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AvrideAvrideAustin, TX

Autonomous Vehicle Metrics and Evaluation Data Scientist - Analytics

Develops quantitative metrics (rule-based and ML-driven) to evaluate autonomous vehicle performance, safety, and comfort using real-world and simulated data. Analyzes large datasets with statistical methods, builds pipelines, and collaborates with engineering teams. Requires 2+ years experience in data science or metrics.

Salary not listed
On-site2+ YOEData Science

About the role

What You'll Do

  • Analyze data from real-world and simulated autonomous vehicle experiments to evaluate system performance.
  • Develop and refine quantitative metrics (both rule-based and ML-driven) to assess driving behavior, safety, and passenger comfort.
  • Apply statistical inference and hypothesis testing to validate the sensitivity and reliability of metrics.
  • Collaborate with autonomy software, simulation, and safety teams to prioritize improvements based on data-driven insights.
  • Build scalable data pipelines to automate metric computation and reporting.
  • Review driving logs and participate in test rides to ground analyses in real-world performance.

What You'll Need

  • 2+ years of experience in data science, applied statistics, or metrics development.
  • Proficiency in Python and SQL for data analysis.
  • Strong background in statistical methods (e.g., A/B testing, confidence intervals, regression).
  • Experience designing metrics to evaluate complex systems (e.g., robotics, autonomous systems, or large-scale software).
  • Ability to communicate technical findings to cross-functional stakeholders.

Nice to Have

  • Experience with machine learning (e.g., model evaluation, feature engineering).
  • Familiarity with big data tools (Spark, Hadoop, MapReduce).
  • Knowledge of traffic regulations or automotive safety standards (e.g., NHTSA).

Skills

PythonSQLStatisticsA/B TestingRegressionMachine LearningSparkHadoopData Pipelines

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