Sr Marketing Data Scientist
仕事内容:
Marketing Science is an applied science team within The Walt Disney Studios Marketing organization. The team is interdisciplinary and cross-functional. Members of the team draw on knowledge and expertise from a wide range of academic disciplines, but primarily in areas related to applied mathematics and the social sciences, in order to advance data-driven marketing at The Walt Disney Studios. Depending on their backgrounds and interests, they may engage in market research, experimentation, forecasting, causal measurement, optimization, or data-related automation and data product development. Marketing Science is a part of The Walt Disney Studios Performance Marketing and is closely integrated with Performance Marketing operations. Members of the Marketing Science team generally learn about the advertising and marketing technologies that connect these operations in order to find opportunities to improve marketing effectiveness.
Role and Responsibilities:
Members of the Marketing Science team generally fall within one or more functional areas as described in the Analytics Specializations section below. A person in this role is an individual contributor who has already developed some expertise through meaningful experience in their functional areas so as to be able to carry efforts in those areas within at least one major project with less supervision. A person in this role is expected to be developing knowledge in media, marketing, and entertainment.
Statistics, Data Science, and Optimization Specialization
- Using knowledge of statistics, machine learning, and AI to solve technical and research problems, including problems related to experimental and research design
- Developing and interpreting the results of new formal models to forecast or predict business outcomes
- Developing and interpreting the results of new formal models (e.g; marketing mix models, attribution models, etc) to measure causal effects of marketing efforts or paid media
- Overseeing the maintenance and improvement of existing statistical and machine learning models
- Prototyping data pipelines or tools to automate the creation and/or deployment of knowledge gained from statistical models, machine learning models, or artificial intelligence
- Formulating and solving optimization problems
- Coordinating work with other science and technology teams at The Walt Disney Company
- Applying understanding of concepts and principles of optimization to evaluate and improve media and marketing performance
- Formulating and solving formal optimization problems
- Effectively leveraging big data and cloud computing technologies to address business questions
Marketing Measurement and Valuation Specialization:
- Troubleshooting problems with existing media measurement solutions, including problems that arise from changes in the martech or adtech measurement ecosystem (e.g. iOS14 update, cookie deprecation, etc.)
- Consulting with business stakeholders within TWDS media team (or adjacent teams within TWDS Marketing) to design business processes or campaign architectures that achieve better results on various media platforms including DSPs (DV360, The Trade Desk, Amazon DSP, etc.) or walled gardens (YouTube, Facebook, Twitter, Tiktok, etc.)
- Consulting with business stakeholders within TWDS media team (or adjacent teams within TWDS Marketing) to precisely formulate media business problems that might benefit from data-driven solutions
- Using knowledge of media measurement—including, but not limited to knowledge of pixels, SDKs, server-to-server integrations, media platform APIs, and identity graphs—to design measurement solutions for media business problems
- Translating media business problems into formal problems that can be solved by technical teams
- Validating whether proposed solutions and existing products successfully address media business problems
- Overseeing design, execution, and analysis of A/B tests in order to evaluate the effectiveness of media / marketing exposure across different dimensions
- Designing, interpreting or otherwise using formal models (e.g. marketing mix models, attribution models) to measure causal effects of marketing or media
- Building financial valuation models of marketing or media performance in order to demonstrate the value created by application of scientific approaches or uncover additional areas for improvement
- Using concepts and principles of economics to better understand the effects of competition on marketing
- Using concepts and principles of economics or finance to better understand the effects of marketing on the lifetime value of movies
Basic Qualifications:
- Bachelor’s degree in Economics, Mathematics, Statistics, Data Science or comparable field of study, and/or equivalent work experience
- 5+ years of experience in data science, economics, or quantitative methods
- Proficiency with Python and SQL
- Proficiency in performing exploratory quantitative analysis
- Proficiency in fitting, evaluating, and interpreting relevant statistical or machine learning models
- Demonstrated experience with acquiring, organizing, cleansing, manipulating, and merging large volumes of data
- Some demonstrated knowledge of economic models as well as a desire to learn more about
- Some demonstrated knowledge of the entertainment / media industries and a desire to learn about
- Familiarity with cloud computing services
- Familiarity with CI/CD and GitLab or GitHub
Preferred Qualifications
- Graduate degree (Master’s or Doctorate)—with significant graduate-level academic exposure to formal or quantitative methods and 3+ years of experience
- Advanced proficiency with SQL or Python
- Advanced proficiency with fitting, evaluating, and interpreting relevant statistical and machine learning models
- Demonstrated experience using big data technologies for data science—particularly Spark
- Proficiency in acquiring, organizing, cleansing, manipulating, and merging large volumes of data
- Familiarity with the martech and adtech ecosystem
Disability accommodation for employment applications
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, email Candidate.Accommodations@Disney.com with your request. This email address is not for general employment inquiries or correspondence. We will only respond to those requests that are related to the accessibility of the online application system due to a disability.
The Walt Disney Company is an equal opportunity employer. Applicants will receive consideration for employment without regard to race, color, religion, sex, national origin, sexual orientation, gender identity, disability or protected veteran status. Disney fosters a business culture where ideas and decisions from all people help us grow, innovate, create the best stories and be relevant in a rapidly changing world.
The hiring range for this position in CA is $138,900.00 to $186,200.00 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.
The Walt Disney Studiosについて:
The Walt Disney Studiosは、95年以上にわたりThe Walt Disney Companyの礎となってきました。今日では、映画、物語、音楽、舞台公演などの優れた作品を、世界中のファンに届ける発信地となっています。The Walt Disney Studiosには、Disney、Walt Disney Animation Studios、Pixar Animation Studios、Marvel Studios、Lucasfilm、20th Century Studios、Searchlight Picturesといった著名な映画制作会社があります。また、世界クラスのステージショーのプロデューサーであるDisney Theatrical Productionsの本拠地でもあります。
The Walt Disney Company について:
The Walt Disney Companyは、その子会社・関連会社とともに、多様性あふれる国際企業として、Disney Entertainment、ESPN、Disney Experiencesの3事業を柱に、ファミリー向けエンターテインメントとメディアの世界をけん引しています。1920年代に小さなアニメ・スタジオとしてスタートしたDisneyは、今日のエンターテインメント業界において卓越した存在となりました。ディズニーは今後も、子供から大人まで、ご家族のだれもが楽しめる一流の物語や体験を生み出し続けます。Disneyのストーリーやキャラクター、体験は、世界中のあらゆる場所の消費者やお客様に届けられています。当社は40カ国以上で、従業員とキャストメンバーが一丸となり、世界的にも地域的にも歓迎されるエンターテインメント体験を創出しています。
このポジションはDisney Entertainment Operations LLCという事業部門の一つであるThe Walt Disney Studiosでのお仕事です。
Disney Entertainment Operations LLC は機会均等雇用主です。応募者は、人種、宗教、肌の色、性別、性的指向、ジェンダー、性自認、性表現、国籍、家柄、年齢、配偶者の有無、軍役経験の有無やその地位、健康状態、遺伝情報や障がい、または連邦法や州法、地方法で禁止されているその他の法的根拠に関係なく、雇用の検討対象となります。Disneyは、すべての人々のアイデアと決断が、成長、革新、最高のストーリーの創造に役立ち、絶えず進化する世界において、価値ある存在になれるよう支援するビジネス環境を支持します。
求人応募における障害者への配慮
ウォルト・ディズニー・カンパニーと関係会社は、「雇用機会均等」企業であり、身体障害者や障害のある退役軍人をはじめ、あらゆる求職者の応募を歓迎します。障害を抱え、求人探しや応募のために妥当な宿泊施設が必要な場合は、メールにてご要望をお知らせください(Candidate.Accommodations@Disney.com宛)。このメールアドレスは、通常の雇用照会や連絡用ではありません。障害を理由とするオンライン応募利用に関するご要望にのみ対応いたします。
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この場所を探索する カリフォルニア州バーバンク
「世界のメディアの首都」と称されるバーバンクには、ウォルト・ディズニー・カンパニーの本社をはじめ、1,000社を超えるメディアやエンターテイメント企業があります。
関連性の高い求人
- HRIS Developer Project Hire The Walt Disney Company (Corporate) 10103569 Lake Buena Vista, フロリダ州 / バーバンク, カリフォルニア州 / アナハイム, カリフォルニア州 応募する
- Team Lead, Marketing Technology The Walt Disney Studios 10091618 バーバンク, カリフォルニア州 応募する
- Sr Digital Product Manager The Walt Disney Company (Corporate) 10100127 バーバンク, カリフォルニア州 / オーランド, フロリダ州 / シアトル, ワシントン州 応募する
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