Burtch Works ยท 1 day ago
Founding Data Scientist - Marketing Recommendation Systems
Burtch Works is a high-growth startup on the cutting edge of Marketing Technology, seeking a Founding Data Scientist to architect and build a marketing recommendation system. The role involves collaborating closely with engineers and product managers to develop an AI-powered recommendation engine that provides actionable insights for marketers.
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Responsibilities
Build production recommendation systems that generate daily/weekly actionable guidance for marketing budget allocation with confidence scoring
Implement causal inference systems calibrated against geo-lift experiments, handling confounding, selection bias, and attribution gaming
Design Bayesian Time Varying Coefficient models to capture dynamic channel effectiveness and extract seasonality patterns for tactical recommendations
Architect cost-sensitive surrogate models that score creative and bidding strategy effectiveness (incremental vs. cannibalistic)
Build multi-armed bandit systems that balance exploration and exploitation while adapting to market changes and creative fatigue
Transform messy proprietary data streams (surveys, pixels, platform attribution, incrementality tests) into unified, high-conviction recommendations
Qualification
Required
10+ years building production recommendation systems or decision algorithms
Deep expertise in Bayesian inference applied to real-world decision-making problems
Strong understanding of causal inference: confounding, selection bias, experimental design
Experience with probabilistic programming (PyMC, Stan, NumPyro) or Bayesian ML frameworks
Track record of shipping ML systems that generate actionable recommendations, not just predictions
Production-quality software engineering skills
Preferred
Experience with multi-armed bandits, contextual bandits, or RL for decision systems
Background in recommendation systems, personalization engines, or algorithmic decision-making
Experience with incrementality testing, geo-experiments, or A/B testing frameworks
Familiarity with marketing measurement concepts (MMM, attribution, seasonality modeling)
Benefits
Equity eligible
Company
Burtch Works
Burtch Works is an executive recruiting firm.
Funding
Current Stage
Early StageRecent News
2024-02-18
2023-03-06
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