Sigma Software Vertex · 3 months ago
Data Engineer
Sigma Software Vertex is seeking an AV Safety Data Engineer to enhance their data infrastructure for safety-relevant interactions and autonomy development. The role involves building scalable data pipelines and conducting analyses to improve vehicle safety and performance.
Responsibilities
Develop and maintain miners that identify events of interest from fleet and simulation data
Improve the accuracy and efficiency of existing miners through advanced statistical and ML techniques, ensuring high signal quality
Build scalable data pipelines and dashboards to monitor miner performance, signal quality, and key safety metrics
Conduct exploratory data analyses to uncover trends, failure modes, and opportunities to improve vehicle behavior, specifically focusing on critical safety events and system anomalies
Triage and assess AV events including both system behavior and hardware related anomalies, for potential safety/legal/regulatory concerns or system gaps, using contextual judgment grounded in safety, legal, and engineering principles
Develop and maintain clear triage guidelines and criteria for both onshore and offshore triage teams
Support regulatory reporting processes by providing data and analysis as needed
Qualification
Required
Experience in developing and maintaining data infrastructure
Proficiency in building scalable data pipelines
Strong understanding of statistical and machine learning techniques
Ability to conduct exploratory data analyses
Experience in triaging and assessing events related to safety and system behavior
Knowledge of safety, legal, and engineering principles
Experience in developing clear guidelines and criteria for triage processes
Ability to support regulatory reporting processes