PubMatic
Senior Principal Machine Learning Engineer - Optimization
Redwood City, US; Remote · Principal
Sponsorship not specified$260k-$330kDetected 28 days ago
PythonJavaAlgorithmsSQLMachine LearningTensorFlowPyTorchSparkMLOpsStatisticsA/B TestingForecastingLeadershipCollaborationMentoring
About the role
- This role is focused on applying machine learning, prediction, ranking, calibration, experimentation, and optimization techniques to improve campaign outcomes across performance advertising goals such as CTR, VCR, CPC, CPA, and ROAS.
- Work on large-scale ML systems using signals from auctions, impressions, clicks, video events, conversions, users, context, inventory, campaigns, and marketplace feedback.
- Improve model calibration, online/offline evaluation, experimentation, observability, and production feedback loops.
Responsibilities
- Develop models and algorithms that improve advertiser outcomes while balancing spend delivery, cost efficiency, campaign goals, marketplace dynamics, and system constraints.
- Design and improve CTR, CVR, VCR, CPA, ROAS, app-install, user-value, and campaign-performance models.
- Develop bidding, pacing-aware optimization, ranking, exploration, and value-estimation approaches for performance advertising.
- Partner with performance advertising signal engineers to define model-ready features, labels, attribution windows, negative examples, training datasets, and online serving requirements.
- Partner with engineering, product, analytics, and platform teams to translate model outputs into real-time decisioning systems.
- Experience building large-scale prediction or optimization systems in production.
Requirements
- Experience with CTR/CVR prediction, conversion modeling, bid optimization, value modeling, forecasting, calibration, or performance optimization.
- Strong ability to reason about model quality, business impact, system constraints, production tradeoffs, and online performance.
- Experience working with large-scale data and distributed ML workflows.
- Ability to provide technical leadership across ambiguous, high-impact optimization problems.
Nice to have
- Experience in ads, search, recommendations, marketplaces, e-commerce, fintech, pricing, bidding, or real-time optimization systems.
- Experience with performance advertising goals such as CTR, VCR, CPC, CPA, ROAS, app install, retargeting, or user-value optimization.
- Familiarity with real-time bidding, programmatic advertising, ad serving, attribution, pacing, identity, incrementality, or performance advertising.
- Experience with model calibration, model observability, A/B testing, online experimentation, incrementality testing, or lift measurement.
- Experience working cross-functionally with product, engineering, analytics, and business stakeholders.
Skills
- Strong engineering skills in Python, Java, SQL, Spark, TensorFlow, PyTorch, XGBoost, or similar technologies.
Compensation
- In accordance with applicable law, the below salary rang e provided is PubMatic's reasonable estimate of the total compensation for this role.
- New hires and current team members are typically compensated toward the middle of our pay range.
- The actual amount may vary, based on non-discriminatory factors such as location, experience, knowledge, skill s and abilities.
- In addition to salary PubMatic also offers a bonus, restricted stock units, and a competitive benefits package.
- Total Compensation Range
- $260,000 - $330,000 USD
Benefits
- We do not discriminate on the basis of race, religion, color, national origin, gender, sexual orientation, age, marital status, veteran status, or disability status
- In addition to salary PubMatic also offers a bonus, restricted stock units, and a competitive benefits package.
- Build and improve machine learning models for campaign optimization, prediction, ranking, bidding, forecasting, and calibration.
- 10+ years of experience building production machine learning, ranking, recommendation, prediction, optimization, ads, marketplace, bidding, or pricing systems.
Equal opportunity
- PubMatic is proud to be an equal opportunity employer; we don't just value diversity, we promote and celebrate it.
- About PubMatic
- PubMatic is one of the world's leading scaled digital advertising platforms, offering more transparent advertising solutions to publishers, media buyers, commerce companies and data owners, allowing them to harness the power and potential of the open internet to drive better business outcomes.
- Founded in 2006 with the vision that data-driven decisioning would be the future of digital advertising, we enable content creators to run a more profitable advertising business, which in turn allows them to invest back into the multi-screen and multi-format content that consumers demand.
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