Data Scientist, Fleet Orchestration Algorithms
Core
Build fleet simulation environments to develop, test, and evaluate algorithms for autonomous vehicle dispatch, routing, and assignment.
Role type
Senior IC data scientist (operations research & optimization)
Builds
Fleet simulation environment and orchestration algorithms
Domain
Autonomous vehicles, transportation, operations research
Deliverable
production ML models
Required skills
combinatorial/integer optimization, stochastic optimization, control theory, reinforcement learning, network flows, marketplace/demand modeling, Python, C++, Rust
Preferred skills
experience in ride-hailing, delivery, or logistics fleets, algorithms deployed in production, publications in operations research
Responsibilities
Design and deploy algorithms for vehicle assignment, staging, routing, and pricing; model inputs as objectives and constraints; measure impact on revenue and utilization through simulation and experiments; collaborate with marketplace and autonomy specialists.
