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Recent discoveries have allowed for time on ice, quality of teammate and quality of competition to be estimated from goal events while a player is on the ice. While metrics based off of goals over shot attempts are far less accurate and more vulnerable to variance, they are still useful for leagues where shot metrics are unavailable. They allow for some add information, especially for fans who are unable to watch the farm team often.
Here are some numbers generously donated by Josh Weissbock.
Estimated Ice Time
Forwards
Name | Number | Pos | GP | ES TOI | PP TOI | PK TOI | TOI |
Eric O`Dell | 14 | C | 42 | 7.33 | 6.59 | 3.18 | 17.10 |
Jason Jaffray | 15 | LW | 76 | 7.02 | 5.97 | 3.20 | 16.19 |
Andrew Gordon | 10 | RW | 76 | 6.75 | 5.39 | 2.72 | 14.85 |
Kael Mouillierat | 21 | LW | 60 | 6.50 | 6.64 | 2.63 | 15.77 |
Carl Klingberg | 48 | LW | 65 | 6.47 | 2.56 | 1.31 | 10.33 |
JC Lipon | 34 | RW | 70 | 6.15 | 2.53 | 2.60 | 11.29 |
John Albert | 16 | C | 63 | 5.70 | 5.62 | 6.75 | 18.07 |
Kyle MacKinnon | 19 | C | 71 | 5.49 | 1.72 | 4.62 | 11.82 |
Jerome Samson | 17 | RW | 68 | 5.43 | 6.51 | 1.79 | 13.73 |
Adam Lowry | 47 | C | 64 | 5.29 | 2.25 | 3.80 | 11.33 |
Josh Lunden | 42 | LW | 23 | 4.90 | 3.37 | 1.06 | 9.33 |
Blair Riley | 25 | RW | 71 | 4.33 | 0.62 | 1.20 | 6.15 |
Patrice Cormier | 28 | C | 61 | 4.20 | 2.54 | 3.38 | 10.13 |
Austen Brassard | 50 | RW | 29 | 2.83 | 0.00 | 0.42 | 3.25 |
Ryan Schnell | 38 | LW | 39 | 1.05 | 0.85 | 0.31 | 2.22 |
TOI numbers estimated from on-ice goal data tends to under estimate for low TOI players and over estimate for large TOI players. Best is to look at trends than the individual numbers.
* AHL veterans Jaffray, Gordon, Mouillierat, Albert and Samson played major roles eating a large majority of the minutes. Three of these players will not be returning so it will be interesting to see if Kevin Cheveldayoff and Craig Heisinger replace them with new AHL veterans or start a youth movement.
* O`Dell, Albert, and MacKinnon received significant ice time centring in the top six as the IceCaps wanted to continue sheltering Lowry on the third line. O`Dell and Albert were usually the two top 6 pivots; however, MacKinnon was usually the choice to go into the top 6 when the other two were called up to the main squad.
* For Jets property, Lipon was given a lot off responsibility despite being a rookie. His superior skating to Lowry allowed for a quicker and smother transition into pro.
* With all 3 of Albert, O`Dell and MacKinnon returning -and only O`Dell with a large shot in making the main team- it will be interesting to see whether Lowry will pass any of these players for TOI. This may be an area of conflict between Heisinger and Cheveldayoff.
Defensemen
Name | Number | Pos | GP | ES TOI | PP TOI | PK TOI | TOI |
Zach Redmond | 24 | D | 40 | 9.74 | 5.81 | 3.34 | 18.90 |
Brenden Kichton | 8 | D | 76 | 9.04 | 5.68 | 2.24 | 16.96 |
Ben Chiarot | 18 | D | 65 | 8.20 | 2.38 | 4.11 | 14.70 |
Julian Melchiori | 44 | D | 50 | 7.38 | 1.77 | 5.83 | 14.99 |
Will O`Neill | 27 | D | 68 | 7.09 | 5.70 | 2.32 | 15.11 |
Jordan Hill | 29 | D | 68 | 5.58 | 0.98 | 5.54 | 12.09 |
Kris Fredheim | 7 | D | 48 | 5.56 | 2.31 | 4.55 | 12.42 |
Cody Lampl | 32 | D | 38 | 3.51 | 0.58 | 2.56 | 6.65 |
TOI numbers estimated from on-ice goal data tends to under estimate for low TOI players and over estimate for large TOI players. Best is to look at trends than the individual numbers.
* While the forward core was predominately carried by a veteran lineup, the IceCaps defense was carried by many of the Jets (then) prospects. (Best wishes to Zach Redmond)
* Kichton, Chiarot, and Melchiori played some heavy minutes and were used pretty much in all situations.
Estimated Usage
Forwards
Name | QoC | "Toughness" Rank | QoT | "Toughness" Rank | Average |
Austen Brassard | 49.20 | 3 | 54.40 | 2 | 2.5 |
John Albert | 49.91 | 2 | 57.12 | 4 | 3.0 |
Ryan Schnell | 48.91 | 5 | 53.27 | 1 | 3.0 |
Kael Mouillierat | 50.16 | 1 | 57.52 | 8 | 4.5 |
Patrice Cormier | 48.54 | 7 | 57.14 | 5 | 6.0 |
Adam Lowry | 48.32 | 8 | 57.20 | 6 | 7.0 |
Andrew Gordon | 48.19 | 9 | 57.45 | 7 | 8.0 |
Eric O`Dell | 48.94 | 4 | 58.92 | 14 | 9.0 |
Josh Lunden | 45.30 | 15 | 56.36 | 3 | 9.0 |
Kyle MacKinnon | 48.61 | 6 | 58.10 | 13 | 9.5 |
Jason Jaffray | 47.60 | 11 | 57.54 | 9 | 10.0 |
Blair Riley | 47.72 | 10 | 57.93 | 11 | 10.5 |
JC Lipon | 47.56 | 12 | 57.88 | 10 | 11.0 |
Jerome Samson | 47.51 | 13 | 58.05 | 12 | 12.5 |
Carl Klingberg | 46.71 | 14 | 59.08 | 15 | 14.5 |
* Some issues with the data can be seen with players who had a strong tendency to play with each other having very different values: for example, Jaffray and Gordon were hardly ever separated. I'm not certain how much information we can gain from individuals in that case.
* I did take averages of each line for the IceCaps most common lineup when all regulars were healthy, and the results more along the line of expectations. From highest to lowest QoC the lines went: Mouillierat-O`Dell-Klingberg; (almost tied for 1st) Jaffray-Albert-Gordon; Samson-Lowry-Lipon; Cormier-MacKinnon-Riley
Name | QoC | "Toughness" Rank | QoT | "Toughness" Rank | Average |
Cody Lampl | 51.79 | 1 | 54.9 | 1 | 1.0 |
Jordan Hill | 48.19 | 6 | 56.0 | 2 | 4.0 |
Brenden Kichton | 47.33 | 7 | 57.4 | 3 | 5.0 |
Kris Fredheim | 50.13 | 2 | 57.6 | 4 | 3.0 |
Julian Melchiori | 48.49 | 5 | 57.7 | 5 | 5.0 |
Will O`Neill | 48.58 | 4 | 58.0 | 6 | 5.0 |
Ben Chiarot | 49.24 | 3 | 58.8 | 7 | 5.0 |
Zach Redmond | 46.28 | 8 | 59.6 | 8 | 8.0 |
* The IceCaps defensive core suffered through quite a few injuries and also they dressed 7 defensemen quite regularly, making these numbers a bit of a dog's breakfast. I do however find the QoC a bit upside down from what I had expected.
Goal Differential and Relative Goal Differential
Forwards
On-ice | Off-ice | |||||||
Name | GP | GF | GA | GF% | GF | GA | GF% | ΔGF% |
Eric O`Dell | 42 | 30 | 16 | 65.2% | 56 | 42 | 57.1% | 8.07% |
Carl Klingberg | 65 | 41 | 25 | 62.1% | 101 | 80 | 55.8% | 6.32% |
Blair Riley | 71 | 30 | 17 | 63.8% | 126 | 93 | 57.5% | 6.30% |
Kyle MacKinnon | 71 | 38 | 25 | 60.3% | 117 | 84 | 58.2% | 2.11% |
Jason Jaffray | 76 | 52 | 36 | 59.1% | 112 | 84 | 57.1% | 1.95% |
Kael Mouillierat | 60 | 38 | 30 | 55.9% | 82 | 67 | 55.0% | 0.85% |
JC Lipon | 72 | 44 | 32 | 57.9% | 114 | 82 | 58.2% | -0.27% |
Jerome Samson | 68 | 36 | 25 | 59.0% | 117 | 80 | 59.4% | -0.37% |
Andrew Gordon | 76 | 50 | 39 | 56.2% | 114 | 81 | 58.5% | -2.28% |
John Albert | 63 | 35 | 30 | 53.8% | 98 | 75 | 56.6% | -2.80% |
Adam Lowry | 64 | 33 | 28 | 54.1% | 103 | 75 | 57.9% | -3.77% |
Patrice Cormier | 61 | 25 | 21 | 54.3% | 104 | 72 | 59.1% | -4.74% |
Josh Lunden | 23 | 11 | 9 | 55.0% | 49 | 31 | 61.3% | -6.25% |
Austen Brassard | 29 | 8 | 8 | 50.0% | 57 | 39 | 59.4% | -9.38% |
Ryan Schnell | 39 | 4 | 8 | 33.3% | 69 | 51 | 57.5% | -24.17% |
Remember, these numbers are just ES goal differentials, so basically a slightly better (or really, a slightly less terrible) plus/minus.
* You'll notice a lot of players with some pretty high numbers. This is because the IceCaps played with strong goaltending. Michael Hutchinson, Eddie Pasquale, and Tyler Beskorowany all had very high regular season save percentages.
* There's not much to make of these numbers due to the sample size, although it is interesting how they all fell into place.
* Ryan Schnell (a personal favourite of Arby's) is the most intriguing for results, especially given that he only saw 12 even strength goal events while he was on the ice despite playing over 39 games.
Defense
On-ice | Off-ice | |||||||
Name | GP | GF | GA | Gf% | GF | GA | Gf% | ΔGF% |
Ben Chiarot | 65 | 52 | 30 | 63.4% | 81 | 68 | 54.4% | 9.05% |
Zach Redmond | 40 | 38 | 19 | 66.7% | 53 | 37 | 58.9% | 7.78% |
Julian Melchiori | 50 | 36 | 24 | 60.0% | 75 | 61 | 55.1% | 4.85% |
Will O`Neill | 68 | 47 | 32 | 59.5% | 102 | 78 | 56.7% | 2.83% |
Kris Fredheim | 48 | 26 | 19 | 57.8% | 72 | 55 | 56.7% | 1.08% |
Brenden Kichton | 76 | 67 | 51 | 56.8% | 97 | 69 | 58.4% | -1.65% |
Jordan Hill | 68 | 37 | 38 | 49.3% | 108 | 68 | 61.4% | -12.03% |
Cody Lampl | 38 | 13 | 16 | 44.8% | 70 | 52 | 57.4% | -12.55% |
Remember, these numbers are just ES goal differentials, so basically a slightly better (or really, a slightly less terrible) plus/minus.
* I've noted before that there is a lot of evidence out there that leads me to believe the Jets' managerial opinions are influenced by direct results and on-ice percentages. Ben Chiarot was a player who was nearly an afterthought last summer and this year Heisinger talked about how Chiarot may make noise at camp. Ben Chiarot's ES shot production is very similar to previous seasons, as is his point production if you normalize his sh% between the two seasons. What seems to have changed (dramatically) is his plus/minus...
* Although, counter to my previous hypothesis, the IceCaps extended Jordan Hill into next season.
Production
Forwards
Name | G/GP | A/GP | P/GP | SOG/GP | Sh% |
Jerome Samson | 0.40 | 0.43 | 0.82 | 3.15 | 12.6% |
Eric O'Dell | 0.40 | 0.60 | 1.00 | 2.95 | 13.7% |
Carl Klingberg | 0.34 | 0.31 | 0.65 | 2.74 | 12.4% |
Kael Mouillierat | 0.33 | 0.55 | 0.88 | 2.58 | 12.9% |
Andrew Gordon | 0.30 | 0.45 | 0.75 | 2.41 | 12.6% |
John Albert | 0.44 | 0.27 | 0.71 | 2.30 | 19.3% |
Jason Jaffray | 0.24 | 0.54 | 0.78 | 1.96 | 12.1% |
Josh Lunden | 0.26 | 0.17 | 0.43 | 1.87 | 14.0% |
Patrice Cormier | 0.15 | 0.28 | 0.43 | 1.74 | 8.5% |
Adam Lowry | 0.27 | 0.25 | 0.52 | 1.69 | 15.7% |
J.C. Lipon | 0.13 | 0.44 | 0.57 | 1.56 | 8.0% |
Kyle MacKinnon | 0.17 | 0.38 | 0.55 | 1.49 | 11.3% |
Blair Riley | 0.10 | 0.20 | 0.30 | 0.96 | 10.3% |
Austen Brassard | 0.10 | 0.07 | 0.17 | 0.83 | 12.5% |
Ryan Schnell | 0.03 | 0.00 | 0.03 | 0.69 | 3.7% |
* Samson, O`Dell, Klingberg, Mouillierat and Gordon all produced the majority of the IceCaps shot volume. Three will not be returning next season while the other two may or may not, depending on fall camp.
* Lipon and MacKinnon have always been more passing type forwards, so their low shot production is understandable, but Cormier, Lowry and Brassard are known shooters and will need to increase their volume.
Defense
Name | G/GP | A/GP | P/GP | SOG/GP | Sh% |
Zach Redmond | 0.15 | 0.48 | 0.63 | 3.05 | 4.9% |
Will O'Neill | 0.13 | 0.38 | 0.51 | 1.57 | 8.4% |
Brenden Kichton | 0.13 | 0.50 | 0.63 | 1.49 | 8.8% |
Ben Chiarot | 0.09 | 0.22 | 0.31 | 1.43 | 6.5% |
Jordan Hill | 0.00 | 0.18 | 0.18 | 1.12 | 0.0% |
Julian Melchiori | 0.02 | 0.20 | 0.22 | 1.08 | 1.9% |
Kris Fredheim | 0.02 | 0.08 | 0.10 | 1.06 | 2.0% |
* Redmond's shot volume is extremely impressive, especially given that he is not known as an "offense only" type defender.
* Ben Chirot's shot production took a leap over last season with the added power play time.
* Melchiori's shot volume has interesting followed nearly the exact same development curve as Chiarot, although Melchiori's shot production is slightly greater at the same point in development.
Finale
I left most of the observations and analysis to a minimum. Let's here your thoughts and observations in the comments section.