

Senior Data Scientist
工作概要:
Data scientists at Disney Direct-To-Consumer are the insights and modeling partners for the growth, content, marketing, product, and engineering teams at Disney+, Hulu and ESPN+. They use data to empower decision-makers with information, predictions, and insights that ultimately influence the experiences of millions of users worldwide. Scientists on the team build and productionize models that are used in marketing platforms and in-product every day. They provide scalable, persistent capabilities that are iteratively improved through direct interaction with cross-functional business partners.
As a senior data scientist in the Retention and Engagement Modeling Intelligence Data Science team, you will be partnering closely with the Marketing, Subscriber Analytics, Commerce Product, and Engineering teams to develop models for tackling a multitude of exciting challenges, including churn and upgrade prediction, plan recommendation, discount optimization, signups and subscriber forecasting, causal inference, anomaly detection and much more! In this role you will also be working closely with non-technical business partners and executives, and it requires the use of analytical abilities, business understanding, and technical savvy to identify specific and actionable opportunities to solve business problems through data modeling.
We are looking for someone with deep analytical and modeling expertise, a proven track record of thought leadership, and eagerness to drive impact.
Responsibilities
- Modeling: Design, build, deploy, and improve machine learning pipelines. Work end to end from data collection, feature generation and selection, algorithm development and tuning, visualization and monitoring of model results, and productionalization of pipelines. Work with partner teams to drive experimentation to test impact of models.
- Complex analysis & Visualization: Develop comprehensive understanding of subscriber, playback, and payment data structures and metrics. Mine large data sets to identify opportunities for driving growth and retention of subscribers. Development of prototype solutions, mathematical models, algorithms, and robust analytics leading to actionable insights communicated clearly and visually.
- Partnership: Partner closely with business stakeholders to identify and unlock opportunities, and with other data teams to improve platform capabilities around data modeling, data visualization, experimentation and data architecture.
Basic Qualifications
- Bachelor’s degree in advanced Mathematics, Statistics, Data Science or comparable field of study
- 5+ years of experience designing, building, and evaluating practical machine learning solutions
- Strong coding experience in one (or more) data programming languages, including Python; additional experience with distributed computing tools like PySpark and SparkML or equivalent libraries a plus
- Strong background in statistical & machine learning modeling: regression, classification, choice modeling, time series analysis, segmentation, dimensionality reduction, and other techniques
- 5+ years experience with databases and data pulling tools (SQL, Hive)
- Experience with version control tools such as git
- Willingness to adapt in fast-paced and quickly growing work environment
- Seasoned & resourceful problem solver who figures out how to get things done, even if it means navigating through ambiguity
Preferred Qualifications
- Master’s or Ph.D in Applied Mathematics, Computer Science, Statistics, Economics or related degree
- Experience deploying data science pipelines at-scale in a production environment
- Familiarity with MLOps best practices
- Excellent analytical skills, advanced level of statistics knowledge
- Demonstrated skill in selecting the right statistical or machine learning tools to solve a given problem
- Ability to adapt quickly in a fast-moving environment with shifting priorities
- Strong communication skills, for both technical and non-technical audiences
- Ability to handle multiple tasks concurrently and in a timely manner
- Familiarity with data platforms and applications such as Databricks, Jupyter Notebooks, Snowflake, Airflow, Github Actions
- Familiarity with data exploration and data visualization tools such as Tableau, Looker
- Familiarity with designing and analyzing A/B testing and other experiment types
- Experience thinking strategically to interpret market and consumer information, preferably about a subscription service
#DISNEYANALYTICS
#DISNEYTECH
The hiring range for this position in New York, NY is $145,500 to $195,000 per year. Santa Monica, CA is $138,900 to $186,200 per year, San Francisco, CA is $152,100 to $203,900 per year. The base pay actually offered will take into account internal equity and also may vary depending on the candidate’s geographic region, job-related knowledge, skills, and experience among other factors. A bonus and/or long-term incentive units may be provided as part of the compensation package, in addition to the full range of medical, financial, and/or other benefits, dependent on the level and position offered.
關於Disney Direct to Consumer:
Disney 的直接消費者團隊負責監督 Disney Entertainment 中的 Hulu 和 Disney+ 串流業務,協助將 The Walt Disney Company 一流的故事講述給世界各地的粉絲和家庭。
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 Disney Streaming Services LLC,其所屬的業務部門是 Disney Direct to Consumer。
Disney Streaming Services LLC 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.
遇到技術問題?查看常見問題以尋求協助。
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