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Senior Data Scientist - Cloud Gaming Analytics
1 year ago
Why PlayStation?
PlayStation isn’t just the Best Place to Play — it’s also the Best Place to Work. Today, we’re recognized as a global leader in entertainment producing The PlayStation family of products and services including PlayStation®5, PlayStation®4, PlayStation®VR, PlayStation®Plus, acclaimed PlayStation software titles from PlayStation Studios, and more.
PlayStation also strives to create an inclusive environment that empowers employees and embraces diversity. We welcome and encourage everyone who has a passion and curiosity for innovation, technology, and play to explore our open positions and join our growing global team.
The PlayStation brand falls under Sony Interactive Entertainment, a wholly-owned subsidiary of Sony Corporation.
Senior Data Scientist - Cloud Gaming Analytics
Location: Aliso Viejo, CA
The Business Intelligence and Data Science Enablement team's mission is to provide advanced analytical insights and capabilities to inspire and optimize the future direction of the business. The team consists of a group of industry and methodical experts, all focused on bringing our player's experiences to life.
Through championing a multidisciplinary view of our gamers, we bring the voice of the player to life, representing their choices, behaviors, appetites, aspirations and needs to the decision-makers at PlayStation.
Our team is building an internal self service data platform that encompasses collection, processing, visualization, analysis, anomaly detection, root case and predictive modeling for both qualitative and quantitative data from all our users. We specialize in game streaming telemetry and prepare highly sophisticated analysis with real time intelligence captured to highlight paths of improvement for the quality of experience.
Our active projects include analysis for the cloud gaming experience which includes streaming and launch experience, user behavior profiling, user base segmentation, actionable cluster detection, effective personalized recommendations, lifetime value analysis, capacity management and subscription churn analysis.
As a Senior Data Scientist on our team, you will wield the power of data to enable us to deliver a best-in-class cloud streaming performance and experience to our players across the world.
Responsibilities:
- Build and maintain statistical models that allow the cross functional team to understand gamers behaviors, help streamline various processes, detect normal and abnormal patterns and to help improve the product overall.
- Champion and drive Real Time analysis enablement
- Help us discover the information hidden in vast amounts of data, making more thoughtful decisions and contextual relevance in order to deliver even better gaming experience
- Drive improvements in data quality and structure within the data warehouse
- Empower other team members to build and craft impactful telemetry analysis
- Build a data science Platform to productionize research and onboard efficiently new use cases
- Contribute unique, personal ideas that provide insights impacting gaming experience and quality
- Collaborate with other Data Scientists and Analysts on the broader organization to identify standard processes and leverage existing analytical assets
Reasoning Skills:
- Ability to define problems, collect data, establish facts, and draw valid conclusions
- Ability to interpret an extensive variety of technical instructions in mathematical or diagram form and deal with several abstract and concrete variables
- High degree of initiative and ability to learn
Mathematical Skills:
- Fluency in mathematical concepts such as probability, statistical inference, and creating meaningful metrics from data at scale within acceptable performance
- Ability to apply concepts such as quantification of data quality, data system performance optimization in practical situations
Computer Skills:
- Proficient in analytical query-writing in SQL
- Experience with Realtime Streaming
- Proficient in a data-analysis programming language such as Python or R
- Demonstrated analytical skills working with large sets of complex data;
- Comfortable with at least one visualization tool such as Looker, Tableau, or MicroStrategy
Tools :
- Snowflake / DBT/ Databricks Experience is a plus
- Knowledge of streaming technologies is a plus.
- Experience with semi structured data (JSON/XML)
- High interest in gaming
#LI-JW1
At SIE, we consider several factors when setting each role’s base pay range, including the competitive benchmarking data for the market and geographic location.
Please note that the base pay range may vary in line with our hybrid working policy and individual base pay will be determined based on job-related factors which may include knowledge, skills, experience, and location.
In addition, this role is eligible for SIE’s top-tier benefits package that includes medical, dental, vision, matching 401(k), paid time off, wellness program and coveted employee discounts for Sony products. This role also may be eligible for a bonus package. Click here to learn more.
The estimated base pay range for this role is listed below.
$132,600 — $198,800 USD
Equal Opportunity Statement:
Sony is an Equal Opportunity Employer. All persons will receive consideration for employment without regard to gender (including gender identity, gender expression and gender reassignment), race (including colour, nationality, ethnic or national origin), religion or belief, marital or civil partnership status, disability, age, sexual orientation, pregnancy or maternity, trade union membership or membership in any other legally protected category.
We strive to create an inclusive environment, empower employees and embrace diversity. We encourage everyone to respond.
PlayStation is a Fair Chance employer and qualified applicants with arrest and conviction records will be considered for employment.