Staff Machine Learning Engineer, Ads Forecasting & Scenarios

📋 Description

• Lead forecasting and scenario modeling. Translate advertiser questions into models of delivery
• Connect inventory, demand, and response. Combine forecasts of available advertising opportunities
• Estimate outcomes under alternative choices. Develop models that account for changes in budget
• Quantify unrealized opportunity. Incorporate creative-performance estimates from partner teams to
• Build models that generalize. Apply probabilistic forecasting, multitask learning, transfer
• Establish trustworthy comparisons. Evaluate numerical accuracy, calibration, uncertainty, and

🎯 Requirements

• A track record of developing and shipping predictive ML systems in advertising, marketplaces
• Strong foundations in statistical learning, probability, and optimization, with experience modeling
• Depth in one or more relevant areas: probabilistic or hierarchical forecasting, calibrated
• Strong judgment in evaluation, including temporal validation, calibration, segment-level
• Experience addressing sparse observations, cold start, seasonality, distribution shift, selection
• Strong programming and software engineering skills, including experience building and operating

🎁 Benefits

• Comprehensive Healthcare Benefits and Income Replacement Programs
• 401k with Employer Match
• Global Benefit programs that fit your lifestyle, from workspace to professional development to
• Family Planning Support
• Gender-Affirming Care
• Mental Health & Coaching Benefits