Using 3D Motion Capture to Analyse Ice Hockey Shooting Technique on Ice
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An Introductory Guide to Advanced Hockey Stats
SHOT METRICS: AN INTRODUCTORY GUIDE TO ADVANCED HOCKEY STATS by Mike McLaughlin Patrick McLaughlin July 2013 Copyright c Left Wing Lock, Inc. 2013 All Rights Reserved ABSTRACT A primary goal of analysis in hockey and fantasy hockey is the ability to use statistics to accurately project the future performance of individual players and teams. Traditional hockey statistics (goals, assists, +/-, etc.) are limited in their ability to achieve this goal, due in large part to their non-repeatability. One alternative approach to hockey analysis would use puck possession as its fundamental metric. That is, if a player or team is dominant, that dominance should be reflected in the amount of time in which they possess the puck. Unfortunately, the NHL does not track nor publish data related to puck possession. In spite of this lack of data, there are methods that can be used to track puck possession. The purpose of this document is to introduce hockey fans (and fantasy hockey managers) to the topic of Shot Metrics. Briefly, Shot Metrics involves the use of NHL shot data to analyze individual players and teams. The shot data is used as a proxy for puck possession. Essentially, teams that are able to shoot the puck more often are doing so because they are more frequently in possession of the puck. It turns out that teams that are able to consistently outshoot their opponents typically end up winning games and performing well in the playoffs [1]. Thus, shot data can play an integral role in the way the game of hockey is analyzed. -
20 0124 Bridgeport Bios
BRIDGEPORT SOUND TIGERS: COACHES BIOS BRENT THOMPSON - HEAD COACH Brent Thompson is in his seventh season as head coach of the Bridgeport Sound Tigers, which also marks his ninth year in the New York Islanders organization. Thompson was originally hired to coach the Sound Tigers on June 28, 2011 and led the team to a division title in 2011-12 before being named assistant South Division coach of the Islanders for two seasons (2012-14). On May 2, 2014, the Islanders announced Thompson would return to his role as head coach of the Sound Tigers. He is 246-203-50 in 499 career regular-season games as Bridgeport's head coach. Thompson became the Sound Tigers' all-time winningest head coach on Jan. 28, 2017, passing Jack Capuano with his 134th career victory. Prior to his time in Bridgeport, Thompson served as head coach of the Alaska Aces (ECHL) for two years (2009-11), winning the Kelly Cup Championship in 2011. During his two seasons as head coach in Alaska, Thompson amassed a record of 83- 50-11 and won the John Brophy Award as ECHL Coach of the Year in 2011 after leading the team to a record of 47-22-3. Thompson also served as a player/coach with the CHL’s Colorado Eagles in 2003-04 and was an assistant with the AHL’s Peoria Rivermen from 2005-09. Before joining the coaching ranks, Thompson enjoyed a 14-year professional playing career from 1991-2005, which included 121 NHL games and more than 900 professional contests. The Calgary, AB native was originally drafted by the Los Angeles Kings in the second round (39th overall) of the 1989 NHL Entry Draft. -
Expect the Expected: Approximating the Caliber of Possession Using Shot Quality
Expect the Expected: Approximating the Caliber of Possession Using Shot Quality James McCorriston Connor Reed [email protected] [email protected] Abstract The NHL has experienced rapid growth in analytical metrics and advanced statistics in recent years. While popular statistics like Fenwick and Corsi act as good approximations for puck possession, they are limited in what they tell about scoring opportunities as they do not consider shot quality. In this study, we consider shot distance as an approximation of shot quality, and we combine Fenwick and NHL play-by-play shot distance data to develop a series of new statistics: Expected Goals (xGoals), Expected Differential (xDiff), and Goals-Above-Expected (GAE) for skaters, as well as Expected Save Percentage (xSv%) and Adjusted Save Percentage for goaltenders. As a basis for these new metrics, we first show that shot distance serves as a good approximation for shot quality, and that we can reverse-engineer scoring probabilities for each shot taken by a player. The concept of approximating shot quality is extended to analyze the performance of players, teams, and goaltenders. Using NHL play-by-play data from the 2007-08 season to the 2014-15 season, we show that xGoals are the best indicator of how many goals a player should be scoring, and we show that it stays more consistent for an individual from year-to-year than other comparable statistics. Finally, we show that on a single-game resolution, xGoals are the best indicator for which team should have won a particular game. The novel set of metrics introduced in this paper offer a more reliable and indicative tool for assessing the ability of skaters, goaltenders, and teams and provides a new basis for analyzing the game of professional hockey. -
Boston Bruins Playoff Game Notes
Boston Bruins Playoff Game Notes Wed, Aug 26, 2020 Round 2 Game 3 Boston Bruins 5 - 5 - 0 Tampa Bay Lightning 7 - 3 - 0 Team Game: 11 2 - 3 - 0 (Home) Team Game: 11 4 - 3 - 0 (Home) Home Game: 6 3 - 2 - 0 (Road) Road Game: 4 3 - 0 - 0 (Road) # Goalie GP W L OT GAA SV% # Goalie GP W L OT GAA SV% 35 Maxime Lagace - - - - - - 29 Scott Wedgewood - - - - - - 41 Jaroslav Halak 6 4 2 0 2.50 .916 35 Curtis McElhinney - - - - - - 80 Dan Vladar - - - - - - 88 Andrei Vasilevskiy 10 7 3 0 2.15 .921 # P Player GP G A P +/- PIM # P Player GP G A P +/- PIM 10 L Anders Bjork 9 0 1 1 -4 6 2 D Luke Schenn 1 0 0 0 1 0 13 C Charlie Coyle 10 3 1 4 -3 2 7 R Mathieu Joseph - - - - - - 14 R Chris Wagner 10 2 1 3 -2 4 9 C Tyler Johnson 10 3 2 5 -3 4 19 R Zach Senyshyn - - - - - - 13 C Cedric Paquette 10 0 1 1 -1 4 20 C Joakim Nordstrom 10 0 2 2 -3 2 14 L Pat Maroon 10 0 2 2 2 4 21 L Nick Ritchie 6 1 0 1 -1 2 17 L Alex Killorn 10 2 2 4 -4 12 25 D Brandon Carlo 10 0 1 1 2 4 18 L Ondrej Palat 10 1 3 4 3 2 26 C Par Lindholm 3 0 0 0 0 2 19 C Barclay Goodrow 10 1 2 3 5 2 27 D John Moore - - - - - - 20 C Blake Coleman 10 3 2 5 4 17 28 R Ondrej Kase 8 0 4 4 0 2 21 C Brayden Point 10 5 7 12 2 8 33 D Zdeno Chara 10 0 1 1 -5 4 22 D Kevin Shattenkirk 10 1 3 4 2 2 37 C Patrice Bergeron 10 2 5 7 2 2 23 C Carter Verhaeghe 3 0 1 1 1 0 46 C David Krejci 10 3 7 10 -1 2 24 D Zach Bogosian 9 0 3 3 3 8 47 D Torey Krug 10 0 5 5 -1 7 27 D Ryan McDonagh 9 0 3 3 -1 0 48 D Matt Grzelcyk 9 0 0 0 -1 2 37 C Yanni Gourde 10 2 3 5 5 9 52 C Sean Kuraly 10 1 2 3 -4 4 44 D Jan Rutta 1 0 0 0 0 -
Product Recall Notice for 'Shot Quality'
Product Recall Notice for ‘Shot Quality’ Data quality problems with the measurement of the quality of a hockey team’s shots taken and allowed Copyright Alan Ryder, 2007 Hockey Analytics www.HockeyAnalytics.com Product Recall Notice for Shot Quality 2 Introduction In 2004 I outlined a method for the measurement of “Shot Quality” 1. This paper presents a cautionary note on the calculation of shot quality. Several individuals have enhanced my approach, or expressed the outcome differently, but the fundamental method to determine shot quality remains unchanged: 1. For each shot taken/allowed, collect the data concerning circumstances (e.g. shot distance, shot type, situation, rebound, etc) and outcome (goal, save). 2. Build a model of goal probabilities that relies on the circumstance. Current best practice is that of Ken Krzywicki involving binary logistic regression techniques 2. I now use a slight variation on that theme that ensures that the model reproduces the actual number of goals for each shot type and situation. 3. For each shot apply the model to the shot data to determine its goal probability. 4. Expected Goals: EG = the sum of the goal probabilities for each shot for a given team. 5. Neutralize the variation in shots on goal by calculating Normalized Expected Goals: NEG = EG x Shots< / Shots (Shots< = League Average Shots For/Against). 6. Shot Quality: SQ = NEG / GA< (GA< = League Average Goals For/Against). I have called the result SQA for shots against and SQF for shots for . I normally talk about a team’s shot overall quality but one can determine shot quality any subset of its total shots (e.g. -
2012 Hockey Conference Program
Putting it on Ice III: Constructing the Hockey Family Abstracts Carly Adams & Hart Cantelon University of Lethbridge Sustaining Community through High Performance Women’s Hockey in Warner, Alberta Canada is becoming increasingly urbanized with small rural communities subject to amalgamation or threatened by decline. Statistics Canada data indicate that by 1931, for the first time in Canadian history, more citizens (54%) lived in urban centre than rural communities. By 2006, this percentage had reached 80%. This demographic shift has serious ramifications for small rural communities struggling to survive. For Warner, a Southern Alberta agricultural- based community of approximately 380 persons, a unique strategy was adopted to imagine a sense of community and to allow its residents the choice to remain ‘in place’ (Epp and Whitson, 2006). Located 65 km south of Lethbridge, the rural village was threatened with the potential closure of the consolidated Kindergarten to Grade 12 school (ages 5-17). In an attempt to save the school and by extension the town, the Warner School and the Horizon School Division devised and implemented the Warner Hockey School program to attract new students to the school and the community. By 2003, the Warner vision of an imagined community (Anderson, 1983) came to include images of high performance female hockey, with its players as visible celebrities at the rink, school, and on main street. The purpose of this paper is to explore the social conditions in rural Alberta that led to and influenced the community of Warner to take action to ensure the survival of their local school and town. -
The Birth of Swedish Ice Hockey : Antwerp 1920
The Birth of Swedish Ice Hockey : Antwerp 1920 Hansen, Kenth Published in: Citius, altius, fortius : the ISOH journal 1996 Link to publication Citation for published version (APA): Hansen, K. (1996). The Birth of Swedish Ice Hockey : Antwerp 1920. Citius, altius, fortius : the ISOH journal, 4(2), 5-27. http://library.la84.org/SportsLibrary/JOH/JOHv4n2/JOHv4n2c.pdf Total number of authors: 1 General rights Unless other specific re-use rights are stated the following general rights apply: Copyright and moral rights for the publications made accessible in the public portal are retained by the authors and/or other copyright owners and it is a condition of accessing publications that users recognise and abide by the legal requirements associated with these rights. • Users may download and print one copy of any publication from the public portal for the purpose of private study or research. • You may not further distribute the material or use it for any profit-making activity or commercial gain • You may freely distribute the URL identifying the publication in the public portal Read more about Creative commons licenses: https://creativecommons.org/licenses/ Take down policy If you believe that this document breaches copyright please contact us providing details, and we will remove access to the work immediately and investigate your claim. LUND UNIVERSITY PO Box 117 221 00 Lund +46 46-222 00 00 THE BIRTH OF SWEDISH ICE HOCKEY - ANTWERP 1920 by Kenth Hansen Introduction The purpose of this paper is to describe how the Swedes began playing ice hockey and to document the first Olympic ice hockey tournament in Antwerp in 1920, since both events happened at the same time. -
Shooting & Scoring
HOCKEY CANADA DEVELOPMENT PROGRAMS Shooting & Scoring 2020 ‐ 21 Introduction LEAD, DEVELOP AND PROMOTE POSITIVE HOCKEY EXPERIENCES Table of Contents 2INTRODUCTION 17 LOW TO HIGH 4SHOOTING PATHWAY 18 SCREENS 6WHERE GOALS ARE 19 TIPS & DEFLECTIONS SCORED FROM 8BASIC SHOTS 20 BELOW THE GOAL LINE 9 SHOOTING AND SCORING 21 REBOUNDS SKILL DEVELOPMENT 13 CLEAR SHOTS 22 BREAKAWAYS 14 ENTRIES 23 SEASONAL STRUCTURE 15 NET DRIVES 27 SMALL AREA GAMES 16 EAST / WEST 31 RESOURCES VISION: WORLD SPORTS LEADERS WHAT IS THE SHOOTING PATHWAY? Identifying skills needed to shoot and score Develop an age appropriate program that coincides with the LTAD model. Providing coaches with Age Appropriate Development Model practical resources to support No position specific specialization until U13 –ie all kids should play all positions through U11 them throughout the year Young players: focus is on physical/motor skills Encouraging coaches to –Technical Skills create a yearly plan to By mid‐teens and beyond, emphasis for shooting needs to also include deception skills, implement defensemen skills shooting from all areas of the ice and off of in practices both the inside and the outside foot. WHAT IS THE SHOOTING PATHWAY? Recommendations Heavy emphasis on shooting fundamentals: forward / defense specific drills THE OBJECTIVES OF THE SHOOTING PATHWAY Shooting basics: Individual Every practice should include some focus on shooting shooting skills / tactics Teach the shots first, introduce the moves and then Shooting in motion where possible, add a player/players to interact with Shooting off a pass Use drills that simulate game situations as much as possible Point Shots Every drill that ends in a shot on net is a scoring drill Players need to be good all‐round shooters These are shooting skills that benefit all players As players get older, the game tends to become more position specific and focus may shift to practicing these skills WHERE GOALS ARE SCORED FROM 1. -
Ice Hockey Players
Acta Gymnica, vol. 46, no. 1, 2016, 30–36 doi: 10.5507/ag.2015.027 Assessment of basic physical parameters of current Canadian-American National Hockey League (NHL) ice hockey players Martin Sigmund1,*, Steven Kohn2, and Dagmar Sigmundová1 1Faculty of Physical Culture, Palacký University Olomouc, Olomouc, Czech Republic; and 2James L. and Dorothy H. Dewar College of Education and Human Services, Valdosta State University, Valdosta, GA, United States Copyright: © 2016 M. Sigmund et al. This is an open access article licensed under the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/). Background: Physical parameters represent an important part of the structure of sports performance and significantly contribute to the overall performance of an ice hockey player. Basic physical parameters are also an essential part of a comprehensive player assessment both during the initial NHL draft and further stages of a professional career. For an objective assessment it is desirable to know the current condition of development of monitored somatic parameters with regard to the sports discipline, performance level and gaming position. Objective: The aim of this study was to analyze and present the level of development of basic physical characteristics [Body Height (BH) and Body Weight (BW)] in current ice hockey players in the Canadian-American NHL, also with respect to various gaming positions. Another aim is to compare the results with relevant data of elite ice hockey players around the world. Methods: The data of 751 ice hockey players (age range: 18–43 years; 100% male) from NHL (2014/2015 season) are analyzed (goalkeepers, n = 67; defenders, n = 237; forwards, n = 447). -
Preparation of the Slovak U20 Team for the World Junior Championship
Preparation of the Slovak U20 Team for the World Junior Championship Martin Strbak Bachelor’s Thesis Degree Programme in Coaching and Management 2020 Abstract Date Author Martin Strbak Degree programme DP in Coaching and Management Report/thesis title Number of pages Preparation of the Slovak U20 Team for the World Championship and appendix pages 53+6 This thesis is project-based. The objectives of it give an insight into the preparation of the Slovak national U20 team for the World Junior Championship 2020 in the Czech Republic. The thesis covers the process of preparing the team in the pre-season, in-season and de- scribes the performance at the World junior championship. The thesis consists of a theo- retical section, main objectives and stages of the project, and final discussion. The theoretical section describes Slovak hockey and national teams, role of the coach in player’s development, his skills and philosophy according to the available literature. In the following sections, the focus is on players in terms of their profiling, goal setting, monitoring and team cohesiveness. In the main part of the thesis, the focus is on the project objectives. The objectives are di- vided into four basic points and gradually build on each other. The work describes how im- portant is to create a cohesive team and apply an athlete-centered approach, focusing on players as individuals. Furthermore, it is the team’s tactical preparation and the effort to reach the potential of each player towards team success. In stages of the project, the focus is on profiling players and setting team and individual goals for the season. -
Postgame Notes & Quotes Avalanche Vs. Boston Sunday, Nov. 13
Postgame Notes & Quotes Avalanche vs. Boston Sunday, Nov. 13, 2016 The Avalanche is now 18-10-1 against the Bruins since moving to Denver. They’re 2-3-0 against the Eastern Conference this season. Jarome Iginla skated in his 1,488th career NHL game, passing Wayne Gretzky to take sole possession of 18th place on the NHL’s all-time list. Semyon Varlamov’s 23 saves in the second period are tied for the second most in a single period in Avalanche history (since 1995-96 season). Calvin Pickard has the record with 24 saves in the third period on March 3, 2016 vs. Florida. Patrick Roy recorded two 23-save periods on Oct. 15, 1997 at Edmonton and March 25, 1997 at Hartford. Varlamov finished with a season high 43 saves. Sunday’s game marked the NHL debut for left wing A.J. Greer, who recorded two shots and one takeaway in 16:34 of ice time. Defenseman Tyson Barrie logged a season high 25:24 of ice time. Boston recorded a season high 45 shots, which is also the most shots the Avs have allowed this season. The Bruins’ 23 shots in the second period are the most allowed by the Avalanche in a single frame this season. Bruins goaltender Tuukka Rask posted his 33rd career shutout and third of the season. He is now 10-1-0 this season, which ties Montreal goaltender Carey Price for the league lead in wins. David Krejci extended his point streak to three games and has recorded four points in his last three contests. -
Sports Torts: How Excessive Violence in Professional Ice Hockey Poses Unique Challenges for Courts and Claimants Mark J
Seton Hall University eRepository @ Seton Hall Law School Student Scholarship Seton Hall Law 2017 Sports Torts: How Excessive Violence in Professional Ice Hockey Poses Unique Challenges for Courts and Claimants Mark J. Feuerstein Follow this and additional works at: https://scholarship.shu.edu/student_scholarship Part of the Law Commons Recommended Citation Feuerstein, Mark J., "Sports Torts: How Excessive Violence in Professional Ice Hockey Poses Unique Challenges for Courts and Claimants" (2017). Law School Student Scholarship. 925. https://scholarship.shu.edu/student_scholarship/925 Introduction This article analyzes the viability of the National Hockey League Players Association’s recklessness and negligence claims against the National Hockey League for its liability relating to traumatic brain injuries.1 In doing so, Part I of this article explores the overtly physical and violent- laden culture that is deeply-rooted within the sport of professional ice hockey. Additionally, Part I will examine the general nature of the allegations contained within the National Hockey League Concussion Litigation. Following this brief overview, Part II of this article outlines the American legal perspectives relating to tortious liability for injuries sustained as a result of player to player conduct. To illustrate the potential application of such tort law principles with regards to professional ice hockey-related claims, this section will analyze various case law, as well as the events that occurred on January 27, 2016, in which NHL Linesman, Don Henderson, was forcefully struck in his neck/head by Calgary Flames defenseman, Dennis Wideman.2 Thereafter, Part III discusses the implications of the legal standards depicted in Part II in an attempt to determine the general viability of the Players claims against the League.3 Additionally, this section 1 See Complaint for Damages and Demand for Jury Trial, Leeman, v.