Agero's Motor Club is piloting a next-gen Dispatch System that fuses short and long-term horizon optimizers to decide who gets which job, when, and why. The role is instrumental in developing, evaluating and productionizing this system, building out the prediction models, incorporating them into the optimizer and leading the team to a successful outcome.
Requirements
- Expert-level Python.
- Hands-on optimization (Mixed Integer Programming / Linear Optimization / Stochastic Optimization) and modern ML (XGBoost, PyTorch).
- Proven record designing cloud-native pipelines on AWS, GCP or Azure (AWS).
- Strong SQL, feature-store design, and data-quality mindset.
- Ability to translate business objectives into mathematically rigorous experiments.
- Experience with dispatch, logistics, or supply-demand marketplaces.
- Familiarity with Monte-Carlo tree search, multi-agent simulation, or hierarchical RL.
Responsibilities
- Architect & ship: Design end-to-end Python services (batch + streaming) that ingest model outputs, run constrained optimization, and surface real-time dispatch decisions.
- Model & simulate: Build/extend ML models (gradient-boosting, deep learning, OR-Tools) and run time-horizon simulations to quantify cost vs. service-level trade-offs.
- Operationalize: Automate training, validation, A/B rollout, and monitoring (SageMaker / Airflow).
- Lead & collaborate: Partner with Product, Ops, and Data Engineering; mentor a small squad of DS/ML engineers; present findings to execs.
- Continuously improve: Instrument NPS / cost telemetry, identify failure modes, and iterate.
Other
- 6 + yrs combined experience in Data Science and ML Engineering with ownership of production systems.
- Prior work balancing short-term incentives against long-term KPIs (e.g., LTV, NPS).
- Willingness to travel is required, as you may need to attend on-site team meetings from time to time.
- Your first day will be spent at our HQ in Medford, MA to facilitate a smooth onboarding experience.
- Reach out with a link to your GitHub or a brief project write-up.
