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Senior Machine Learning Engineer, Conversion Modeling
San Francisco, CA, USA
·
On-site
·
Full-time
·
1w ago
Compensation
$172,200 - $258,400
Benefits & Perks
•Healthcare
•Commuter Benefits
•Equity
•401(k)
•Unlimited PTO
•Parental Leave
•Mental Health
•Learning Budget
•Free Meals
•Healthcare
•Commuter
•Equity
•401k
•Unlimited Pto
•Parental Leave
•Mental Health
•Learning
•Meals
Required Skills
Python
Go
Scala
C++
Machine Learning
CTR/CVR modeling
Experimentation
Data analysis
The opportunity
At Unity, we’re committed to building a culture that fosters collaboration and innovation. Within our fast-paced environment, we’re tackling complex challenges that drive meaningful impact for creators and users across our ecosystem.
Our Vector team plays a central role in this effort by developing state-of-the-art conversion rate (CVR) prediction and market price models that power our ad ranking and recommendation systems. These models help advertisers reach the right users at the right time by accurately estimating engagement and conversion likelihood. By leveraging large-scale behavioral data, creative features, and contextual signals, we continuously improve the relevance and accuracy of our predictions. This drives key outcomes such as higher user engagement, stronger conversion performance, and better return on ad spend — enabling advertisers to achieve their goals while delivering a better experience for users.
We are seeking a highly skilled Senior ML Engineer to drive state-of-the-art bidding optimization systems that enable efficient budget pacing, goal-aligned automated strategies, continual improvement through experimentation, and sustainable growth for Unity Ads.
What you'll be doing
-
Design, implement, and maintain high-performance CTR and CVR prediction models that power ad ranking and recommendation systems.
-
Build and refine systems for creative understanding and user behavior modeling, enabling more accurate and context-aware engagement predictions.
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Ensure model quality and reliability by continuously monitoring performance, calibrating predictions, and addressing data drift or delayed feedback.
-
Actively participate and work with other leads to set the long term direction for the team, plan and oversee engineering designs and project execution.
-
Effectively communicate complex technical concepts to non-engineering stakeholders.
What we're looking for
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Advanced degree (MS or Ph.D.) in Computer Science, Machine Learning, Statistics, related field, or equivalent practical experience.
-
5+ years of hands-on experience building and operating large-scale Ads delivery and optimization systems.
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3+ years of experience building CTR/CVR systems, content understanding, or behavior modeling systems.
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Significant experience in one or more general-purpose programming languages like Python, Go, Scala, C++ or similar.
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Knowledge of metric design, experimentation methodologies, and large-scale data analysis.
You might also have
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Experience designing and productionizing optimization algorithms in an ad serving platform and/or other marketplaces.
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Experience with state-of-the-art control systems, reinforcement learning algorithms.
Additional information
- International relocation support is not available for this position
Benefits
At Unity, we want our team members to thrive. We offer a wide range of benefits designed to support well-being and work-life balance.
Please note: Benefits eligibility, specific offerings, and coverage vary based on the country and employment status.
While specific benefits vary, here are some of the ways we strive to take care of our eligible team members globally: Comprehensive health, life, and disability insurance | Commute subsidy | Employee stock ownership | Competitive retirement/pension plans | Generous vacation and personal days | Support for new parents through leave and family-care programs | Office food snacks | Mental Health and Wellbeing programs and support | Employee Resource Groups | Global Employee Assistance Program | Training and development programs | Volunteering and donation matching program
Life at Unity
We offer a wide range of benefits designed to support employees' well-being and work-life balance. You can read more about them on our career page.
Unity NYSE: U is the leading platform to create and grow games and interactive experiences. Creators, ranging from game developers to artists, architects, automotive designers, infrastructure experts, filmmakers, and more, use Unity to bring their imaginations to life across multiple platforms, from mobile, PC, and console, to spatial computing.
As of the third quarter of 2024, more than 70% of the top 1,000 mobile games were made with Unity, and in 2024, Made with Unity applications had an average of 3.7 billion downloads per month. For more information, please visit Unity.
Unity is a proud equal opportunity employer. We are committed to fostering an inclusive, innovative environment and celebrate our employees across age, race, color, ancestry, national origin, religion, disability, sex, gender identity or expression, sexual orientation, or any other protected status in accordance with applicable law. Our differences are strengths that enable us to support the growing and evolving needs of our customers, partners, and collaborators. If you have a disability that means there are preparations or accommodations we can make to help ensure you have a comfortable and positive interview experience, please fill out this form to let us know.
Pursuant to the San Francisco Fair Chance Ordinance, we will consider for employment qualified applicants with arrest and conviction records.
This position requires the incumbent to have a sufficient knowledge of English to have professional verbal and written exchanges in this language since the performance of the duties related to this position requires frequent and regular communication with colleagues and partners located worldwide and whose common language is English.
Headhunters and recruitment agencies may not submit resumes/CVs through this Web site or directly to managers. Unity does not accept unsolicited headhunter and agency resumes. Unity will not pay fees to any third-party agency or company that does not have a signed agreement with Unity.
Your privacy is important to us. Please take a moment to review our Prospect Privacy Policy and Applicant Privacy Policy. Should you have any concerns about your privacy, please contact us at DPO@unity.com.
#SEN
**Note: Certain locations require a good faith disclosure of the base salary range for the role. The actual salary for the successful candidate may differ based on location, experience, and other job-related factors.
Gross pay salary**$172,200—$258,400 USD**
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About Unity

Unity
PublicBest known for the development of Unity, a licensed game engine used to create video games and other applications.
1,001-5,000
Employees
San Francisco
Headquarters
Reviews
4.0
1 reviews
Work Life Balance
3.0
Compensation
3.0
Culture
3.5
Career
3.0
Management
3.0
60%
Recommend to a Friend
Pros
Company seems great
Cons
Lack of transparency
Limited information sharing
Communication issues
Salary Ranges
2 data points
Junior/L3
L3
Junior/L3 · Jr. Software Developer
0 reports
-
total / year
Base
-
Stock
-
Bonus
-
Interview Experience
8 interviews
Difficulty
3.8
/ 5
Duration
14-28 weeks
Experience
Positive 0%
Neutral 38%
Negative 62%
Interview Process
1
Application Review
2
Recruiter Screen
3
Technical Phone Screen
4
Engineering Manager Interview
5
Onsite/Virtual Interviews
6
Team Matching
Common Questions
Coding/Algorithm
Technical Knowledge
Behavioral/STAR
System Design
Past Experience
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