DoorDash
Staff Machine Learning Scientist, Applied Causal Inference
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Job Description
About the Team
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DoorDash is building the next generation of causal decisioning systems for New Verticals: grocery, convenience, retail, alcohol, pets, flowers, and other emerging categories. These businesses operate in high-dimensional, messy marketplaces where every consumer, merchant, item, promotion, substitution, search result, and delivery promise creates a causal question.
About the Role
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We are hiring a Causal Machine Learning Engineer to help build the causal ML foundation behind how DoorDash grows New Verticals. This is not a generic ML role with some experimentation work on the side. We are looking for someone who has built or deeply worked on production causal systems: uplift models, heterogeneous treatment effect models, surrogate metrics, experimentation platforms, counterfactual policy evaluation, promotion optimization, or marketplace decisioning systems.
You will join a small, senior pod of causal ML and econometrics experts working across ML, Analytics, Product, and Engineering. The mandate is to build the causal spine for a large-scale consumer marketplace.
You're excited about this opportunity because you will…
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- Design, build, and productionize causal ML systems that influence real marketplace decisions across New Verticals.
- Build uplift / heterogeneous treatment effect models for consumer lifecycle value, promotions, retention, and reactivation.
- Develop counterfactual evaluation frameworks for ranking, recommendations, search, promotions, substitutions, and marketplace interventions.
- Build systems that connect experimentation, observational data, and ML decisioning so teams can make better tradeoffs when randomized experiments are slow, noisy, or incomplete.
- Design surrogate metrics and early indicators that help teams move faster while preserving long-term marketplace health.
- Partner with
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