DIGR: A Defense Independent Rating of NHL Goaltenders using Spatially Smoothed Save Percentage Maps
1. DIGR: A Defense Independent Rating of NHL Goaltenders using Spatially Smoothed Save Percentage Maps Michael E. Schuckers* St. Lawrence UniversityStatistical Sports Consultingschuckers@stlawu.edu *Thanks to Chris Wells, Ken Krzywicki, Dan Downs, Dennis Lock, Matt Generous
2. 2009-10 Save Percentage Goalie Gi Team Pts Brodeur (NJD) 0.916 103* Luongo (VAN) 0.913 103* Turco (DAL) 0.913 88 Ward (CAR) 0.916 80 * Made Stanley Cup playoffs
3. Gi= Problem: Each goalie faces different distribution of shots Goal of this paper Find statistical methodology to allow comparison Save Percentage
4. Rethinking Save Percentage s=shot type Pi(s) Ri(s) Xi(s) = Number of saves by goalie ion shots of type s Ti(s) = Total number of shots faced by goalie ion shots of type s Pi(s) = performance (save percentage) of goalie ion shot type s Ri(s) = percent/rate of all shots for goalie ithat were of type s
5. Rethinking Save Percentage Save Percentage Convert to`R(s) the league average distribution of shots faced
6. Data Downloaded from ESPN.com GameCast Every NHL regular season game 09-10 Goalie (x,y) location of ( n= )74300 shots Opponents strength Shot Type Location* Home/Away Team *Madison Square Garden is a statistical nightmare in hockey
7. Shots s=(x-coord, y-coord, shot type, strength) All shots converted to single offensive zone Shot types Backhand, Deflection, Slap, Snap, Tip-in, Wrap and Wrist Strength Even, Power Play, Shorthanded
8. Spatial Smoothing Use LOWESS* (locally weighted scatterplotsmoothing) Nonparametric (no specific model) One map for each strength x shot type (21) Use all shots for given shot type (total weight 30) *Using loess in R
14. Rethinking Save Percentage Save Percentage Shot Quality Adjusted Save Percentage (E. g. Krzywicki (2010)) Defense Independent Goalie Rating (DIGR)
15. Application 49 goalies >600 shots faced in 2009-10 Regular Season Each shot (n=74300), each goalie predicted goal probability using smoothed maps Calculated DIGR
16. Results: Top 10 0.01 = 20 goals for a goalie facing 2000 shots
20. Discussion Average season performance Standard Errors (Bootstrap) Shot target (holes 1 to 5) Injuries (e.g. Tim Thomas) Extension G*ij=SsPi(s) Rj(s)
21. Turco takes Niemi’s shots June 2010 Blackhawks win Stanley Cup Need Cap Space Fail to resign Niemi and sign Turco Saving $1.45 million GiGi*(DIGR) Niemi(CHI) 0.915 0.922 Turco (DAL) 0.912 0.910 G*ij=SsPi(s)Rj(s) (i=Turco, j = Niemi) = 0.903
22. Turco takes Niemi’s shots Turco G*ij = 0.903 vsNiemi G*jj = 0.915 What’s the cost? Turco on pace to face about 1000 shots in 2010-11 1000 shots *(0.012) = 12 goals 12 goal *0.35 = 4.2 pts Turco Save Pct (2010-11) = 0.897