Roblox
Technology
MachineLearningScientist
Neural analysis suggests this role is
optimal for Senior candidates.
“Machine Learning Scientist at Roblox. Skills: Machine Learning, Time Series Modeling, Scalable ML Solutions, Data Pipelines. Develop forecasting systems. Build forecasting systems”
What You'll Achieve.
Increase speed, frequency, and acumen in decision making; Instill data-influenced approach to building products; Discover new opportunities; Discover unmet use cases; Influence product roadmap; Shape product roadmap; Prioritize product roadmap; Build data products; Measure impact on community; Inform investment opportunities; Accelerate growth; Inform experiment decision making; Inform product roadmaps; Inform execution risk; Connect one billion users
Industry & Context.
Solving unique technical challenges at scale
What They're Looking For.
Must Have
5+ years of industry experience, Experience building scalable and robust ETL data and ML pipelines, Experience with time series modeling, Experience with foundational time series models, Experience with fine tuning frameworks, Demonstrated ability to lead project areas from scratch, Break product requirements into iterative deliverable stages, Advanced Degree (MSc or PhD) or equivalent degree in Statistics, Economics, Operations Research, Computer Science, Applied Math, Physics, Engineering, or other quantitative fields
Nice to Have
Transformer based models
What You'll Do.
Develop forecasting systems
Build forecasting systems
Support forecasting systems
Develop modeling of user outcomes
Build modeling of user outcomes
Support modeling of user outcomes
Design batch prediction infrastructure
Implement batch prediction infrastructure
Provide explainability
Unlock causal understanding
Develop scalable solutions
Measure ecosystem health
Model technical excellence
Promote technical excellence
Communicate strategic findings
Partner with Data Engineering
Partner with Data Platform teams
Ensure reliable systems
Ensure robust systems
How You'll Work.
Team & Collaboration
Collaborate with data science partners; Collaborate with product partners; Partner with Data Engineering teams; Partner with Data Platform teams; Integrate horizontal solutions into vertical team operations
Communication Scope
Communicate model outputs to company-level strategy; Communicate strategic findings
Process & Methodology
Lead project areas, Break product requirements into deliverable stages
Full Job Description
Every day, tens of millions of people come to Roblox to explore, create, play, learn, and connect with friends in 3D immersive digital experiences– all created by our global community of developers and creators. At Roblox, we’re building the tools and platform that empower our community to bring any experience that they can imagine to life. Our vision is to reimagine the way people come together, from anywhere in the world, and on any device. We’re on a mission to connect a billion people with optimism and civility, and looking for amazing talent to help us get there. A career at Roblox means you’ll be working to shape the future of human interaction, solving unique technical challenges at scale, and helping to create safer, more civil shared experiences for everyone. WHY DATA SCIENCE AND ANALYTICS The Data Science & Analytics organization's mission is to increase our speed, frequency, and acumen in making decisions at scale by instilling a data-influenced approach to building products. We cover a wide area of the data spectrum, including analytical data engineering, product analytics, experimentation, causal inference, statistical modeling, and machine learning. Aligned and partnering with product verticals, we use this extensive tool belt to discover new opportunities and unmet use cases, influence and shape the product roadmap and prioritization, build data products, and measure impact on our community of players and developers. In Data Science & Analytics, you will contribute to horizontal ML systems and infrastructure that enable us to understand the trajectory of users and creators as well as the overall business to inform investment opportunities and accelerate our growth. These systems inform experiment decision making, product roadmaps, and execution risk on our road to connecting one billion users. You Will: Develop, build, and support large scale forecasting systems for business growth Develop, build, and support modeling of long-term user outcomes Design
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