Senior Machine Learning Scientist, Conversion Modeling

Roku; Austin (TX); Hybrid; USD 120,000 - 160,000; Full time

Benefits offered by this job

Healthcare benefits

Mental health support

401(k) retirement options

Flexible remote work on Fridays

Job summary

Roku is seeking a strong technical leader to apply state-of-the-art research in Advertising. The role involves developing methodologies for conversion modeling, dynamic creative generation, and testing strategies.

Ideal candidates have a PhD in a quantitative discipline and 8+ years of applied research experience. The position offers a hybrid work model, focusing on collaboration, with various benefits to support employees' needs.

Qualifications

• 8+ years of experience in applied research using statistical and deep learning techniques.
• Published paper(s) on deep learning models for Advertising or related areas.
• Excellent communication and collaboration skills.

Responsibilities

• Building generative models to generate image and video ads geared towards optimizing performance.
• Conduct research to develop novel methodologies for advertising-related problems.

Skills

Statistical analysis

Deep learning

Machine learning

Conversion modeling

A/B testing

Collaboration

Education

PhD in CS, Statistics, Applied Math or related field

Job description

Teamwork makes the stream work. Roku is changing how the world watches TV

Roku is the #1 TV streaming platform in the U.S., Canada and Mexico, and we've set our sights on powering every television in the world. Roku pioneered streaming to the TV. Our mission is to be the TV streaming platform that connects the entire TV ecosystem. We connect consumers to the content they love, enable content publishers to build and monetize large audiences, and provide advertisers unique capabilities to engage consumers.

From your first day at Roku, you'll make a valuable - and valued - contribution. We're a fast-growing public company where no one is a bystander. We offer you the opportunity to delight millions of TV streamers around the world while gaining meaningful experience across a variety of disciplines.

About the team

The Advertising Performance group focuses on performance for all participants in the Advertising ecosystem - Advertisers, Publishers and Roku. The systems and solutions span across different disciplines and technologies to perform real-time multi-objective optimization with distributed systems at large scale and low latencies. We use Machine Learning, Reinforcement Learning, AI, Control and Optimization Systems and Auction Dynamics to solve a large set of complex problems. At the core of this is our Machine Learning, Experimentation and Inference Platform that powers the entire landscape which we continuously evolve over time.

About the role

In this role you will work on applying SOTA research and conduct your own research to develop novel methodologies to solve a large variety of challenging problems in Advertising related to conversion modeling aligned with attribution methodologies/models, calibration, dynamic creative generation and optimization, forecasting and timeseries modeling, yield and margin optimization and Experimentation for A/B and multivariate testing.

We’re looking for a strong technical leader with a solid grasp of core statistical techniques and deep experience in SOTA Deep Learning discriminative and generative models.

What you’ll be doing

• Building generative models to generate image and video ads geared towards optimizing performance
• Stay at the forefront of advancements in related areas

We’re excited if you have

• PhD in a quantitative discipline such as CS, Statistics, Applied Math or a related field
• 8+ years of experience in applied research using statistical and deep learning techniques
• Published paper(s) on deep learning models for Advertising or related areas
• Excellent communication and collaboration skills

Preferred Qualifications

• Experience in the Advertising domain
• Contributions to open-source ML projects

Our Hybrid Work Approach

Roku fosters an inclusive and collaborative environment where teams work in the office Monday through Thursday. Fridays are flexible for remote work except for employees whose roles are required to be in the office five days a week or employees who are in offices with a five day in office policy.

Benefits

Roku is committed to offering a diverse range of benefits as part of our compensation package to support our employees and their families. Our comprehensive benefits include global access to mental health and financial wellness support and resources. Local benefits include statutory and voluntary benefits which may include healthcare (medical, dental, and vision), life, accident, disability, commuter, and retirement options (401(k)/pension). Employees are supported in taking time off, in accordance with local leave policies and other personal needs to support their evolving work and life needs. It's important to note that not every benefit is available in all locations or for every role. For details specific to your location, please consult with your recruiter.

Accommodations

Roku welcomes applicants of all backgrounds and provides reasonable accommodations and adjustments in accordance with applicable law. If you require reasonable accommodation at any point in the hiring process, please direct your inquiries to [e-mail].