Engineer Race Strategy

Toyota North America; Salisbury (NC); On-site; USD 120,000 - 160,000; Full time

Job summary

Toyota North America’s TRD is seeking an Engineer, Race Strategy to advance predictive modeling for real-time race decision-making. You will build and maintain models, run cloud-based Monte Carlo simulations, and leverage data science techniques on historical race data to inform strategic choices.

Collaborate with race strategists and engineers to visualize outputs, improve model fidelity, and adopt ML methods, probabilistic programming, and scalable compute for live events.

Qualifications

• Bachelor’s degree or higher in a relevant field.
• 3+ years in professional motorsports or related field with race strategy experience.
• Experience with predictive modeling and data analytics to inform strategy decisions.
• Proficiency in Rust, Python, C++, MATLAB or similar languages.
• Experience with probabilistic programming and ML frameworks (PyTorch/PyMC/TensorFlow).

Responsibilities

• Develop and maintain predictive models to optimize real-time race strategy decisions.
• Implement cloud-based Monte Carlo simulations to evaluate risk/reward for race strategies.
• Analyze historical race data to improve model fidelity and predictive accuracy.
• Collaborate with race strategists and engineers to summarize and visualize model output.
• Research advanced methodologies in ML, probabilistic programming to enhance modeling capabilities.
• Communicate data-driven insights and risk assessments to support real-time decisions.
• Ensure models are scalable, computationally efficient for real-time use.

Skills

Rust

Python

C++

MATLAB

Data science

Machine learning concepts

Education

Bachelor’s degree in Engineering, Statistics, Data Science, or related field

Tools

PyTorch

PyMC

TensorFlow

Job description

Overview

Who we are

Collaborative. Respectful. A place to dream and do. These are just a few words that describe what life is like at Toyota. As one of the world’s most admired brands, Toyota is growing and leading the future of mobility through innovative, high-quality solutions designed to enhance lives and delight those we serve. We’re looking for talented team members who want to Dream. Do. Grow. with us.

To save time applying, Toyota does not offer sponsorship of job applicants for employment-based visas or any other work authorization for this position at this time.

Toyota Racing Development (TRD) is seeking an Engineer, Race Strategy to join our team. We are dedicated to advancing automotive engineering and maximizing racetrack performance, and this role is integral to our pursuit of becoming the most respected motorsports engineering organization.

This role focuses on the development and maintenance of predictive models to optimize real-time race strategy decisions. The position will be responsible for implementing cloud-based simulations, leveraging data science techniques to analyze historical race data, and communicating data-driven insights to race strategists to support decision-making before, during, and after race events.

Key Responsibilities

• Develop and maintain predictive models to optimize real-time race strategy decisions.
• Implement cloud-based Monte Carlo simulations to evaluate risk/reward tradeoffs for various race strategies.
• Utilize data science techniques to analyze historical race data, enhance model fidelity, and predictive accuracy.
• Collaborate with race strategists and engineers to best summarize and visualize model output before, during, and after race events.
• Research and integrate advanced methodologies in machine learning, predictive modeling, and probabilistic programming to enhance modeling capabilities.
• Communicate data-driven insights and risk assessments to race strategists to support real-time decision-making.
• Ensure predictive models are scalable, computationally efficient, and adaptable for real-time applications.

Qualifications

A successful candidate will have:

• Bachelor’s degree in Engineering, Statistics, Data Science, or a related field.
• 3+ years of experience working in professional motorsports, with a strong understanding of race strategy fundamentals.
• Experience using predictive modeling and data analytics to inform race strategy decisions.
• Proficiency in Rust, Python, C++, MATLAB, or similar programming languages.
• Experience with probabilistic programming and machine learning frameworks, such as PyTorch, PyMC, TensorFlow, or equivalent.

Preferred Qualifications

• Familiarity with AI/ML modeling techniques and their applications in motorsports.
• Understanding of race car vehicle dynamics and tire modeling.
• Experience developing or utilizing strategy tools in NASCAR.

Travel Requirements

• This role may require occasional support during race events on weekends to assist with race strategy execution and data analysis.
• This role may require travel to some races and TRD facilities in California.

What we will bring

During your interview process, our team can fill you in on all the details of our industry-leading benefits and career development opportunities. A few highlights include:

• A work environment built on teamwork, flexibility, and respect.
• Professional growth and development programs to help advance your career, as well as tuition reimbursement.
• Vehicle purchase & lease programs, comprehensive health care, and wellness plans for your entire family.
• Flexible work options based on business needs.
• Toyota 401(k) Savings Plan featuring a company match, as well as an annual retirement contribution from Toyota regardless of whether you contribute.
• Paid holidays and paid time off.
• Referral services related to prenatal services, adoption, childcare, schools and more.
• Flexible spending accounts.
• Relocation assistance (if applicable).

Belonging at Toyota

Our success begins and ends with our people. We embrace all perspectives and value unique human experiences. Respect for all is our North Star. Toyota is proud to have 10+ different Business Partnering Groups across 100 different North American chapter locations that support team members’ efforts to dream, do and grow without questioning that they belong.

Applicants for our positions are considered without regard to race, ethnicity, national origin, sex, sexual orientation, gender identity or expression, age, disability, religion, military or veteran status, or any other characteristics protected by law.

Have a question, need assistance with your application or do you require any special accommodations? Please send an email to [e-mail].