Data Science Intern - Causal Inference with Network Interference (Summer 2023)
San Mateo, CA, United States
Roblox
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!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 a Data Science Internship at Roblox?
In 2021 & 2020 we were honored to be one of the Top 100 Internship Programs in the US. In 2019, we were honored to be recognized as a Certified Great Place to Work®. We've fostered a company culture that empowers people to do the most defining work of their career in an environment that's made up of the most passionate, and team-oriented people you'll ever meet.
Why Data Science & Analytics?
The Data Science & Analytics organization's mission is to increase the speed, frequency and acumen of our business decisions and to empower and scale product innovations. We cover a wide area of the data spectrum including analytical data engineering, product analytics, causal inference, economics, statistical modeling and machine learning. Aligned and partnering with product verticals, we use this extensive toolbelt 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.
You Will:
- Working with several PhD researchers within the Roblox Data Science and Analytics team, lead the evaluation and development of a causal inference framework that is robust against interference and network effects, specifically accounting for unique factors of the Roblox social network and experimentation use cases, including multiple interference vectors and dynamic edges that are not predefined.
- Implement and scale causal inference solutions that could impact 100M+ users.
- Apply your work to expedite product innovations, such as: in-experience experiments, friend recommendations and dynamic resource allocation for experience servers.
- Report to our Senior Director of Data Science & Analytics
You Have:
- At Least 1 year of experience doing causal inference via research or prior internship.
- A PhD candidate (completing at least third year) in a quantitative field such as Statistics, Computer Science, Economics, Computational Social Science or a related field.
- A high proficiency in a scripting language (Python/R).
- A passion for applying Scientific Rigor to advance a dynamic consumer product.
You Are:
- Proficient in big data query / processing languages and tools such as SQL, Hive, Spark or Airflow.
- Proficient in algorithmic scalability, for example numeric approximation, sketching.
- Willing to work full-time and onsite.
- Experienced developing production solutions is a big plus.
Location: San Mateo, CA
Duration: 12 Weeks (May or June start)
Please note for Intern opportunities the Salary range listed below is hourly.
For roles that are based at our headquarters in San Mateo, CA: The starting base pay for this position is as shown below. The actual base pay is dependent upon a variety of job-related factors such as professional background, training, work experience, location, business needs and market demand. Therefore, in some circumstances, the actual salary could fall outside of this expected range. This pay range is subject to change and may be modified in the future. All full-time employees are also eligible for equity compensation and for benefits.Annual Salary Range$60—$64 USDYou’ll Love:
- Industry-leading compensation package
- Excellent medical, dental, and vision coverage
- A rewarding 401k program
- Flexible vacation policy
- Roflex - Flexible and supportive work policy
- Roblox Admin badge for your avatar
- At Roblox HQ:
- Free catered lunches five times a week and several fully stocked kitchens with unlimited snacks
- Onsite fitness center and fitness program credit
- Annual CalTrain Go Pass
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. This policy applies to all terms and conditions of employment, including recruiting, hiring, placement, promotion, termination, layoff, recall, transfer, leaves of absence, compensation and training.
Tags: Airflow Big Data Causal inference Computer Science Economics Engineering Machine Learning PhD Python R Research Spark SQL Statistical modeling Statistics
Perks/benefits: Career development Equity Flex hours Flex vacation Health care Startup environment Unlimited paid time off
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