Data Scientist - AV Metrics & Evaluation Analytics
- Location
- Austin, TX · On-site
- Job type
- Full-time
- Level
- Mid-level
- Experience
- 2+ years
- Listed
- 30 days ago
Skills & highlights for this role
- Python
- SQL
- statistical inference
- A/B testing
- metrics design
Also useful
- Spark
- Hadoop
- NHTSA automotive safety standards
- machine learning model evaluation
About the role
We are seeking a skilled Data Scientist to join our team and play a pivotal role in defining and evaluating the performance of autonomous vehicle systems. You will design and implement quantitative metrics to assess driving behavior, safety compliance, and passenger comfort. Your work will involve analyzing large datasets, applying statistical methods, and collaborating with cross-functional teams to ensure our self-driving systems meet the highest standards of safety and reliability. This role offers the opportunity to make a significant impact on the future of autonomous driving technology.
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).
- #LS-MS1
- Candidates are required to be authorized to work in the U.S. The employer is not offering relocation, sponsorship, and remote work options are not available.
About the team
Our team is dedicated to advancing the future of autonomous driving technology by developing the metrics and evaluation frameworks that ensure the safety, performance, and readiness of self-driving systems. We work closely with engineering teams to analyze real-world and simulated driving data, enabling data-driven decisions that accelerate the commercialization of autonomous vehicles.
Our work directly impacts critical questions such as: 'How well does the vehicle handle complex intersections? Does it provide a passenger-safe experience during maneuvers? How do we statistically validate readiness for urban deployment?'
Equal opportunity and legal notices
Avride is an equal opportunity employer and committed to providing reasonable accommodations to qualified applicants and employees with disabilities to ensure they have equal access to employment opportunities. Avride complies with the Americans with Disabilities Act (ADA), if you need a reasonable accommodation to assist with the application or hiring process, or to perform the essential functions of a job, please email.
From Avride's careers page, first listed on Rolev.ai on October 10, 2026. Rolev.ai is not the employer.
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Common questions
Where is the Data Scientist - AV Metrics & Evaluation Analytics job at Avride located?
This Data Scientist - AV Metrics & Evaluation Analytics position at Avride is located in Austin, TX (On-site). Always check Avride's application page for specific state eligibility or relocation policies.
What qualifications are required for Data Scientist - AV Metrics & Evaluation Analytics at Avride?
For the Data Scientist - AV Metrics & Evaluation Analytics role, Avride highlights 2+ years of relevant experience; experience with Python, SQL, statistical inference, A/B testing, metrics design. Rolev.ai can score your existing resume against these requirements and show any skill gaps before you apply.
How do I apply for the Data Scientist - AV Metrics & Evaluation Analytics position at Avride?
This listing links directly to Avride's Greenhouse application page. You can apply directly on Avride's site, or use Rolev.ai to check your resume fit, generate a zero-hallucination tailored resume and cover letter for this posting, and autofill the Greenhouse application form in 1 click with the Rolev.ai Chrome extension. You always review the form and press Submit yourself.