Sr. Analyst, Product Analytics (Gamedev)
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Описание вакансии
TL;DR
Sr. Analyst, Product Analytics (Gamedev): Developing large-scale testing strategies and ML models for user segmentation and behavior prediction with an accent on causal impact measurement and experimentation. Focus on designing multi-dimensional test structures, mitigating validity threats, and optimizing product and revenue decisions through behavioral segmentation.
Location: San Mateo, CA. Telecommuting and/or working from home may be permissible pursuant to company policies.
Salary: $175,013 – $248,900 per year
Company
is the company behind the PlayStation brand, delivering cutting-edge hardware and network services to millions of users worldwide.
What you will do
- Plan and roll out large-scale testing strategies, including segmentation, global holdouts, and longitudinal studies.
- Develop and deploy ML models (Random Forest, XGBoost, K-Means, etc.) for user segmentation, behavior prediction, and fraud detection.
- Design and analyze experiments using A/B testing, multivariate testing, frequentist frameworks, and Bayesian experimentation.
- Perform causal impact measurement and competitor analysis using quasi-experimental methods and time-series techniques.
- Build and maintain ETL-integrated dashboards using Tableau or DOMO to validate metrics and support scalability.
- Analyze digital user behavior and monetization analytics to uncover patterns for product and revenue optimization.
Requirements
- Master’s degree in Business Analytics or a related field.
- 3+ years of experience in ML modeling and behavioral segmentation.
- Proficiency in Python, R, SQL, and cloud-based data platforms (Databricks, Redshift, AWS S3, MongoDB, Postgres).
- Experience with Adobe Analytics and Customer Journey Analytics.
- Expertise in A/B testing, Bayesian experimentation, and mitigating validity threats (SRM, contamination).
- Must be based in or able to work from San Mateo, CA.
Culture & Benefits
- Work with a global entertainment leader and a legacy of innovation.
- Inclusive environment as an Equal Opportunity Employer.
- Opportunity to manage and analyze large-scale datasets for the PlayStation brand.
- Flexible work arrangements (telecommuting) available per company policy.
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