Architect scalable grey-box, white-box, and black-box test frameworks that become organizational ... Design and deploy AI/ML solutions for test optimization, intelligent failure triage, predictive ...
Architect scalable grey-box, white-box, and black-box test frameworks that become organizational ... Design and deploy AI/ML solutions for test optimization, intelligent failure triage, predictive ...
AI Strategist, SEO & GEO
New York, NY · On-site
$125K - $165K/yr
Our platform turns black-box AI behavior into actionable insights, so marketing teams can make ... Now, we're pioneering a new category at the intersection of AI, SEO, and brand strategy. We raised ...
AI Strategist, SEO & GEO
New York, NY · On-site
$125K - $165K/yr
Our platform turns black-box AI behavior into actionable insights, so marketing teams can make ... Now, we're pioneering a new category at the intersection of AI, SEO, and brand strategy. We raised ...
Staff SSD Firmware Test Engineer
Longmont, CO · On-site
$121K - $207K/yr
Architect scalable grey-box, white-box, and black-box test frameworks that become organizational ... Design and deploy AI/ML solutions for test optimization, intelligent failure triage, predictive ...
Staff SSD Firmware Test Engineer
Longmont, CO · On-site
$121K - $207K/yr
Architect scalable grey-box, white-box, and black-box test frameworks that become organizational ... Design and deploy AI/ML solutions for test optimization, intelligent failure triage, predictive ...
Senior Machine Learning Engineer, Ads Optimization
$125K - $165K/yr
Comfort reasoning about and implementing custom optimization logic (e.g., gradient-based methods, constraint handling), not just applying black-box tooling. Preferred Qualifications * Experience with ...
Senior Machine Learning Engineer, Ads Optimization
$125K - $165K/yr
Comfort reasoning about and implementing custom optimization logic (e.g., gradient-based methods, constraint handling), not just applying black-box tooling. Preferred Qualifications * Experience with ...
Sr Engineer, FW & Product Test
Longmont, CO · On-site
$111K - $189K/yr
Apply white-box, grey-box, and black-box testing methodologies to validate firmware functionality ... and validation workflow optimization. Required Qualifications * Bachelor's degree with ...
Sr Engineer, FW & Product Test
Longmont, CO · On-site
$111K - $189K/yr
Apply white-box, grey-box, and black-box testing methodologies to validate firmware functionality ... and validation workflow optimization. Required Qualifications * Bachelor's degree with ...
Sr Engineer, FW & Product Test
Longmont, CO · On-site
$111K - $189K/yr
Apply white-box, grey-box, and black-box testing methodologies to validate firmware functionality ... and validation workflow optimization. Required Qualifications * Bachelor's degree with ...
Sr Engineer, FW & Product Test
Longmont, CO · On-site
$111K - $189K/yr
Apply white-box, grey-box, and black-box testing methodologies to validate firmware functionality ... and validation workflow optimization. Required Qualifications * Bachelor's degree with ...
Senior Machine Learning Engineer, Ads Optimization
$122K - $161K/yr
Comfort reasoning about and implementing custom optimization logic (e.g., gradient-based methods, constraint handling), not just applying black-box tooling. Preferred Qualifications * Experience with ...
Senior Machine Learning Engineer, Ads Optimization
$122K - $161K/yr
Comfort reasoning about and implementing custom optimization logic (e.g., gradient-based methods, constraint handling), not just applying black-box tooling. Preferred Qualifications * Experience with ...
Associate QA Engineer
Reno, NV · On-site
This role performs both black-box and white-box testing to validate functionality, reliability, and ... optimization techniques, and modern automation frameworks * Adapt testing approaches as ...
Associate QA Engineer
Reno, NV · On-site
This role performs both black-box and white-box testing to validate functionality, reliability, and ... optimization techniques, and modern automation frameworks * Adapt testing approaches as ...
Leading ongoing reviews of business processes and developing optimization strategies. Writing acceptable test cases and performing black-box testing to ensure that the development meets the ...
Leading ongoing reviews of business processes and developing optimization strategies. Writing acceptable test cases and performing black-box testing to ensure that the development meets the ...
Control Systems Engineer
Chillicothe, IL · On-site
$100K - $120K/yr
... of optimizing engine performance and emissions. As an individual contributor within the Large ... Strong background in modeling dynamic systems through physics‑based white box models, black box ...
Control Systems Engineer
Chillicothe, IL · On-site
$100K - $120K/yr
... of optimizing engine performance and emissions. As an individual contributor within the Large ... Strong background in modeling dynamic systems through physics‑based white box models, black box ...
Optimal design of High efficiency 800V to 50V/12V/6V DC/DC power solutions for future AI servers ... Solution implementation of comprehensive hot swap solutions with fault tolerance and black box ...
Optimal design of High efficiency 800V to 50V/12V/6V DC/DC power solutions for future AI servers ... Solution implementation of comprehensive hot swap solutions with fault tolerance and black box ...
Senior ML Engineer
$180K - $200K/yr
Work across a broad modeling landscape including RL, graph neural networks, black-box/classical optimization, and generative modeling * Formulate objectives, model constraints, and debug numerical ...
Senior ML Engineer
$180K - $200K/yr
Work across a broad modeling landscape including RL, graph neural networks, black-box/classical optimization, and generative modeling * Formulate objectives, model constraints, and debug numerical ...
Applied Scientist- Pricing
Seattle, WA · On-site
... optimization frameworks that balance objectives like margin, conversion, and risk • Apply ... pure black-box prediction is not enough • Design experiments and measurement approaches to ...
Applied Scientist- Pricing
Seattle, WA · On-site
... optimization frameworks that balance objectives like margin, conversion, and risk • Apply ... pure black-box prediction is not enough • Design experiments and measurement approaches to ...
... in optimizing process operations around the world known for our team of experts and proven ... Regression test, functional test, unit test, black box test, white box test, etc. * Basic ...
Quick apply
... in optimizing process operations around the world known for our team of experts and proven ... Regression test, functional test, unit test, black box test, white box test, etc. * Basic ...
Collaborate with Structured Cabling SMEs to engineer solutions that are compliant with standards and optimal network performance. * Coordinate and deliver detailed Wi-Fi site surveys, including ...
Collaborate with Structured Cabling SMEs to engineer solutions that are compliant with standards and optimal network performance. * Coordinate and deliver detailed Wi-Fi site surveys, including ...
... in optimizing process operations around the world known for our team of experts and proven ... Regression test, functional test, unit test, black box test, white box test, etc. * Basic ...
Quick apply
... in optimizing process operations around the world known for our team of experts and proven ... Regression test, functional test, unit test, black box test, white box test, etc. * Basic ...
From reimagining airport operations to optimizing smart spaces, you will translate complex, cutting ... You will act as a market educator, unpacking the "black box" of AI for our buyers, while ...
Quick apply
From reimagining airport operations to optimizing smart spaces, you will translate complex, cutting ... You will act as a market educator, unpacking the "black box" of AI for our buyers, while ...
Test Engineer, Vehicle Integration (Software)
Garden Grove, CA · On-site
$105K - $141K/yr
Performance Optimization: Conduct CPU, memory, and task scheduling profiling to monitor and ... Root Cause Analysis: Act as a "black box" tester to concretely verify system performance ...
Test Engineer, Vehicle Integration (Software)
Garden Grove, CA · On-site
$105K - $141K/yr
Performance Optimization: Conduct CPU, memory, and task scheduling profiling to monitor and ... Root Cause Analysis: Act as a "black box" tester to concretely verify system performance ...
QA ETL with Automation
Carmel, IN · On-site
Experienced in white and black box testing * Test creation, including: test plans, test cases ... Solid scripting abilities and a mindset of optimizing productivity * At a minimum, the candidate ...
QA ETL with Automation
Carmel, IN · On-site
Experienced in white and black box testing * Test creation, including: test plans, test cases ... Solid scripting abilities and a mindset of optimizing productivity * At a minimum, the candidate ...
Research Engineer
San Francisco, CA · On-site
$175K - $275K/yr
This is not a black-box applied role: your work will be published, your infrastructure will be ... Strong fundamentals in machine learning, optimization, and large-scale data processing
Research Engineer
San Francisco, CA · On-site
$175K - $275K/yr
This is not a black-box applied role: your work will be published, your infrastructure will be ... Strong fundamentals in machine learning, optimization, and large-scale data processing
Black Box Optimization information
See salary details
$16K - $23.8K
3% of jobs
$23.8K - $31.6K
6% of jobs
$35.1K is the 25th percentile. Wages below this are outliers.
$31.6K - $39.5K
34% of jobs
$39.5K - $47.3K
2% of jobs
The median wage is $50K / yr.
$47.3K - $55.1K
11% of jobs
$55.1K - $62.9K
14% of jobs
$67.1K is the 75th percentile. Wages above this are outliers.
$62.9K - $70.7K
8% of jobs
$70.7K - $78.5K
5% of jobs
$78.5K - $86.4K
13% of jobs
$86.4K - $94.2K
1% of jobs
$94.2K - $102K
2% of jobs
$16K
$55.8K
$102K
How much do black box optimization jobs pay per year?
What are some common challenges faced by professionals working in black box optimization and how can they be addressed?
What are the key skills and qualifications needed to thrive as a black box optimization specialist, and why are they important?
What is the difference between Black Box Optimization vs Data Scientist?
| Aspect | Black Box Optimization | Data Scientist |
|---|---|---|
| Required Credentials | Typically a degree in mathematics, computer science, or engineering; certifications in optimization or data analysis | Degree in statistics, computer science, or related fields; certifications in data analysis or machine learning |
| Work Environment | Research labs, R&D departments, tech companies focusing on algorithm development | Business environments, tech firms, consulting, analyzing data to inform decisions |
| Industry Usage | Used in engineering, AI, machine learning, and operations research | Applied across finance, healthcare, marketing, and technology sectors |
Black Box Optimization and Data Scientists often share skills in programming and analytical thinking. While Black Box Optimization focuses on developing algorithms to optimize complex systems without explicit models, Data Scientists analyze and interpret data to generate insights. Both roles are vital in data-driven industries but serve different purposes within the analytics ecosystem.
What other helpful pages are available for Black Box Optimization?
Other pages related to Black Box Optimization:

Staff SSD Firmware Test Engineer
Longmont, CO • On-site
Other
Medical, Dental, Vision, PTO
Posted 25 days ago
Job description
Our vision is to transform how the world uses information to enrich life for all. Micron Technology is a world leader in innovating memory and storage solutions that accelerate the transformation of information into intelligence, inspiring the world to learn, communicate and advance faster than ever. Micron's Firmware & Product Test (FPT) team is hiring a Staff Engineer to lead validation strategy for enterprise SSD firmware. In this role, you'll architect next-generation test frameworks, drive AI/ML-powered validation methodologies, and own end-to-end verification of complex NVMe front-end features across multiple product lines. You'll serve as a technical authority at the intersection of firmware validation and applied machine learning - shaping the strategic direction of our test infrastructure, mentoring engineers, and influencing firmware architecture decisions through deep validation insights. The FPT team builds verification plans in Python, enforces NVMe and security protocol compliance, and executes white-box, grey-box, and black-box testing across simulation, FPGA, and prototype hardware environments.
Responsibilities- Lead the design and execution of firmware verification strategies for customer specifications and NVMe protocols, owning validation of complex front-end features (SMART, Trim, Get Log Page, OCP) across multiple product lines.
- Architect scalable grey-box, white-box, and black-box test frameworks that become organizational standards for firmware quality.
- Drive root-cause analysis for critical field and regression failures; establish systematic debug methodologies and knowledge-sharing practices across the team.
- Own the test infrastructure roadmap - including automation frameworks, CI/CD integration, and reporting dashboards - and influence tooling decisions at the department level.
- Design and deploy AI/ML solutions for test optimization, intelligent failure triage, predictive analytics, anomaly detection, and test prioritization.
- Lead code reviews, define test coverage standards, and drive continuous improvement in code quality and test effectiveness.
- Present technical findings, risk assessments, and strategic recommendations to senior leadership and cross-functional stakeholders.
- Mentor junior and mid-level engineers, providing technical guidance and fostering a culture of engineering excellence.
- Collaborate with firmware architects, product managers, and customers to define testability requirements and influence firmware architecture decisions.
- Bachelor's degree with ~8+ years of relevant experience
- Master's with ~6+ years
- PhD with ~4+ years in Computer Science, Data Science, Electrical/Computer Engineering, or a related field
- Expert-level Python proficiency, including strong command of NumPy, pandas, and scikit-learn, with a track record of building production-quality automation frameworks
- Deep expertise in test architecture, automation strategy, and validation methodologies, with proven success designing scalable test solutions
- Demonstrated experience applying ML models to real-world problems - designing, training, and deploying models for test optimization or failure analysis
- Proven ability to lead technical initiatives, influence without authority, and drive alignment across teams
- Excellent communication skills, with the ability to convey complex technical concepts to diverse audiences including senior leadership
- Proficiency with ML frameworks such as TensorFlow or PyTorch, plus experience with MLOps practices
- Track record of implementing AI/ML solutions in production testing or validation environments
- Experience leveraging AI/Generative AI tools to improve engineering productivity, test automation, data analysis, and problem solving
- Familiarity with Python-based AI/ML frameworks and responsible use of AI technologies is highly desirable
- Deep understanding of embedded systems, firmware architecture, and hardware-software interfaces
- Working knowledge of storage industry standards (NVMe, PCIe, OCP) at the specification level
- Familiarity with NAND flash memory architecture and SSD firmware validation methodologies
- Proficiency with Rust or C for firmware code comprehension, plus Linux/Windows system administration and Git/CI/CD pipelines
- Contributions to open-source projects, patents, or published technical work
- Experience leading cross-functional initiatives or small teams
Micron benefits are designed to help you stay well, provide peace of mind and help you prepare for the future. We offer a choice of medical, dental and vision plans in all locations enabling team members to select the plans that best meet their family healthcare needs and budget. Micron also provides benefit programs that help protect your income if you are unable to work due to illness or injury, and paid family leave. Additionally, Micron benefits include a robust paid time-off program and paid holidays. For additional information regarding the Benefit programs available, please see the Benefits Guide posted on micron.com/careers/benefits.
Equal Opportunity EmploymentMicron is proud to be an equal opportunity workplace and is an affirmative action employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex, sexual orientation, age, national origin, citizenship status, disability, protected veteran status, gender identity or any other factor protected by applicable federal, state, or local laws.
Micron Prohibits the use of child labor and complies with all applicable laws, rules, regulations, and other international and industry labor standards.
Micron does not charge candidates any recruitment fees or unlawfully collect any other payment from candidates as consideration for their employment with Micron.