About the Team Future Forward Research - Synthetic Data, builds the simulation and data infrastructure that powers Intuitive's autonomous surgical capabilities. The Role You'll build the virtual ...
About the Team Future Forward Research - Synthetic Data, builds the simulation and data infrastructure that powers Intuitive's autonomous surgical capabilities. The Role You'll build the virtual ...
About the Team Future Forward Research -- Synthetic Data, builds the simulation and data infrastructure that powers Intuitive's autonomous surgical capabilities. The Role You'll build the virtual ...
About the Team Future Forward Research -- Synthetic Data, builds the simulation and data infrastructure that powers Intuitive's autonomous surgical capabilities. The Role You'll build the virtual ...
Production-Grade AI & Synthetic Data Engineer
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TypeSafe AI in San Francisco is looking for a skilled synthetic data engineer to support its models. You'll design production-grade AI systems, collaborate with product managers, and conduct rigorous ...
Production-Grade AI & Synthetic Data Engineer
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Develop the infrastructure for data augmentation pipelines and synthetic data generation * Collaborate with other teams to understand their pain points and priorities to define milestones of the ...
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AI Engineer in Synthetic Data
San Francisco, CA · On-site
$134K - $162K/yr
Develop the infrastructure for data augmentation pipelines and synthetic data generation * Collaborate with other teams to understand their pain points and priorities to define milestones of the ...
AI Engineer in Synthetic Data
San Francisco, CA · On-site
$134K - $162K/yr
Develop the infrastructure for data augmentation pipelines and synthetic data generation * Collaborate with other teams to understand their pain points and priorities to define milestones of the ...
AI Engineer in Synthetic Data
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$134K - $162K/yr
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Senior/Staff FDE - Synthetic Data Generation Snorkel AI New York City, NY (Hybrid); San Francisco, C
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AI Engineer in Synthetic Data
San Francisco, CA · On-site
$134K - $162K/yr
Develop the infrastructure for data augmentation pipelines and synthetic data generation * Collaborate with other teams to understand their pain points and priorities to define milestones of the ...
AI Engineer in Synthetic Data
San Francisco, CA · On-site
$134K - $162K/yr
Develop the infrastructure for data augmentation pipelines and synthetic data generation * Collaborate with other teams to understand their pain points and priorities to define milestones of the ...
$180 - $320/hr
Synthetic Data Generation & Evaluation * Design and build scalable synthetic data generation, transformation, filtering, and evaluation pipelines for complex AI use cases * Translate model objectives ...
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$180 - $320/hr
Synthetic Data Generation & Evaluation * Design and build scalable synthetic data generation, transformation, filtering, and evaluation pipelines for complex AI use cases * Translate model objectives ...
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Synthetic Data Quality · Partner with Senior Synthetic Data Engineers to establish measurable quality criteria for synthetic healthcare datasets. · Evaluate synthetic datasets for internal ...
Quick apply
Synthetic Data Quality · Partner with Senior Synthetic Data Engineers to establish measurable quality criteria for synthetic healthcare datasets. · Evaluate synthetic datasets for internal ...
$150 - $200/hr
Reporting to the VP, AI and Intelligence Products, the Senior Director will establish a roadmap for synthetic data offerings that expand the value of Dynata's data assets, unlock new research ...
$150 - $200/hr
Reporting to the VP, AI and Intelligence Products, the Senior Director will establish a roadmap for synthetic data offerings that expand the value of Dynata's data assets, unlock new research ...
Data Scientist
Herndon, VA · On-site +1
Generate and analyze synthetic data to augment computer vision models where real-world data is scarce * Train, evaluate, and optimize deep neural network models on overhead imagery, including ...
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Dynata is seeking a Senior Director of Synthetic Intelligence Products to lead the strategy, development, and commercialization of a portfolio of synthetic data products built on Dynata's first-party ...
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Herndon, VA · On-site
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Data Scientist
Herndon, VA · On-site
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Generate and analyze synthetic data to augment computer vision models where real-world data is scarce * Train, evaluate, and optimize deep neural network models on overhead imagery, including ...
Advocate and set patterns for software development to scale up synthetic data generation. * Collaborate with researchers and engineers across foundation models, multimodal learning, graphics, and ...
Advocate and set patterns for software development to scale up synthetic data generation. * Collaborate with researchers and engineers across foundation models, multimodal learning, graphics, and ...
Senior Director, Synthetic Intelligence Products
$129K - $170K/yr
Reporting to theVP,AI and Intelligence Products,the Senior Director willestablisha roadmap for synthetic data offerings that expand the value ofDynata'sdata assets, unlock new research methodologies ...
Senior Director, Synthetic Intelligence Products
$129K - $170K/yr
Reporting to theVP,AI and Intelligence Products,the Senior Director willestablisha roadmap for synthetic data offerings that expand the value ofDynata'sdata assets, unlock new research methodologies ...
This role ensures PI/PHIcompliant synthetic data pipelines, modeltraining readiness, system stability, and data availability by working w/IS architecture to keep the mini-arch ahead of major changes ...
This role ensures PI/PHIcompliant synthetic data pipelines, modeltraining readiness, system stability, and data availability by working w/IS architecture to keep the mini-arch ahead of major changes ...
$130 - $170/hr
This role ensures PI/PHI‑compliant synthetic data pipelines, model‑training readiness, system stability, and data availability by working w/IS architecture to keep the mini-arch ahead of major ...
$130 - $170/hr
This role ensures PI/PHI‑compliant synthetic data pipelines, model‑training readiness, system stability, and data availability by working w/IS architecture to keep the mini-arch ahead of major ...
This role ensures PI/PHI‑compliant synthetic data pipelines, model‑training readiness, system stability, and data availability by working w/IS architecture to keep the mini-arch ahead of major ...
Quick apply
This role ensures PI/PHI‑compliant synthetic data pipelines, model‑training readiness, system stability, and data availability by working w/IS architecture to keep the mini-arch ahead of major ...
Synthetic Data information
What is synthetic data and how is it used?
What are the key skills and qualifications needed to thrive as a synthetic data engineer, and why are they important?
What are the main challenges faced by professionals working with synthetic data in a production environment?
What is the difference between Synthetic Data vs Data Analyst?
| Aspect | Synthetic Data | Data Analyst |
|---|---|---|
| Credentials | None required, but knowledge of data generation tools helpful | Bachelor's degree in data science, statistics, or related field |
| Work Environment | Data labs, software development teams, AI/ML projects | Business environments, analytics teams, reporting platforms |
| Industry Usage | AI training, testing, privacy compliance | Data interpretation, reporting, decision support |
While Synthetic Data involves creating artificial datasets for testing and training AI models, Data Analysts focus on interpreting real-world data to generate insights. Both roles require data literacy, but Synthetic Data specialists focus on data generation techniques, whereas Data Analysts analyze existing data to inform business decisions.
What cities are hiring for Synthetic Data jobs?
Cities with the most Synthetic Data job openings:
What states have the most Synthetic Data jobs?
States with the most job openings for Synthetic Data jobs include:
What job categories do people searching Synthetic Data jobs look for?
The top searched job categories for Synthetic Data jobs are:

Full-time
Re-posted 3 days ago
Job description
It started with a simple idea: what if surgery could be less invasive and recovery less painful? Nearly 30 years later, that question still fuels everything we do at Intuitive. As a global leader in robotic-assisted surgery and minimally invasive care, our technologies-like the da Vinci surgical system and Ion-have transformed how care is delivered for millions of patients worldwide.
We're a team of engineers, clinicians, and innovators united by one purpose: to make surgery smarter, safer, and more human. Every day, our work helps care teams perform with greater precision and patients recover faster, improving outcomes around the world.
The problems we solve demand creativity, rigor, and collaboration. The work is challenging, but deeply meaningful-because every improvement we make has the potential to change a life.
If you're ready to contribute to something bigger than yourself and help transform the future of healthcare, you'll find your purpose here.
Job Description
About the Team
Future Forward Research - Synthetic Data, builds the simulation and data infrastructure that powers Intuitive's autonomous surgical capabilities.
The Role
You'll build the virtual surgical worlds and the data pipelines that train our perception and policy models. Day to day, that means designing simulation environments, generating large volumes of labeled synthetic data, and working with ML engineers to close the sim-to-real gap for robotic surgery. It's a hands-on engineering role at the intersection of 3D simulation, machine learning, and robotics.
What You'll Do
- Design and build high-fidelity simulation environments for surgical tasks.
- Generate scalable synthetic datasets including photo realistic imagery, segmentation masks, depth, optical flow, and kinematic state - and own their quality, versioning, and delivery.
- Implement domain randomization and procedural scene generation to maximize sim-to-real transfer.
- Model deformable soft-tissue physics, tool-tissue contact, and instrument kinematics that match Intuitive's platforms.
- Partner with ML engineers to define task curricula, reward functions, and evaluation benchmarks.
- Develop and refine sim-to-real transfer strategies, and validate simulated behaviors against benchtop phantoms and real systems.
- Build reusable tools, APIs, and documentation so the broader team can spin up new tasks without deep simulation expertise.
Qualifications
What You Bring
We care more about real depth in a few of these than shallow coverage of all of them.
- Strong software engineering. You write maintainable, tested code in Python, C++ and/or C#, and you're comfortable in a Linux / Git / Docker / GPU workflow.
- Hands-on simulation or graphics experience. You've built things in a physics simulator, game engine, or rendering/VFX pipeline - robotics simulators, real-time engines, and offline graphics pipelines all count.
- A feel for data and models. You've produced data that trained an ML model (or worked closely alongside that), and you understand how data quality and distribution show up in model behavior.
- Working knowledge of 3D and physics fundamentals - coordinate frames, rendering, rigid-body and contact dynamics - enough to reason about why a simulated scene does or doesn't look and behave correctly.
You've likely spent several years building games, simulation, graphics, robotics, or data systems - but we're far more interested in what you've built than in a specific number on your résumé. If you don't check every box, we still want to hear from you. Strong candidates often come from autonomous driving, humanoid robotics, gaming, or VFX rather than surgical robotics specifically.
Education
- Bachelor's degree in Computer Science, Computer Graphics, Robotics, Electrical or Mechanical Engineering, Physics, or a related technical field - or equivalent practical experience.
- An advanced degree (MS or PhD) in a related area is a plus, not a requirement. We've hired strong engineers from all paths, including self-taught backgrounds and industry work in games, VFX, or robotics.
Bonus Points
None of these are required - they're signals, not gates. Any one of them is a nice plus.
- Deformable-object simulation: FEM, position-based dynamics, or differentiable physics
- NVIDIA Isaac Sim/Lab
- Surgical robotics simulation: ORBIT-Surgical, dVRK-based environments
- Sim-to-real techniques: domain randomization, system identification, privileged learning, residual policies
- Vision-language or vision-language-action models, and how simulation data supports them
- Procedural/generative asset creation: NeRFs, Gaussian Splatting, or diffusion models
- Distributed compute at scale: Ray, Kubernetes, Slurm, multi-GPU/multi-node
- Medical imaging or surgical video pipelines
- Publications or open-source work in simulation, graphics, robotics, or AI
Tools You Might Use
You won't touch all of these, and we don't expect you to walk in knowing them.
Category
Examples
Simulation engines
Unity, NVIDIA Isaac Sim/Lab, MuJoCo
Deformable physics
PhysX FEM, SOFA, DiSECt, NVIDIA Warp/Newton, PBD
Rendering & data
USD, Omniverse Replicator, Blender
Infrastructure
Docker, Kubernetes, Ray, Airflow, CUDA
What Success Looks Like in Your First Year
- Simulation environments for several core surgical tasks are operational and integrated with the ML training pipeline.
- Synthetic data delivers measurable model lift on targeted perception or policy metrics.
- A quantitative sim-to-real correlation is established on benchtop phantoms.
- Parallelized infrastructure reliably generates thousands of training episodes per hour with automated dataset delivery.
- A reusable task-creation framework lets ML engineers define new surgical skills without deep simulation expertise.
Shift
- Day
Workplace Type
- Onsite - This job is fully onsite in the Sunnyvale campus.
Additional Information
Due to the nature of our business and the role, please note that Intuitive and/or your customer(s) may require that you show current proof of vaccination against certain diseases including COVID-19. Details can vary by role.
Intuitive is an Equal Opportunity Employer. We provide equal employment opportunities to all qualified applicants and employees, and prohibit discrimination and harassment of any type, without regard to race, sex, pregnancy, sexual orientation, gender identity, national origin, color, age, religion, protected veteran or disability status, genetic information or any other status protected under federal, state, or local applicable laws.
Mandatory Notices
U.S. Export Controls Disclaimer: In accordance with the U.S. Export Administration Regulations (15 CFR §743.13(b)), some roles at Intuitive Surgical may be subject to U.S. export controls for prospective employeeswho are nationals from countries currently on embargo or sanctions status.
Certain information you provide as part of the application will be used for purposes of determining whether Intuitive Surgical will need to (i) obtain an export license from the U.S. Government on your behalf (note: the government's licensing process can take 3 to 6+ months) or (ii) implement a Technology Control Plan ("TCP") (note: typically adds 2 weeks to the hiring process).
For any Intuitive role subject to export controls, final offers are contingent upon obtaining an approved export license and/or an executed TCP prior to the prospective employee'sstart date, which may or may not be flexible, and within a timeframe that does not unreasonably impede the hiring need. If applicable, candidates will be notified and instructed on any requirements for these purposes.
We will consider for employment qualified applicants with arrest and conviction records in accordance with fair chance laws.
Preference will be given to qualified candidates who do not reside, or plan to reside, in Alabama, Arkansas, Delaware, Florida, Indiana, Iowa, Louisiana, Maryland, Mississippi, Missouri, Oklahoma, Pennsylvania, South Carolina, or Tennessee.
This position may be filled at a different job level than listed here depending on
business need and/or on the selected candidate's experience, knowledge and skills.
Compensation will be based primarily on the job level at which the role is filled and the
candidate's qualifications, consistent with applicable law.
We provide market-competitive compensation packages, inclusive of base pay, incentives, benefits, and equity. It would not be typical for someone to be hired at the top end of range for the role, as actual pay will be determined based on several factors, including experience, skills, and qualifications. The target compensation ranges are listed.