System & Data Scientist
Core
Define Operational Design Domains (ODDs) and behavioral competencies to guide data acquisition for autonomous driving models.
Role type
Senior IC data scientist (automotive ODD analysis)
Builds
Data strategies and scenario libraries for AV/ADAS systems
Domain
Autonomous driving, embodied AI, traffic behavior analysis
Deliverable
production ML models
Required skills
systems engineering, data analysis, traffic regulation knowledge, human driving behavior analysis, statistical modeling, cross-functional collaboration
Preferred skills
ODD definition experience, traffic system modeling, urban mobility analysis
Technologies
Python, SQL, GIS, Jupyter, DataBricks
Responsibilities
Analyze and define ODDs including geography, infrastructure, and local driving behaviors; Build and maintain a taxonomy of behavioral competencies required for safe operation; Develop frameworks to compute and prioritize ODD permutations for data collection optimization; Analyze model KPI patterns and edge case risks to identify data gaps; Collaborate with data engineering and safety teams on scenario library development and test case prioritization; Provide guidance on data needs to achieve Mean Time Between Failures (MTBF) targets
Seniority
Senior, hands-on IC
