System & Data Scientist

Icehouseventures; Sunnyvale (CA); On-site; USD 100,000 - 140,000; Full time

Job summary

Icehouseventures is seeking an ODD & Behavioral Competency Analyst in Sunnyvale to drive data acquisition for autonomous vehicle technology. The role focuses on defining operational design domains and mapping required behavioral competencies for safe operation.

The ideal candidate will have over 7 years of experience in systems engineering or automotive data analysis, proficiency with data analysis tools, and a collaborative mindset. A hybrid working policy is offered to combine office engagement with remote work flexibility.

Qualifications

• 7+ years of experience in systems engineering, automotive data analysis, or related field.
• Experience analyzing or defining ODDs in the context of AV/ADAS technologies.
• Proficiency in data analysis tools (Python, SQL, GIS, Jupyter).

Responsibilities

• Analyze and define the operational design domain (ODD) for target markets.
• Build and maintain a taxonomy of behavioral competencies for safe operations.
• Work closely with data engineering, safety, product, and deployment teams.

Skills

Data analysis tools (Python, SQL, GIS, Jupyter)

Cross-functional collaboration

7+ years experience in systems engineering or automotive data analysis

Education

MS or PhD in Physics, Statistics or Mathematics

Tools

DataBricks

Job description

About us

Founded in 2017, Wayve is the leading developer of Embodied AI technology. Our advanced AI software and foundation models enable vehicles to perceive, understand, and navigate any complex environment, enhancing the usability and safety of automated driving systems.

Our vision is to create autonomy that propels the world forward. Our intelligent, mapless, and hardware-agnostic AI products are designed for automakers, accelerating the transition from assisted to automated driving. In our fast-paced environment big problems ignite us—we embrace uncertainty, leaning into complex challenges to unlock groundbreaking solutions. We aim high and stay humble in our pursuit of excellence, constantly learning and evolving as we pave the way for a smarter, safer future.

At Wayve, your contributions matter. We value diversity, embrace new perspectives, and foster an inclusive work environment; we back each other to deliver impact.

Make Wayve the experience that defines your career!

The role

As part of our mission to scale end-to-end embodied AI for autonomous driving, we are building a world-class Data Management team focused on unlocking high-quality, targeted data acquisition that drives model performance and predictability. We are looking for a highly analytical and systems-minded ODD & Behavioral Competency Analyst to lead the analysis of Operational Design Domains (ODDs), traffic patterns, and regulatory behaviors across our target markets.

This role will be critical in defining what data is needed, where, and how much, in order to build models with high Mean Time Between Failures (MTBF) and generalization capabilities across varied geographies.

Key Responsibilities

• ODD Characterization
  • Analyze and define the operational design domain (ODD) for each target market or region, including geography, infrastructure, weather, road types, traffic density, and local driving behaviors.
  • Identify ODD boundaries, edge conditions, and failure triggers to inform data collection and system design.
• Behavioral Competency Mapping
  • Build and maintain a taxonomy of behavioral competencies (e.g., merging, yielding, unprotected turns, interacting with pedestrians) required to safely operate in each ODD.
  • Quantify the complexity and frequency of each competency based on local traffic data, regulations, and real-world observations.
• ODD Permutation & Scaling Framework
  • Develop a framework to compute and prioritize permutations of ODD parameters and behavioral competencies to optimize data collection, scenario coverage, and scaling efficiency.
  • Recommend minimal data slices needed to support safe and predictable system performance in a new region.
• Current model behavioural Pattern Analysis
  • Analyze current model KPI patterns, and common driving behaviors, assess differences in required system behavior and edge case risks.
  • Collaborate with safety and product on findings and proposals for behavioural improvement.
• Cross-functional Collaboration
  • Work closely with data engineering, safety, simulation, product, and deployment teams to turn ODD and competency insights into actionable data strategies and deployment plans.
  • Provide input to scenario library development, synthetic data generation, and test case prioritization.
• Predictability & MTBF Guidance
  • Use historical data and statistical models to identify data gaps or high-variance behaviors that impact MTBF performance.
  • Provide guidance on what additional data is needed to reach MTBF targets in each ODD segment.

About you

Essential

• 7+ years experience in systems engineering, automotive data analysis, data science, or a related field.
• Experience analyzing or defining ODDs in the context of AV/ADAS technologies is a strong plus.
• Familiarity with traffic regulations and human driving behaviors across multiple geographies.
• Proficiency in data analysis tools (e.g., Python, SQL, GIS, Jupyter accessing large pools of data from frameworks like DataBricks) and ability to visualize ODD and scenario coverage metrics.
• Ability to work cross-functionally and translate domain analysis into technical and product requirements.
• Experience working in an agile, fast-scaling environment with a strong execution mindset.

Desirable:

MS or PhD in Physics, Statistics or Mathematics with specialism in traffic system modeling, autonomous driving deployment, or urban mobility analysis.

This is a full-time, office-based role located in Sunnyvale, depending on the candidate's place of residence. At Wayve we want the best of all worlds so we operate a hybrid working policy that combines time together in our offices and workshops to fuel innovation, culture, relationships and learning, and time spent working from home. We operate core working hours so you can determine the schedule that works best for you and your team.

Wayve is committed to creating an inclusive interview experience. If you require any accommodations or adjustments to participate fully in our interview process, please let us know. We understand that everyone has a unique set of skills and experiences and that not everyone will meet all of the requirements listed above. If you’re passionate about self-driving cars and think you have what it takes to make a positive impact on the world, we encourage you to apply.

At Wayve we're committed to creating a diverse, fair and respectful culture that is inclusive of everyone based on their unique skills and perspectives, and regardless of sex, race, religion or belief, ethnic or national origin, disability, age, citizenship, marital, domestic or civil partnership status, sexual orientation, gender identity, veteran status, pregnancy or related condition (including breastfeeding) or any other basis as protected by applicable law.

DISCLAIMER: We will not ask about marriage or pregnancy, care responsibilities or disabilities in any of our job adverts or interviews. However, we do look to capture information about care responsibilities, and disabilities among other diversity information as part of an optional DEI Monitoring form to help us identify areas of improvement in our hiring process and ensure that the process is inclusive and non-discriminatory.