Senior Data Scientist - Game Analytics
Rockstar Games
Job Summary
The Rockstar Analytics team provides actionable insights to various stakeholders, partnering with multiple departments to design and implement data and pipelines. They develop cutting-edge data products, models, reports, analyses, and machine learning applications globally. This Senior Data Scientist role focuses on understanding players and improving games through data, designing and delivering analytics solutions, and providing high-quality insights aligned with strategic initiatives.
Must Have
- Design, develop, and deliver data analytics solutions leveraging machine learning and advanced analytical techniques.
- Assure Rockstar’s competitive advantage by providing high quality insights and in-depth analyses.
- Tell impactful stories with data through insightful, actionable reports and presentations.
- Develop a deep understanding of gameplay flows to inform analysis of game data.
- Identify and lead analytic value-add projects and experiments.
- Conduct proactive in-depth analysis and predictive modeling.
- Partner with data analysts, engineers, scientists, and stakeholders to understand requirements and implement resolutions.
- Help mentor and develop junior team members.
- 5+ years in a data science role.
- Experience in writing production-stable code (preferably Pyspark).
- Proficiency in statistical theories (probability, distributions, Bayesian statistics, causal inference).
- Knowledge of machine learning techniques (Clustering, Gradient Boosting, Neural Networks, Regression).
- Excellent SQL skills and experience using Python for machine learning / statistical analysis.
- Experience using large, complex datasets and building dashboards using a BI platform (ideally Tableau).
- Excellent data storytelling and visualization skills.
- Strong problem-solving skills.
- Passion for video games and knowledge of the industry.
Good to Have
- Experience with Databricks and MLFlow.
- Graduate degree (MBA, MSc or Master’s, PHD).
- Game industry experience.
- Bachelor’s degree in Computer Science, Mathematics, or a related field, with a strong quantitative background.
Job Description
At Rockstar Games, we create world-class entertainment experiences.
Become part of a team working on some of the most rewarding, large-scale creative projects to be found in any entertainment medium - all within an inclusive, highly-motivated environment where you can learn and collaborate with some of the most talented people in the industry.
Rockstar is on the lookout for a passionate Senior Data Scientist who possesses a passion for both games, and big data.
This is a full-time, permanent and in-office position based in Rockstar’s unique game development studio in the heart of London.
WHAT WE DO
- The Rockstar Analytics team provide actionable insights to a wide variety of stakeholders across the organization in support of their decision making.
- We partner with multiple departments across the company to design and implement data and pipelines.
- We collaborate as a global team to develop cutting-edge data pipelines, data products, data models, reports, analyses, and machine learning applications.
- The Game Analytics vertical is heavily focused on understanding our players and using data to improve our games.
RESPONSIBILITIES
- Design, develop, and deliver data analytics solutions to address critical business or game questions, leveraging machine learning and advanced analytical techniques as appropriate.
- Assure Rockstar’s ongoing competitive advantage by providing high quality insights and in-depth analyses, aligned to strategic initiatives and design intentions.
- Tell impactful stories with data through insightful, actionable reports and presentations.
- Develop a deep understanding of gameplay flows, and leverage this to inform analysis of game data.
- Identify and lead analytic value-add projects and experiments aligned with long-term strategic initiatives.
- Conduct proactive in-depth analysis and predictive modeling to uncover hidden opportunities.
- Partner with data analysts, data engineers, data scientists, data governance analysts, and stakeholders to better understand requirements, find bottlenecks, and implement resolutions.
- Help mentor and develop the skillsets of the junior team members within your team or department.
REQUIREMENTS
- 5+ years in a data science role required.
- Experience in writing production-stable code (preferably Pyspark), pushing models and data pipelines to production, and iterating on models in production.
- Proficiency in statistical theories such as probability, distributions, Bayesian statistics, causal inference.
- Knowledge of machine learning techniques such as Clustering, Gradient Boosting, Neural Networks, Regression.
- Excellent SQL skills and experience using Python for machine learning / statistical analysis.
- Experience using large, complex datasets and building dashboards using a BI platform, ideally Tableau.
- Excellent data storytelling and visualization skills, able to effectively communicate insights to a diverse range of stakeholders.
- Strong problem-solving skills with the ability to reconcile technical and business perspectives.
- Passion for video games and knowledge of the industry.
PLUSES
Please note that these are desirable skills and are not required to apply for the position.
- Experience with Databricks and MLFlow.
- Graduate degree (MBA, MSc or Master’s, PHD), an asset.
- Game industry experience, an asset.
- Bachelor’s degree in Computer Science, Mathematics, or a related field, with a strong quantitative background.
HOW TO APPLY
Please apply with a CV and cover letter demonstrating how you meet the skills above. If we would like to move forward with your application, a Rockstar recruiter will reach out to you to explain next steps and guide you through the process.
Rockstar is committed to creating a work environment that promotes equal opportunity, dignity and respect. In line with this commitment, Rockstar will provide reasonable accommodations to qualified job applicants with disabilities during the recruitment process in order for such applicants to be considered for the position for which they are applying, as well as to qualified employees to enable them to perform the essential functions of their roles. If you need more information about Rockstar’s reasonable accommodation policies or process, or need to request an accommodation, please notify your recruiter during the interview process.
If you’ve got the right skills for the job, we want to hear from you. We encourage applications from all suitable candidates regardless of age, disability, gender identity, sexual orientation, religion, belief, race, or any other protected category.