Agent Based Modeling Scientist Jobs in San Rafael, CA

Position Overview

At Autodesk, we do what no other company can: we help our customers design and make anything. The Experience Foundations team at Autodesk plays a critical role in designing the experiences that make that mission a reality, especially in this transformative moment where seamless digital experiences and AI-powered innovation will empower customers and teams to achieve meaningful outcomes faster.

The Principal Data Scientist willwork within an Engineering team focused on buildingframeworksto evaluateAI Systems.This is acriticaldata science role for our agentic product platform-anext-generation framework that combines domain-specific AI agents into a unified harness enabling complex, multi-step, personalized work across product surfaces. As Principal Data Scientist, you will help build fundamentalevaluation techniques,create algorithms toassess quality scores,as well as define and predict what success for users and the productlookslike.

You'llwork at the intersection of predictive modeling, behavioral analytics, and AI system design - partnering closely with product, engineering, and platform teams to build the measurement and intelligencetools and whereappropriate,infrastructure, thatthis product needs to learn, adapt, and grow.

Todeliverour vision, we need exceptional contributors and leaders who are curious, adaptable, customer-focused, and excited to help shape the future of work at Autodesk.

Responsibilities

• Design and implement predictive models to analyze andanticipateuser behavior, intent, and outcomes across multi-agent workflows

• Define andestablishdata instrumentation, telemetry, and observability standards for agent-based systems and user interactions

• Develop frameworksand prototypesfor analyzing andoptimizingnon-deterministic user experiences(including userinterfaces)drivenby AI agents

• Collaborate with product and engineering teams to integrate predictive intelligence into agent orchestration and decision-making systems

• Create analytical models and reporting frameworks to generate business intelligence, forecasting, and performance insights

• Guideexperimentation strategies, including A/B testing, causal inference, and evaluation methodologies for agent performance

• Provide technical leadership and recommendations on data architecture, model selection, and system scalability

• Translate ambiguous, early-stage product questions into structured analytical programs with clear hypotheses, methods, and business impact

Minimum Qualifications

• 8+ years in data science or applied ML, withsignificant timein product analytics or user behavior modeling

• Deep experience with predictive modeling - classification, survival analysis, sequence models, or LTV/propensity frameworks

• Fluency in designing instrumentation and event schemas for complex, stateful systems

• Demonstrated ability to define metrics and measurement frameworks for new product spaces

• Experience working on oradjacent toAI/ML-powered products - especially those with nondeterministic outputs

• Experience with LLMs and related technologies, including frameworks, embedding models, vector databases, and Retrieval-Augmented Generation (RAG) systems, in production settings

• Deep understanding of data modeling, system architectures, and processing techniques, including 2D/3D geometric data representations

• Proven ability to translate theoretical concepts into practical solutions and prototype implementations

• Ability to work autonomously while effectively collaborating across teams, bridging the gap between research and practical implementation

• Excellent technical writing and communication skills for documentation, presentations, and influencing cross-functional teams

About Autodesk

Welcome to Autodesk! Amazing things are created every day with our software - from the greenest buildings and cleanest cars to the smartest factories and biggest hit movies. We help innovators turn their ideas into reality, transforming not only how things are made, but what can be made.

We take great pride in our culture here at Autodesk - it's at the core of everything we do. Our culture guides the way we work and treat each other, informs how we connect with customers and partners, and defines how we show up in the world.

When you're an Autodesker, you can do meaningful work that helps build a better world designed and made for all. Ready to shape the world and your future? Join us!

Benefits

From health and financial benefits to time away and everyday wellness, we give Autodeskers the best, so they can do their best work. Learn more about our benefits in the U.S. by visiting https://benefits.autodesk.com/

Equal Employment Opportunity

At Autodesk, we're building a diverse workplace and an inclusive culture to give more people the chance to imagine, design, and make a better world. Autodesk is proud to be an equal opportunity employer and considers all qualified applicants for employment without regard to race, color, religion, age, sex, sexual orientation, gender, gender identity, national origin, disability, veteran status or any other legally protected characteristic. We also consider for employment all qualified applicants regardless of criminal histories, consistent with applicable law.

Belonging

We take pride in cultivating a culture of belonging where everyone can thrive. Learn more here: https://www.autodesk.com/company/global-belonging

In-Person Onboarding and Identity Verification

This role may require in-person onboarding and/or in-person ID verification.

Are you an existing contractor or consultant with Autodesk?

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