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Probabilistic Risk Assessment Engineer
Company | Kodiak Robotics |
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Location | Mountain View, CA, USA |
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Salary | $180000 – $235000 |
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Type | Full-Time |
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Degrees | |
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Experience Level | Mid Level, Senior |
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Requirements
- Strong background in Bayesian statistics and probabilistic models
- Strong quantitative skills
- Proficiency in Python including numpy and scipy libraries
- Familiarity with autonomous system verification and validation
- Familiarity with fault tree analysis (FTA), FMEA, and other safety tools.
Responsibilities
- Develop Python-based probabilistic risk models to analyze SOTIF risk for an autonomous driving system
- Collaborate with autonomy software and hardware developers to continuously refine risk models.
- Collaborate with data science teammates to process real-world driving data for ingestion into the PRA model.
- Lead projects to identify risk sources, systematically construct well-defined risk models, lead data collection efforts, revise risk models, and guide cross-functional groups to reduce the risk.
Preferred Qualifications
- Familiarity with reliability analysis
- Familiarity with developing autonomous vehicle safety cases
- Familiarity with machine learning models
- Familiarity with sequential state estimation algorithms