What Makes a National Football League Team Successful? an Analysis of Play by Play Data

被引:0
|
作者
Ur, Josef [1 ]
Craner, Mathew [1 ]
El-Hajj, Rehab [2 ]
机构
[1] MacEwan Univ, Dept Comp Sci, Edmonton, AB, Canada
[2] Univ Alberta, Dept Comp Sci, Edmonton, AB, Canada
关键词
Algorithms; Management; Measurement; Design; Experimental; Sport data Analysis;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The National Football League (NFL) is one of the most popular sports in North America. The league showcases many strong athletes and winning is very important to all teams; however, for every winning team, there is a losing team, and it is the coaches' responsibility to decide what plays to call in order to help their teams win. Data mining play data can help show trends and areas where the top teams in the NFL excel by looking at questions like how often certain plays are run, how many yards do the plays get and where on the field are touchdown scored. With the help of data mining intelligent tools such as Naive Bayes, decision tree algorithms and association rules, we worked to isolate the areas where the best teams in the league separate themselves and produce winning franchises. By classifying the teams into two categories - the top teams and bottom teams - we were able to compare the two classes for differences which explain what results in more success in the league. Although we found that most teams - both top and bottom teams - use similar plays, there were also factors that distinguished the two types of teams. This research highlights these specific factors and some overall distinctions found between the more successful versus less successful teams to the NFL community.
引用
下载
收藏
页码:419 / 425
页数:7
相关论文
共 50 条
  • [1] Style of Play and Rate of Concussions in the National Football League
    Teramoto, Masaru
    Petron, David J.
    Cross, Chad L.
    Willick, Stuart E.
    ORTHOPAEDIC JOURNAL OF SPORTS MEDICINE, 2015, 3 (12)
  • [2] National Football League Experiences With Return to Play After Concussion
    Casson, Ira R.
    Pellman, Elliot J.
    Viano, David C.
    ARCHIVES OF NEUROLOGY, 2009, 66 (03) : 419 - 420
  • [3] Distal biceps ruptures in National Football League players: return to play and performance analysis
    McGinniss, Andrew
    Guinand, Luis A.
    Ahmed, Irfan
    Vosbikian, Michael
    JOURNAL OF SHOULDER AND ELBOW SURGERY, 2021, 30 (07) : 1647 - 1652
  • [4] Return to play after shoulder instability in National Football League athletes
    Okoroha, Kelechi R.
    Taylor, Kevin A.
    Marshall, Nathan E.
    Keller, Robert A.
    Fidai, Mohsin
    Mahan, Michael C.
    Varma, Vishal
    Moutzouros, Vasilios
    JOURNAL OF SHOULDER AND ELBOW SURGERY, 2018, 27 (01) : 17 - 22
  • [5] Return to Play After Chondroplasty of the Knee in National Football League Athletes
    Scillia, Anthony J.
    Aune, Kyle T.
    Andrachuk, John S.
    Cain, E. Lyle
    Dugas, Jeffrey R.
    Fleisig, Glenn S.
    Andrews, James R.
    AMERICAN JOURNAL OF SPORTS MEDICINE, 2015, 43 (03): : 663 - 668
  • [6] Managed Play: The Media's Impact on Play in the Australian Football League
    Duncan, Samuel Keith
    PHYSICAL CULTURE AND SPORT STUDIES AND RESEARCH, 2018, 77 (01) : 5 - 16
  • [7] Return to Play, Performance, and Economic Analysis of National Football League Players After Lisfranc Injury
    Abed, Varag
    Fine, Rebecca
    Fine, Rachel
    Hawk, Gregory S.
    Conley, Caitlin
    Jacobs, Cale
    Stone, Austin V.
    ORTHOPAEDIC JOURNAL OF SPORTS MEDICINE, 2023, 11 (04)
  • [8] Metacarpal Fractures in the National Football League: Injury Characteristics, Management, and Return to Play
    Sharareh, Behnam
    Gaston, R. Glenn
    Goldfarb, Charles A.
    Zeidler, Kristina
    Mack, Christina D.
    Hunt, Thomas R.
    JOURNAL OF HAND SURGERY-AMERICAN VOLUME, 2023, 48 (06): : 626.e1 - 626.e8
  • [9] Return to Play After Partial Lateral Meniscectomy in National Football League Athletes
    Aune, Kyle T.
    Andrews, James R.
    Dugas, Jeffrey R.
    Cain, E. Lyle, Jr.
    AMERICAN JOURNAL OF SPORTS MEDICINE, 2014, 42 (08): : 1865 - 1872
  • [10] Return to Play After Multiligament Knee Injuries in National Football League Athletes
    Bakshi, Neil K.
    Khan, Moin
    Lee, Simon
    Finney, Fred T.
    Stotts, Jeff
    Sikka, Robby S.
    Bedi, Asheesh
    SPORTS HEALTH-A MULTIDISCIPLINARY APPROACH, 2018, 10 (06): : 495 - 499