Job description
Rivian is seeking an expert AV data strategist to develop data collection frameworks that support next-generation autonomous driving models. This role involves working at the intersection of systems engineering, machine learning infrastructure, and vehicle operations. The ideal candidate will ensure that models are trained on high-quality, diverse datasets while adhering to vehicle constraints. The position requires collaboration with various teams to identify data needs and gaps, ultimately enhancing the performance of autonomous systems.
Requirements
- Advanced degree (Master’s or Ph.D.) in Systems Engineering, Computer Science, Robotics, Machine Learning, Data Science or a related technical field.
- 10+ years of experience in systems engineering, data strategy, or MLOps, preferably in the autonomous driving or robotics industry.
- Understanding of autonomy data requirements for perception models and training lifecycles.
- Demonstrated ability to build technical frameworks and drive consensus among cross-functional teams.
- Medium to strong programming skills in Python and one or more query languages.
Responsibilities
- Define and document comprehensive data requirements for training and evaluation across the autonomy stack.
- Build and manage a decision-making framework with cross-functional stakeholders.
- Devise strategies to capture required data from the fleet based on gap analysis.
- Ensure data meets recall, precision, and diversity requirements while adhering to privacy and bandwidth constraints.
- Collaborate with Autonomy ML teams to identify model failure modes and define data mining requirements.
- Define strategies for data slicing tailored to autonomy perception and planning models.
- Coordinate the deployment of tagging with data and cloud teams.
- Curate diverse, high-fidelity datasets capturing targeted ODD scenes and human driving demonstrations.
- Review and provide strategic inputs on perception taxonomy requirements.
- Define system metrics to evaluate the health and diversity of driving datasets.
Benefits
- Employees at Rivian are often offered comprehensive health, dental, and vision insurance, a 401(k) with company match, ESPP and potential RSU grants, performance bonuses, and generous time off including paid parental and sick leave. Perks can include 24/7 mental-health coaching and therapy, Hinge Health for Anthem enrollees, tuition assistance and professional development, plus on-site food and a wide range of employee discounts on items like computers, mobile phones, home loans, and pet care.
H-1B filing history
Public USCIS petition and DOL LCA counts · latest USCIS FY2026, LCA FY2026
Filing entity: Rivian Automotive Llc
As of Aug 23, 2026
Initial approvals
101
FY2026
Approval rate
97.5%
FY2026
LCA certified
258
FY2026
Entry-level share
3.9%
FY2026
Initial approvals YoY
+60%
Trend
LCA certified YoY
-42%
Trend
Initial approvals by fiscal year
Approval rate by fiscal year
Continuing vs initial approvals
LCA certified positions by quarter
LCA certified positions by fiscal year
Based on public USCIS and DOL filings; not a sponsorship guarantee.
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