System & Data Scientist
Core
Analyze Operational Design Domains (ODDs), traffic patterns, and regulatory behaviors to define data acquisition strategies for autonomous driving models.
Role type
Senior IC data scientist (automotive ODD & behavioral analysis)
Builds
Data acquisition strategies, ODD taxonomies, and scenario coverage frameworks for autonomous driving systems
Domain
Autonomous driving / Automotive data science
Deliverable
production ML models
Required skills
Systems engineering, ODD definition, traffic pattern analysis, behavioral competency mapping, statistical modeling, data gap analysis
Preferred skills
AV/ADAS ODD experience, multi-geography traffic regulation knowledge, urban mobility analysis
Technologies
Python, SQL, GIS, Jupyter, DataBricks
Responsibilities
Define ODD boundaries and edge conditions for target markets; Build and quantify behavioral competency taxonomies; Develop ODD permutation frameworks to optimize data collection; Analyze model KPI patterns and edge case risks; Collaborate on scenario library development and synthetic data generation; Identify data gaps impacting Mean Time Between Failures (MTBF)
Seniority
Senior, hands-on IC
