Skip to content
University of Maryland LibrariesDigital Repository at the University of Maryland
    • Login
    View Item 
    •   DRUM
    • Gemstone Team Research
    • Gemstone Team Research
    • View Item
    •   DRUM
    • Gemstone Team Research
    • Gemstone Team Research
    • View Item
    JavaScript is disabled for your browser. Some features of this site may not work without it.

    Data-Driven Approaches to NBA Team Evaluation and Building

    Thumbnail
    View/Open
    PROCESS_DATA-DRIVEN APPROACHES TO NBA TEAM EVALUATION AND BUILDING.pdf (2.704Mb)
    No. of downloads: 342

    Date
    2020
    Author
    Chun, Hyunsoo
    Creegan, David
    Majedi, Olivia
    Smolyak, Daniel
    Valcarcel, Brian
    Advisor
    Bjarnadottir, Margret
    DRUM DOI
    https://doi.org/10.13016/n8sl-wd1j
    Metadata
    Show full item record
    Abstract
    In the National Basketball Association (NBA), it has historically been difficult to build and sustain a team that can consistently compete for championships. Given this challenge, we have developed a series of analyses to support NBA teams in making data-driven decisions. Relying on a variety of datasets, we examined several facets related to the construction of NBA rosters and their performance. In our analysis of on-court performance, we have used clustering algorithms to classify teams in terms of play style, and determined which play styles tend to lead to success. In our analysis of roster construction and transactions, we have investigated the relative value of draft picks and the impact of trades involving draft picks, as well as the effect of roster continuity (i.e. maintaining the same players across seasons) on team success. Additionally, we have developed a model for predicting player contract values and performance versus contract value, which will help teams in identifying the most cost-effective players to acquire. Ultimately, this assembly of analyses, in conjunction, can be used to inform any NBA team’s decisions in its pursuit of success.
    Notes
    Gemstone Team PROCESS
    URI
    http://hdl.handle.net/1903/25997
    Collections
    • Gemstone Team Research

    DRUM is brought to you by the University of Maryland Libraries
    University of Maryland, College Park, MD 20742-7011 (301)314-1328.
    Please send us your comments.
    Web Accessibility
     

     

    Browse

    All of DRUMCommunities & CollectionsBy Issue DateAuthorsTitlesSubjectsThis CollectionBy Issue DateAuthorsTitlesSubjects

    My Account

    LoginRegister
    Pages
    About DRUMAbout Download Statistics

    DRUM is brought to you by the University of Maryland Libraries
    University of Maryland, College Park, MD 20742-7011 (301)314-1328.
    Please send us your comments.
    Web Accessibility