Data Exploration: Goals and Shots
Enough with the poetry already! Time to dig in some numbers!
Inspired and enabled by mc79hockey and his data-grabbing wizardry, I decided to get a bit nerdy and start playing with NHL.com official stats. Specifically, I took a look at Anaheim's regular season and their shots-on-goal. (I pulled empty-net goals, because I think the point I want to make about this is really about goalies and not about empty nets.)
First off, here are these Duck goals sliced by shot type, as tracked by NHL.com. I don’t know why the Ducks didn’t score any (or try many) wrap-around goals, but I can’t think of an incident off-hand to say that this data is wrong.
| Shot Type | Goals | Shots | Percentage |
|---|---|---|---|
Slap | 83 | 1,110 | 7.48% |
Wrist | 61 | 637 | 9.58% |
Snap | 38 | 382 | 9.95% |
Backhand | 20 | 258 | 7.75% |
Tip-In | 39 | 154 | 25.32% |
Wrap-Around | 0 | 34 | 0.00% |
Total | 241 | 2,575 | 9.36% |
Next comes distance, as measured in feet. Andy Grabia at BoA has noted in a rather long post that this distance is measured from the back boards, not the goal line. Whatever, the point is that it is measured.
| Distance (feet) | Goals | Shots | Percentage |
|---|---|---|---|
0 - 12 | 62 | 282 | 21.99% |
13 - 24 | 106 | 745 | 14.23% |
25 - 36 | 31 | 519 | 5.97% |
37 - 48 | 24 | 508 | 4.72% |
49 - 60 | 16 | 410 | 3.90% |
61 + | 2 | 111 | 1.80% |
Total | 241 | 2,575 | 9.36% |
I didn’t bother separating 5-0n-3 or 4-on-4 or any other such useful nonsense, but here’s the layman’s take on man-advantages.
| Strength | Goals | Shots | Percentage |
|---|---|---|---|
PP | 87 | 601 | 14.48% |
ES | 146 | 1,848 | 7.90% |
SH | 8 | 126 | 6.35% |
Total | 241 | 2,575 | 9.36% |
Measuring time elapsed is trickier, and certainly has kinks. This 'rebound' tracker really just tracks the time elapsed (a) from the start of the period, or (b) from the last shot taken. I also failed to do some useful stuff like think about stoppages in play, but the point really is about rebounds.
| Time Since Last Shot | Goals | Shots | Percentage |
|---|---|---|---|
within 3 seconds | 35 | 97 | 36.08% |
within 30 seconds | 73 | 675 | 10.81% |
within 60 seconds | 43 | 497 | 8.65% |
more than 1 minute | 90 | 1,306 | 6.89% |
Total | 241 | 2,575 | 9.36% |
And for sure, it’s separable by shooter, of which here’s a glimpse:
| Shooter | Goals | Shots | Percentage |
|---|---|---|---|
Teemu Selanne | 38 | 265 | 14.34% |
Andy McDonald | 34 | 229 | 14.85% |
Other Forwards | 138 | 1,430 | 9.65% |
Scott Niedermayer | 13 | 181 | 7.18% |
Francois Beauchemin | 8 | 121 | 6.61% |
Other Defensemen | 10 | 349 | 2.87% |
Total | 241 | 2,575 | 9.36% |
This last one took me a little while, as I still depend on some manual-ish data manipulation, but I tracked what the score was at the time of each shot.
| Anaheim Margin | Goals | Shots | Percentage |
|---|---|---|---|
Down by 2 or more | 32 | 293 | 10.92% |
Down by 1 | 49 | 538 | 9.11% |
Tie Game | 89 | 1,004 | 8.86% |
Up by 1 | 41 | 437 | 9.38% |
Up by 2 or more | 30 | 303 | 9.90% |
Total | 241 | 2,575 | 9.36% |
So my point is really not about shots, but about saves and save quality. A Selanne power play tip-in is not the same as a Vishnevski short-handed wrap-around, and a good system to really measure goalies and their save percentages should include probably all six of these factors.
“But Sleek! All you’ve done is show me singular cuts of one team’s data. Isn’t there some correlation going on here, and wouldn’t it be more statistically relevant to run this for 30 teams?”
Yeah, yeah, those are future posts, when I can kind of work out the kinks in my dinosaurish data skills. But I’m getting it going, boys.
Maybe you’re looking at a future Islanders G.M.


(Burke: you trade Pahlsson or Vishnevski, and part of me will kill part of you. Just sayin'.)















Feel free to contribute your own nickname suggestions, both from Ducks fans and Duck haters. Best suggestion gets a conditional first-round pick.




What a year to be a Ducks fan! The NHL, wanting more love, changed its game and its image in order to appeal to non-fans, and Anaheim, also wanting more love, alienated its past in order to also appeal to non-fans! Yay for the non-fans, who continue to outmuscle the existing fanbase once again! Thanks for teaching me again the hard lesson of irrelevance.

