Senior Data Scientist, Engine Infra

Roblox Corporation; San Mateo (CA); On-site; USD 221,000 - 264,000; Full time

Job summary

Roblox Corporation in San Mateo, CA is hiring a Data Scientist for Engine Infra to own metrics, telemetry, and performance across the RCC fleet and edge compute at scale.

You will design experiments, apply causal inference, build analytics pipelines, and partner with Engine Infra, Game Engine, Networking, and TPM teams to improve efficiency and latency while shaping Roblox’s infrastructure for the next generation of live experiences.

Qualifications

• Advanced degree in CS, statistics, engineering, or related field.
• 4+ years as a Data Scientist with telemetry experience.
• Experience processing large noisy datasets and building scalable pipelines.
• First-principles debugging of complex system failures.
• Experience presenting results to engineering leaders and data storytelling.

Responsibilities

• Define Engine Infra metrics, telemetry, and KPI ownership for RCC fleet and edge compute.
• Access and process raw telemetry, build analytics pipelines, and deliver dashboards.
• Design experiments and apply causal inference to performance trade-offs.
• Collaborate with Engine Infra, Game Engine, Networking, and TPM teams.
• Shape Roblox infrastructure strategy for edge and cloud capacity and latency.

Skills

Telemetry processing

Data storytelling

Experiment design

Causal inference

Data pipelines

Cross-functional collab

Education

Advanced degree in CS/Statistics/Engineering

Job description

San Mateo, CA, United States Data Science & Analytics ID: 43219

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 & ANALYTICS?

The Data Science & Analytics organization's mission is to increase our speed, frequency and acumen of 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.

WHY ENGINE INFRA?

Engine Infra team is responsible for the game-server fleet that simulates live experiences — making it efficient, observable, and reliable on Roblox edge infrastructure and regional cloud capacity, from multiplexing and ARM bursting through telemetry, resource allocation, and edge latency.

You Will:

• Define Metrics — Own Engine Infra metrics, telemetry logging, and validation for the RCC fleet and edge compute. Establish KPIs for game-server efficiency, reliability, and player experience — including CPU and memory, heartbeat, occupancy and multiplexing efficiency, crash and OOM rates, runtime error codes, and latency quality (e.g. DataPing vs RakPing) that directly affect creators and players.
• Transform & Visualize Data for Actionable Insights — Access and process raw RCC and engine telemetry, build analytics pipelines, and deliver clear operating views of the fleet. Turn per-instance, per-game, datacenter, and channel signals into dashboards and decision systems that help Engine Infra pack more players onto fewer cores, allocate CPU and memory correctly, and keep multiplexed and large-server processes healthy.
• Design Experiments & Apply Causal Inference — Lead channel tests, hardware A/Bs, and causal analyses for multiplexing, ARM64 bursting, regional capacity, and edge latency. Measure trade-offs among efficiency, stability, and quality; separate host, container, engine, content, and release effects; and estimate player-experience impact (including latency-sensitive cohorts, not only global averages) so launches ship on evidence.
• Drive Cross-Functional Collaboration — Partner with Engine Infra, Game Engine, Networking, Matchmaking, Infrastructure, Product, and TPMs, and with teams such as Creator Analytics and Growth, to debug ambiguous production issues and open new capacity and quality opportunities.
• Shape the Future of Roblox’s Foundation — Influence how Roblox runs live experiences on owned edge and cloud hardware — a more efficient RCC fleet, better regional capacity, lower edge latency, and a platform that stays interactive as we scale toward larger, denser servers.

You Have:

• Advanced degree in Computer Science, Statistics, Engineering, or a related field with a focus on large-scale system analysis.
• 4+ years as a Data Scientist, with a proven track record of working on high-volume telemetry, product quality optimization.
• Expertise in processing massive, noisy datasets (like crash logs or telemetry pings) and building scalable pipelines for reporting.
• Experience using first-principles reasoning to debug complex, ambiguous system failures that don't always have a clear cause.
• Experience presenting deep technical results to Engineering leaders and using data storytelling to prioritize work and future investment.

Nice to Have:

• Direct experience with game engines or systems performance
• Experience in game development or working on real-time interactive systems
• A background or interest in memory management, OS-level interactions, or network stack optimization.

Annual Salary Range

$221,380 — $263,670 USD

Roles that are based in an office are onsite Tuesday, Wednesday, and Thursday, with optional presence on Monday and Friday (unless otherwise noted).

Roblox provides equal employment opportunities to all employees and applicants for employment and prohibits discrimination and harassment of any type without regard to race, color, religion, age, sex, national origin, disability status, genetics, protected veteran status, sexual orientation, gender identity or expression, or any other characteristic protected by federal, state or local laws. Roblox also provides reasonable accommodations to candidates with qualifying disabilities or religious beliefs during the recruiting process.

For US based roles only, please note the Company may not be able to employ candidates for this role who have United States work authorization related to certain U.S. visa categories, or support future H-1B sponsorship at this time.