Senior Machine Learning Scientist
San Mateo, CA - USA
Job Summary
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 were 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. Were 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 youll 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 organizations 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 and implement batch prediction infrastructure that ensures high-levels of accuracy provides explainability and quantifies uncertainty
- Collaborate with data science and product partners to unlock causal understanding of our business growth and to develop scalable solution for measuring ecosystem health
- Model and promote a high bar for technical excellence in the broader data science and ML community.
- Communicate strategic findings to influence company and team-level roadmaps
- Partner with Data Engineering and Data Platform teams to ensure model development reporting and monitoring systems are built in a reliable and robust way.
You Have:
- 5 years of industry experience in prototyping and building scalable machine learning solutions.
- Experience building scalable and robust ETL data and ML pipelines with complex upstream dependencies and accountability for downstream consumers
- Experience with time series modeling in practice and theory. Experience with foundational time series models (i.e. transformer based) and fine tuning frameworks.
- Demonstrated ability to lead project areas from scratch and break product requirements into iterative deliverable stages.
- Strong communication skills to connect model outputs to company-level strategy and to integrate horizontal solutions into vertical team operations and systems.
- An Advanced Degree (MSc or PhD) or equivalent degree in Statistics Economics Operations Research Computer Science Applied Math Physics Engineering or other quantitative fields.
Required Experience:
Senior IC
About Company
Roblox is the ultimate virtual universe that lets you create, share experiences with friends, and be anything you can imagine. Join millions of people and discover an infinite variety of immersive experiences created by a global community!