Sports Data Engineer
工作概要:
ESPN Analytics is a multidisciplinary group where all members have deep knowledge of sports, statistics, databases, coding across multiple languages, and storytelling. Combining best-in-the-industry data with advanced mathematics and statistical modeling skills, ESPN Analytics has created storytelling tools and metrics that have improved the evaluation of team and player performance, such as Total QBR and power ratings for football, basketball, and more. These products make fans better informed and help keep ESPN at the cutting edge of sports statistical analysis.
The Sports Data Engineer will serve as both a core developer and a modeling contributor within the team, setting forth a vision for the modernization of its tech stack, helping guide and mentor more junior members, and driving development across new and existing metrics. This includes gathering, wrangling, and verifying data, writing production-quality code to implement and automate those metrics at scale, and contributing to the statistical and predictive models that power them, including leveraging AI and ML tooling where appropriate. Candidates need to have a strong command of internal analytics metrics and be comfortable owning work from raw data through model output to published product. The Data Engineer will help the team tell stories in the most engaging and accurate way, matching the storytelling to the medium. Translating the complex into understandable language is a key requirement of the job.
The Sports Data Engineer will work collaboratively with other members of the Analytics team as well as engage consistently with outside partners, both inside and outside of Disney, in order to advance the team's goals. This will include exploring technical solutions with partners to better disseminate, organize, and display the team's data and metrics and helping develop new products to serve this purpose.
Responsibilities:
- Write optimized, production-quality code to transform data into automated metrics across ESPN platforms and internal research tools, leveraging AI tools to enhance development speed and output quality
- Develop data requirements for new metrics and help establish a technical methodology for production execution, including feature engineering and model architecture decisions
- Participate in building and iterating predictive and statistical models, helping shepherd them from prototype to production
- Help identify the key components in these complex metrics and turn them into language that allows them to be readily used in storytelling across ESPN platforms
- Engage consistently and thoroughly with external partners around dissemination of the team's metrics
- Identify trends and help the team react to news stories using the tools developed by the team
- Be engaged in the larger sports analytics community and stay current on the latest research in sports statistical analysis
Qualifications:
- A minimum of 3 years' experience with sports analytics or a bachelor's degree in a related field of study
- Some experience with predictive modeling, machine learning, Bayesian statistics, and trend analysis, with a primary focus on translating those models into reliable, production-grade code
- Demonstrated experience coding in R, Python, and SQL
- Experience in AWS cloud management
- Full availability for this position, which could include nights, weekends, and holidays
- Demonstrated ability to ensure accuracy of content
- Knowledge of the sports statistical analysis landscape
- Strong sports knowledge, both historical and current
Preferred Requirements:
- Degree in statistics, engineering, advanced mathematics, or a related quantitative field
- Experience developing and maintaining end-to-end modeling pipelines in a production environment, from experimentation through deployment
- Proficiency in R, particularly for statistical modeling and analysis
- Experience in general data wrangling, database development, and SQL coding
- Experience with sports betting markets and how betting data can inform modeling
- Experience writing production-quality code and collaborating via source control
- Experience developing and managing cloud computing environments
- Proven ability to translate sports analytics into compelling storylines
- Background in digital and/or television sports production
Required Education:
- Bachelor's degree or equivalent
Preferred Education:
- Statistics, engineering, advanced mathematics, or economics degree strongly preferred
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關於ESPN:
在 ESPN 工作與其他地方不同。這是因為我們總是尋找新的方式與粉絲互動,無論他們是在甚麼地方、以何種方式接觸體育。我們每天都在做沒有人做的事情,這一切都是在一種充滿活力的文化中,不斷地堅持不懈,並且不斷地超越自我。當您的團隊擁有最新的技術、突破傳統的想法和世界級的人才時,每一天都是非同尋常的。
關於 The Walt Disney Company:
Walt Disney Company 連同其子公司和聯營公司,是領先的多元化國際家庭娛樂和媒體企業,其業務主要涉及三個範疇:Disney Entertainment、ESPN 及 Disney Experiences。Disney 在 1920 年代的起步之初,只是一間卡通工作室,至今已成為娛樂界的翹楚,並昂然堅守傳承,繼續為家庭中每位成員創造世界一流的故事與體驗。Disney 的故事、人物與體驗傳遍世界每個角落,深入人心。我們在 40 多個國家/地區營運業務,僱員及演藝人員攜手協力,創造全球和當地人們都珍愛的娛樂體驗。
這個職位隸屬於 ESPN Productions, Inc,其所屬的業務部門是 ESPN。
ESPN Productions, Inc 是提供平等就業機會的僱主。求職者都會獲得聘僱考量的機會,不分種族、宗教、膚色、生理性別、性傾向、社會性別、性別認同、性別表達、原國籍、血統、年齡、婚姻狀態、軍人或退伍軍人身份、醫療狀況、遺傳資訊或殘疾狀況、或者聯邦、州級或地方法律所禁止的其他任何基本特徵。Disney 提倡讓所有人的想法和決策都有助我們發展、創新、創造最好故事的商業環境,並與瞬息萬變的世界息息相關。
就業申請的殘疾便利安排
The Walt Disney Company and its Affiliated Companies are Equal Employment Opportunity employers and welcome all job seekers including individuals with disabilities and veterans with disabilities. If you have a disability and believe you need a reasonable accommodation in order to search for a job opening or apply for a position, visit the Disney candidate disability accommodations FAQs. We will only respond to those requests that are related to the accessibility of the online application system due to a disability.
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