1

Scenario Developer Jobs (NOW HIRING)

The Space Operations Scenario Writer develops and integrates realistic Space and Electromagnetic ... Bachelor's degree in Space Operations, Aerospace Engineering, Cyber/Information Operations, or ...

Scenario & Lab / Range Content Development * Build complex, multi-stage lab exercises and range ... Coordinate closely with the Lead Curriculum Developer/PM to meet delivery schedules (including the ...

Scenario & Lab / Range Content Development * Build complex, multi-stage lab exercises and range ... Coordinate closely with the Lead Curriculum Developer/PM to meet delivery schedules (including the ...

Scenario & Lab / Range Content Development * Build complex, multi-stage lab exercises and range ... Coordinate closely with the Lead Curriculum Developer/PM to meet delivery schedules (including the ...

Lead Java Full Stack Developer

Washington, DC · Remote

$59.50 - $76.75/hr

Familiarity with NoSQL databases (MongoDB, Redis) for high-performance scenarios. DevOps & Cloud Infrastructure: * Hands-on experience implementing and managing CI/CD pipelines using Jenkins, GitLab ...

next page

Showing results 1-20

Scenario Developer information

What are Scenario Developers?

Scenario Developers are professionals who create detailed, realistic simulations or scenarios for training, analysis, or assessment purposes. They work across various industries, such as defense, emergency management, education, and corporate training, to design scenarios that help users practice decision-making and problem-solving skills. Scenario Developers often collaborate with subject matter experts to ensure accuracy and relevance in their simulations. Their work may involve writing scripts, designing interactive elements, and utilizing specialized software.

What is the difference between Scenario Developer vs Data Analyst?

AspectScenario DeveloperData Analyst
Required CredentialsBachelor's in Computer Science, Software Engineering, or related field; programming skillsBachelor's in Statistics, Mathematics, or related field; analytical skills
Work EnvironmentSoftware development teams, simulation labs, project-based settingsBusiness environments, data centers, research teams
Industry UsageSimulation, gaming, training, scenario planningBusiness intelligence, market analysis, reporting

Scenario Developers focus on creating simulated scenarios using programming and software tools, often for training or testing purposes. Data Analysts interpret data to inform business decisions. While both roles require analytical skills, Scenario Developers are more technical and programming-oriented, whereas Data Analysts focus on data interpretation and reporting.

What are the key skills and qualifications needed to thrive as a Scenario Developer, and why are they important?

To thrive as a Scenario Developer, you need strong analytical skills, creativity, and expertise in instructional design or simulation development, often supported by a relevant degree or experience in education, training, or game design. Familiarity with scenario authoring tools, learning management systems (LMS), and programming or scripting languages is typically required. Excellent communication, collaboration, and problem-solving abilities help Scenario Developers gather requirements and deliver engaging, realistic scenarios. These skills ensure that training simulations are effective, relevant, and tailored to the needs of learners or organizations.

How does a Scenario Developer typically collaborate with subject matter experts and other team members during the design process?

Scenario Developers often work closely with subject matter experts (SMEs) to ensure accuracy and relevance in the scenarios they create, whether for training, simulation, or educational purposes. Collaboration usually involves regular meetings to clarify objectives, gather technical details, and review drafts. Scenario Developers also coordinate with instructional designers, graphic artists, and sometimes software engineers to integrate their scenarios into larger training modules or platforms. Effective communication and iterative feedback are key to producing engaging, realistic, and instructionally sound scenarios.
More about Scenario Developer jobs
Infographic showing various Scenario Developer job openings in the United States as of June 2026, with employment types broken down into 63% Full Time, 34% Part Time, 1% Temporary, and 2% Contract. Highlights an 56% Physical, 4% Hybrid, and 40% Remote job distribution.

Machine Learning Engineer, Simulation Scenario Generation

Zoox

Foster City, CA

$151K - $257K/yr

Full-time

Medical, Life, PTO

Posted 9 days ago


Job description

Do you enjoy applying machine learning to complex, real-world problems in autonomous vehicle testing? The Simulation Scenario Generation team is looking for a ML Engineer to enable next-generation scalable AV scenario creation workflows. This ranges from generating large-scale traffic simulations to extending our agentic AI system to assist in synthetic scenario creation from a natural language test specification. This role offers a unique chance to deliver immediate user impact while contributing to long-term AI-driven safety validation.
In this role, you will:
  • Contribute to tooling for AI-based scenario understanding and validation.
  • Synthesize realistic AV simulation scenarios with dynamic (e.g., traffic) and static features.
  • Develop, integrate, and validate ML models (including custom models  and off-the-shelf LLMs/VLMs) for complex scenario generation workflows, leveraging techniques like agentic tool use. 
  • Collaborate directly with internal customers and partner teams to provide generative AI solutions for their test creation workflows.
  • Directly contribute to the safety and reliability of Zoox's autonomous software.
Qualifications
  • MS or PhD in Computer Science, Machine Learning, or related field
  • 5+ years of industry experience in Machine Learning
  • Proficiency in Python and ML libraries (PyTorch, JAX, NumPy, etc.) demonstrated through professional or research projects
  • Demonstrated experience in transformer and diffusion architectures
  • Practical experience in dataset creation for fine-tuning
Bonus Qualifications
  • Familiarity with autonomous vehicles, robotics, and/or complex simulation environments
  • Hands-on experience in areas like program synthesis and/or formal methods/V&V
  • Relevant publications in conferences (e.g., CVPR, ICCV, RSS, and/or ICRA)
$151,000 - $257,000 a year
Base Salary Range
 
There are three major components to compensation for this position: salary, Amazon Restricted Stock Units (RSUs), and Zoox Stock Appreciation Rights. A sign-on bonus may be offered as part of the compensation package. The listed range applies only to the base salary. Compensation will vary based on geographic location and level. Leveling, as well as positioning within a level, is determined by a range of factors, including, but not limited to, a candidate's relevant years of experience, domain knowledge, and interview performance. The salary range listed in this posting is representative of the range of levels Zoox is considering for this position.
 
Zoox also offers a comprehensive package of benefits, including paid time off (e.g. sick leave, vacation, bereavement), unpaid time off, Zoox Stock Appreciation Rights, Amazon RSUs, health insurance, long-term care insurance, long-term and short-term disability insurance, and life insurance.
About Zoox
Zoox is developing the first ground-up, fully autonomous vehicle fleet and the supporting ecosystem required to bring this technology to market. Sitting at the intersection of robotics, machine learning, and design, Zoox aims to provide the next generation of mobility-as-a-service in urban environments. We're looking for top talent that shares our passion and wants to be part of a fast-moving and highly execution-oriented team.

Follow us on LinkedIn

Accommodations
If you need an accommodation to participate in the application or interview process please reach out to [email protected] or your assigned recruiter.

A Final Note:
You do not need to match every listed expectation to apply for this position. Here at Zoox, we know that diverse perspectives foster the innovation we need to be successful, and we are committed to building a team that encompasses a variety of backgrounds, experiences, and skills.
We may use artificial intelligence (AI) tools to support parts of the hiring process, such as reviewing applications, analyzing resumes, or assessing responses and identifying potential inconsistencies or verification signals in application materials based on available information. These tools assist our recruitment team but do not replace human judgment. Final hiring decisions are ultimately made by humans. If you would like more information about how your data is processed, please contact us.
apply for this job