
5.New Jersey1021.098.4%.920
6.Chicago1001.059.7%.909
7.Pittsburgh990.9310.3%.914
7.Dallas991.0410.1%.905
9.Washington971.149.0%.904
10.Minnesota960.889.7%.920
10.Florida960.918.5%.928
10.Buffalo961.049.3%.909
13.N.Y. Rangers941.147.6%.916
14.Vancouver920.969.4%.912
15.Ottawa910.989.5%.908
16.Philadelphia900.899.9%.912
16.Carolina901.108.6%.905
18.Anaheim890.989.0%.911
19.St. Louis880.979.2%.908
20.Calgary871.019.3%.903
21.Edmonton830.8210.3%.909
22.Phoenix820.938.5%.914
22.Colorado821.038.7%.901
24.Columbus811.107.7%.906
24.Tampa Bay810.969.1%.904
26.Nashville770.978.3%.907
27.Los Angeles750.978.6%.901
28.Toronto731.058.5%.891
29.N.Y. Islanders720.947.7%.911
30.Atlanta670.799.5%.903

These numbers are not meant to be exact predictions, just historical data. Many teams have turned over much of their rosters and/or coaching staffs since 2007-08, which may mean that some of the numbers aren't very useful for assessing the 2009-10 squads. However, the SF/SA ratio should still have some value in predicting results. The correlation between SF/SA over the first two periods in 2007-08 compared to 2008-09 was 0.79. If a team is returning most of its key players and has the same coach or a similar coaching philosophy there is good reason to expect a similar SF/SA in 2009-10.

The numbers for Detroit and San Jose show the advantage of majorly outshooting the opposition. Detroit demonstrated last year during Chris Osgood's early-season struggles that they could win despite weak goaltending. As long as the Red Wings and Sharks continue to pepper opposing goalies with shots they will win games even with mediocre percentages. In contrast, Edmonton and Atlanta will have almost no chance of making the playoffs unless they drastically improve their territorial play, because it is very hard to compensate for the handicap of facing 20% more shots against.

This chart allows us to see the teams that are relying on percentages rather than outshooting for their success. These teams are more likely to be susceptible to large swings in the standings depending on the luck of their shooters/goaltenders. For example, Montreal's fall from Conference Champs in 2008 to 8th seed in the 2009 playoffs was almost entirely driven by percentages (while Boston's ascent was also pretty much the same story, in reverse). Along with the Habs, Pittsburgh, Minnesota, Florida and Philadelphia are the teams that have been most dependent on having the percentages in their favour.

I'd expect Pittsburgh to be a better outshooting team this year, based on the way they performed late in the season and in the playoffs under Dan Bylsma. If they are they should finish at or near the top of the Eastern Conference.

Philadelphia could also see their outshooting numbers rise in 2009-10 because of additions and the continued maturation of some of their young stars, although I expect a drop in team save percentage might very well wipe out some of those gains. The Flyers are a popular pick among many pundits heading into this season, but I'm not sure they are an elite team yet. However, these numbers might also be selling Philadelphia a bit short, given that they are for the first two periods only and the Flyers were a strong third period team over the last two seasons.

On the other hand, there are several teams that have been outshooting the opposition but have not had as much luck with the percentages. These teams include the New York Rangers, Carolina, Columbus, and Toronto. We saw with both Carolina and Columbus in the second half of 2008-09 what happens when an outshooting team goes from poor percentages to good percentages. The improved goaltending of Cam Ward and better Blue Jacket shooting took both teams into the playoffs. If Columbus continues to improve their scoring ability they could move into the second tier of good teams in the Western Conference, behind Detroit and San Jose.

The Toronto Maple Leafs are an interesting team, since goaltending was the glaring problem that played a big role in sinking their last two seasons. The Leafs were .010 behind every other team in save percentage, which naturally meant they usually were playing from behind. League average goaltending this season probably makes Toronto a playoff contender. It appears the hopes of Leaf fans are riding on the shoulders of Vesa Toskala, or, perhaps more likely, Swedish rookie Jonas Gustavsson.

The other team that was held back by goaltending in 2008-09 was the Dallas Stars. Marty Turco is past his prime but he is still likely to be better this season, and the Stars should be back in the playoff picture.

The Buffalo Sabres have looked like a playoff team in terms of their underlying numbers for the past two seasons. They are slightly above average in all three of shot ratio, shooting percentage and save percentage. Unless somebody has a better explanation I'm inclined to attribute their lack of playoff qualification to bad luck, and the Sabres should have a good shot at returning to the postseason.

I'd say that Edmonton, Phoenix and Colorado are unlikely to make the playoffs in the West. In the East it should be safe to write off the Islanders, and Atlanta is facing a steep uphill climb unless they get some major improvement from their young players. Other than that the picture looks pretty wide open. The elite teams should end up at the top of their respective conferences again (Detroit, San Jose, Chicago, Pittsburgh, Washington), but percentages will play a big role in determining which of the rest of the teams get a chance to play for the Cup.

6 comments:

  1. Interesting stuff.

    Is the spread in 1st and 2nd period shot ratio at the team level wider than the spread in overall shot ratio?

    I suspect that it would be.

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  2. The spread is wider, yes, because the top teams see their shot ratio drop and the worst teams see their shot ratio rise in the third period.

    e.g.

    DET: 1.42, 1.30 in 3rd
    SJS: 1.26, 1.14 in 3rd
    ATL: 0.79, 0.84 in 3rd
    EDM: 0.82, 0.94 in 3rd
    PHI: 0.89, 0.95 in 3rd

    Overall Detroit's the best at 1.38 and Atlanta's the worst at 0.81.

    ReplyDelete
  3. I forgot to also mention that special teams are a factor in some of these results. Carolina, for example, likely derives much of its outshooting advantage from spending a lot more time on the power play than on the penalty kill.

    ReplyDelete
  4. In that case, I suppose that including the 3rd period data only obscures the results.

    This method likely has some application in terms of team evaluation in older seasons (pre ~2000), where detailed play-by-play information is lacking, but where information on shot totals by period remains available.

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  5. I know it is early, but Craig Anderson has certainly looked like a legit NHL starter in his first two games for the Avalanche (They faced Sharks and Canucks). Looks like your summation that he was ready to be a number one may be on the money.

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  6. Excellent post, CG. I meant to respond in detail but ran out of time. I've used your numbers here to do a little background research which might eventually be the basis for a post on the Copper & Blue. I'll ensure credit is given where due when the time comes.

    ReplyDelete