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Automotive Engineers

SOC 17-2141.02Job Zone 4 · Considerable Preparationv.26.05

Context coveredThis framework covers automotive engineering practice from supervised entry-level design and testing support through executive-level technical leadership across vehicle system development, calibration, research, and quality governance in industry settings.

Sources:O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.SkillsCrosswalkSkillsCrosswalk — O*NET enrichment + adjacency index. Opens in new tab.
Emerging
Entry / Apprentice
  1. Vehicle subsystem test procedures — execute under direct supervision using established protocols on an automotive engineering test bench.
  2. Engineering drawings and technical specifications — read and interpret to support design review tasks in a structured team environment.
  3. CAD software tools — apply to create or modify basic component models under guidance within an automotive design department.
  4. Failure mode data — collect and document systematically to assist senior engineers conducting root cause analyses on vehicle components.
  5. Vehicle control algorithms — assist in calibration activities by inputting parameters and recording outputs under direct technical oversight.
  6. Technical status reports — draft preliminary sections summarizing test results for review by a supervising automotive engineer.
  7. Mathematical and physics principles — apply to perform basic load, stress, or force calculations supporting vehicle system design tasks.
  8. Quality control standards — follow established procedures to inspect components and flag nonconformances on an automotive production line.
  9. Engineering and scientific software — operate with guidance to run simulations or process data sets within a supervised research environment.
  10. Safety and diagnostic system specifications — review and summarize relevant requirements under supervision to support an ongoing vehicle engineering project.
Developing
Mid-level / Established
  1. System-level automotive tests — plan and conduct with limited oversight, interpreting results against defined acceptance criteria in a test facility.
  2. Root cause and variation analyses — perform independently on recurring vehicle subsystem failures, applying structured problem-solving methodologies.
  3. Aerodynamic, brake, or transmission system designs — analyze using CAD and simulation software to evaluate performance against engineering targets.
  4. Vehicle control software calibration — execute and validate calibration sequences for powertrain or chassis systems in a dynamometer environment.
  5. Technical project status reports — prepare and deliver to internal stakeholders, accurately conveying engineering progress and risk items.
  6. Production quality control standards — contribute to the development and documentation of standards for a specific vehicle component or assembly process.
  7. Junior engineering personnel — coordinate task assignments and provide technical guidance during routine design or testing activities.
  8. Alternate fuel or hybrid powertrain concepts — evaluate technical feasibility by reviewing literature and applying established engineering analysis methods.
  9. Systems analysis techniques — use to assess interactions among vehicle subsystems and identify performance trade-offs in familiar engineering contexts.
  10. Project management software — use to track milestones, manage engineering deliverables, and communicate schedule status within a multi-disciplinary team.
Proficient
Senior / Expert IC
  1. Full-scope vehicle system testing programs — direct from planning through execution and reporting, resolving non-routine technical issues autonomously.
  2. Complex failure and root cause analyses — lead across multiple subsystems using advanced statistical and analytical tools to determine corrective actions.
  3. Novel automotive system designs — develop and optimize across domains including aerodynamics, ergonomics, safety, and diagnostics using integrated CAE methods.
  4. Advanced vehicle calibration strategies — independently develop and refine control algorithms for hybrid or electrified powertrains in a vehicle integration environment.
  5. Engineering research studies — conceive and conduct to develop new automotive concepts, producing findings suitable for internal publication or standards contribution.
  6. Technical direction — provide autonomously to engineering teams and support personnel, resolving complex cross-functional technical conflicts in program execution.
  7. Production and quality control standards — establish and validate at the system level, ensuring compliance with regulatory and customer requirements.
  8. Comprehensive technical reports and presentations — author and deliver to senior management or external customers, clearly communicating complex engineering trade-offs.
  9. Systems evaluation — perform on full vehicle architectures to assess whether design intent is met under real-world operating conditions and edge cases.
  10. Cross-domain engineering trade-off decisions — execute with sound judgment, balancing safety, cost, performance, and manufacturability across a vehicle development program.
Advanced
Lead / Principal / Executive
  1. Automotive engineering technical strategy — define and champion at the organizational level, aligning R&D investments with long-term product and industry trends.
  2. Engineering department capability development — lead by mentoring senior engineers, establishing competency frameworks, and building technical talent pipelines.
  3. System-level vehicle architecture decisions — govern across programs, setting design and performance standards that shape multiple vehicle platforms simultaneously.
  4. Cross-functional quality and production standards — establish organization-wide policies integrating engineering, manufacturing, and supplier quality systems.
  5. Innovation culture — cultivate by directing research initiatives into emerging technologies such as electrification, autonomy, and alternative fuels at enterprise scale.
  6. Executive and regulatory technical communications — represent the organization authoritatively before senior leadership, government bodies, and industry consortia.
  7. Engineering risk governance — oversee systematic failure analysis and design robustness processes across all programs, ensuring organizational learning and accountability.
  8. Strategic partnerships and technology roadmaps — develop with external research institutions, suppliers, and standards bodies to advance automotive engineering practice.
  9. Multi-program engineering resource allocation — direct at the portfolio level, applying judgment to balance competing technical priorities and organizational constraints.
  10. Principal technical guidance — provide as the highest internal authority on vehicle systems engineering, resolving escalated cross-disciplinary technical disputes and setting precedent.

AI-at-Work Competency Framework

Sources:Anthropic Economic IndexAnthropic Economic Index — release_2026_03_24. Opens in new tab.Jadhav & Danve, 2026Skill Automation Feasibility Index — Jadhav & Danve, 2026 (arXiv:2604.06906). Opens in new tab.WEF Skills TaxonomyWEF Skills Taxonomy 2021 — Building a Common Language for Skills at Work. Opens in new tab.
Subscriber feature

Authoritative source data identified for 998 occupations

How a worker at each mastery level uses, directs, and evaluates AI tools in this occupation. Each statement cites its evidence inline; click a citation chip to verify the source.

Emerging
  1. AI-assisted literature and standards review — uses an LLM to summarize technical documents, SAE standards, and supplier specs, cross-checking key figures against source material before incorporating them into design notes Anthropic Economic IndexAnthropic Economic Index — release_2026_03_24. Opens in new tab..
  2. Basic failure-mode lookup — prompts an AI assistant to generate initial lists of common failure modes for a given automotive subsystem, then verifies each entry against engineering databases and personal domain knowledge Jadhav & Danve, 2026Skill Automation Feasibility Index — Jadhav & Danve, 2026 (arXiv:2604.06906). Opens in new tab..
Developing
  1. Root cause analysis scaffolding — delegates the preliminary sorting and pattern-matching of test anomaly data to an AI tool, then applies engineering judgment to confirm or reject the AI-proposed causal chains before reporting findings Anthropic Economic IndexAnthropic Economic Index — release_2026_03_24. Opens in new tab. Jadhav & Danve, 2026Skill Automation Feasibility Index — Jadhav & Danve, 2026 (arXiv:2604.06906). Opens in new tab..
  2. Control algorithm documentation — directs an AI assistant to produce first-draft comments and structured documentation for calibration and control software, reviewing every parameter boundary and logic branch for accuracy Anthropic Economic IndexAnthropic Economic Index — release_2026_03_24. Opens in new tab..
  3. Report and memo drafting — hands off structured data and bullet-point findings to an AI writing assistant to produce technical reports, retaining authorship of all engineering conclusions and recommendations WEF Skills TaxonomyWEF Skills Taxonomy 2021 — Building a Common Language for Skills at Work. Opens in new tab..
Proficient
  1. System-level test planning support — uses an AI tool to generate candidate test matrices for vehicle systems such as brakes, steering, or hybrid power, then prunes, re-sequences, and augments the matrix based on program requirements and risk prioritization Anthropic Economic IndexAnthropic Economic Index — release_2026_03_24. Opens in new tab. Jadhav & Danve, 2026Skill Automation Feasibility Index — Jadhav & Danve, 2026 (arXiv:2604.06906). Opens in new tab..
  2. Aerodynamic and structural design iteration — feeds geometry parameters and boundary conditions into AI-assisted simulation pre-processors, interprets the results with domain expertise, and directs design changes that the AI cannot independently reason about Jadhav & Danve, 2026Skill Automation Feasibility Index — Jadhav & Danve, 2026 (arXiv:2604.06906). Opens in new tab. WEF Skills TaxonomyWEF Skills Taxonomy 2021 — Building a Common Language for Skills at Work. Opens in new tab..
  3. Cross-functional communication drafting — employs an LLM to translate dense engineering analyses into executive summaries or supplier requirement documents, validating technical accuracy before distribution Anthropic Economic IndexAnthropic Economic Index — release_2026_03_24. Opens in new tab..
  4. Variation and tolerance analysis acceleration — delegates initial statistical sensitivity sweeps to an AI assistant, then applies engineering judgment to identify interactions and edge cases that fall outside the model's training distribution Jadhav & Danve, 2026Skill Automation Feasibility Index — Jadhav & Danve, 2026 (arXiv:2604.06906). Opens in new tab..
Advanced
  1. Autonomous agent orchestration for vehicle diagnostics — directs multi-step AI agents to ingest OBD and CAN bus logs, correlate fault codes, and propose ranked diagnostic hypotheses, while retaining final authority over root cause classification and corrective action Anthropic Economic IndexAnthropic Economic Index — release_2026_03_24. Opens in new tab. Jadhav & Danve, 2026Skill Automation Feasibility Index — Jadhav & Danve, 2026 (arXiv:2604.06906). Opens in new tab..
  2. AI governance and tool qualification — defines team-level standards for acceptable AI autonomy levels in safety-critical design tasks, establishes human-review checkpoints, and audits AI outputs against FMEA and functional-safety requirements before sign-off Jadhav & Danve, 2026Skill Automation Feasibility Index — Jadhav & Danve, 2026 (arXiv:2604.06906). Opens in new tab. WEF Skills TaxonomyWEF Skills Taxonomy 2021 — Building a Common Language for Skills at Work. Opens in new tab..
  3. Strategic problem decomposition — breaks complex, multi-domain engineering challenges (e.g., integrated hybrid powertrain calibration) into subtasks sized for AI-assisted analysis, assigns subtasks to appropriate tools, and synthesizes outputs into coherent system-level decisions Anthropic Economic IndexAnthropic Economic Index — release_2026_03_24. Opens in new tab. WEF Skills TaxonomyWEF Skills Taxonomy 2021 — Building a Common Language for Skills at Work. Opens in new tab..
Evidence pack
AEI usage
Task observations: 137
Augment share: 13.7%
Time saved: 84.6%
AI autonomy: 2.98
SAFI positioning
Top skill: Complex Problem Solving
Score: 59.2 / 100
precision: exact
WEF cluster
Computational Thinking
computational_thinking
Sources:Anthropic Economic IndexAnthropic Economic Index — release_2026_03_24. Opens in new tab.Jadhav & Danve, 2026Skill Automation Feasibility Index — Jadhav & Danve, 2026 (arXiv:2604.06906). Opens in new tab.WEF Skills TaxonomyWEF Skills Taxonomy 2021 — Building a Common Language for Skills at Work. Opens in new tab.

Pathsmith Durable Skills Framework

Sources:Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Subscriber feature

Ten durable-skill domains mapped to four proficiency/role levels for each occupation. Each statement is aligned to the Pathsmith taxonomy, derived from trusted grounding data and mapped to occupation-specific O*NET tasks and skills.

1Communication10 statements
Emerging
  1. Technical report drafts — convey preliminary test results in written form using standard automotive engineering templates Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Team meeting participation — articulates observed vehicle anomalies to senior engineers during design review sessions Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Developing
  1. Engineering documentation — writes clear technical specifications for vehicle subsystems such as braking or steering with minimal revision cycles Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Cross-functional briefings — presents project status updates on powertrain or safety system development to mixed technical and non-technical audiences O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Applying
  1. Technical status reports — prepares and delivers structured presentations on system-level automotive test outcomes to program managers and stakeholders Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Failure analysis communication — translates root cause findings from component failures into actionable engineering directives for production and quality teams O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  3. Supplier interface — communicates calibration requirements and tolerance specifications to external suppliers with precision and clarity O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Exceeding
  1. Executive technical briefings — synthesizes complex vehicle dynamics or hybrid power system trade-offs into strategic narratives for senior leadership and cross-organizational partners Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Standards authorship — authors and publishes production or quality control standards documentation that becomes adopted organization-wide O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  3. Research dissemination — presents novel automotive engineering concepts at industry conferences or in peer-reviewed publications, advancing field-wide knowledge O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
2Leadership10 statements
Emerging
  1. Task ownership — takes individual accountability for assigned subsystem analysis tasks within a supervised vehicle development project Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  2. Peer support — volunteers technical assistance to fellow junior engineers interpreting mechanical or electronics test data Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Developing
  1. Engineering team coordination — organizes daily tasks and schedules for small groups of engineering technicians during vehicle system testing campaigns Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Initiative on design gaps — identifies unaddressed aerodynamic or ergonomic design issues and proposes solutions without waiting for directive Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Applying
  1. Technical direction — provides day-to-day engineering guidance and decision authority to junior engineers and support personnel on systems integration projects O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Program milestone ownership — leads subsystem development phase from concept through validation, ensuring delivery against quality and timing targets Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  3. Cross-discipline coordination — aligns software calibration, mechanical, and electronics engineering teams around shared vehicle system objectives O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Exceeding
  1. Engineering organization leadership — directs multi-disciplinary automotive engineering programs, setting vision, resolving escalations, and developing engineering talent pipelines Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Research agenda setting — establishes and champions new concept development initiatives in areas such as alternate fuels or advanced diagnostics that shape long-term product strategy O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  3. Mentorship ecosystem — builds structured mentorship and knowledge-transfer practices across the engineering function to accelerate team capability growth Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
3Metacognition9 statements
Emerging
  1. Learning gap identification — recognizes personal knowledge limits in vehicle dynamics or control algorithm calibration and seeks targeted resources to close gaps Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  2. Test reflection — reviews own analytical errors after system-level testing and documents lessons for future application Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Developing
  1. Problem-solving self-monitoring — tracks own diagnostic reasoning during root cause analysis to detect when a chosen approach is not yielding useful data Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Skill development planning — creates a personal development roadmap aligned to emerging automotive domains such as hybrid power or advanced driver assistance systems Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Applying
  1. Engineering judgment calibration — evaluates the reliability of own technical judgments during design trade-off decisions, adjusting confidence levels based on data quality Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Iterative design reflection — systematically reviews own design decisions after vehicle validation testing to extract transferable insights for future programs Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  3. Bias recognition in analysis — identifies and corrects for confirmation bias when evaluating competing failure hypotheses during root cause investigations Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Exceeding
  1. Organizational learning facilitation — models and teaches metacognitive practices to engineering teams, embedding structured after-action reviews into program workflows Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  2. Adaptive expertise — consciously shifts cognitive strategies when transitioning between familiar and novel vehicle technology domains, accelerating mastery in emerging fields Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
4Critical Thinking10 statements
Emerging
  1. Data interpretation — distinguishes between signal and noise in basic vehicle test data when reviewing results under supervisor guidance Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Assumption identification — flags unstated assumptions in design specifications for vehicle subsystems during peer design reviews Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Developing
  1. Failure hypothesis generation — develops multiple plausible causal explanations for observed vehicle system anomalies before selecting a root cause path Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Evidence-based design selection — evaluates competing design options for braking or transmission systems using quantitative performance data and logical trade-off analysis Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Applying
  1. Root cause analysis execution — applies structured analytical methods such as fault tree or fishbone analysis to diagnose complex multi-system automotive failures O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Variation analysis — critically evaluates production process variation data to determine whether design tolerances or manufacturing practices are the primary failure driver O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  3. Regulatory and safety judgment — assesses design compliance against safety standards by evaluating evidence from crash simulation, physical testing, and field data concurrently Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Exceeding
  1. Systems-level failure reasoning — synthesizes inputs from aerodynamics, powertrain, electronics, and software subsystems to diagnose emergent vehicle-level failures that no single discipline could identify alone Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Research methodology critique — evaluates validity and generalizability of automotive engineering research findings, distinguishing between robust conclusions and artifact-driven results Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  3. Strategic design decision authority — renders high-stakes engineering judgments on novel vehicle architectures where precedent is limited and consequences of error are significant Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
5Collaboration9 statements
Emerging
  1. Design team participation — contributes subsystem-level analysis inputs to cross-functional vehicle development teams during scheduled design review meetings Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  2. Shared documentation — maintains and updates shared engineering files and test logs in collaborative project management environments Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Developing
  1. Interdisciplinary coordination — works alongside software calibration and mechanical engineering colleagues to align control algorithm parameters with physical system constraints Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Conflict navigation — resolves technical disagreements with peer engineers by referencing shared data and design criteria rather than positional arguments Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Applying
  1. Cross-functional program integration — coordinates engineering deliverables across safety, powertrain, and electronics teams to meet integrated vehicle system milestones Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Supplier collaboration — partners with external supplier engineering teams to co-develop component specifications and resolve interface incompatibilities during vehicle integration O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  3. Testing campaign teamwork — leads collaborative system-level test events, coordinating roles across test drivers, data acquisition engineers, and software calibration staff O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Exceeding
  1. Global engineering network leadership — builds and sustains collaborative relationships across geographically distributed engineering centers to enable concurrent vehicle development Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  2. Innovation partnership — co-develops novel automotive concepts with university research partners, government agencies, or technology suppliers through structured joint engineering programs Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
6Character9 statements
Emerging
  1. Data integrity — records vehicle test results accurately without selective omission, even when outcomes contradict design expectations Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  2. Professional accountability — acknowledges errors in calculations or analysis promptly and initiates corrections without being prompted Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Developing
  1. Safety-first conduct — raises vehicle safety concerns during design reviews regardless of program timing or cost pressures Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Intellectual honesty — represents the limitations of own analysis and the uncertainty range of engineering conclusions when briefing stakeholders Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Applying
  1. Ethical quality standards — upholds production and quality control standards consistently, refusing to approve vehicles or components that fail to meet safety specifications under schedule pressure Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Transparent failure reporting — documents and communicates root cause findings, including findings that implicate own team's design decisions, with full accuracy Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  3. Professional standards adherence — applies engineering codes of practice and regulatory requirements as non-negotiable constraints in all design and testing decisions Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Exceeding
  1. Organizational ethics modeling — establishes and enforces a culture of engineering integrity and safety accountability across entire programs or engineering departments Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  2. Whistleblower courage — escalates serious vehicle safety concerns through appropriate channels with evidence and professional composure when internal resolution fails Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
7Creativity9 statements
Emerging
  1. Design alternative generation — proposes at least two non-obvious design approaches for an assigned vehicle subsystem component during early concept phases Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  2. Test method innovation — suggests novel sensor placement or data collection configurations to improve visibility into vehicle system behavior during testing Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Developing
  1. Concept exploration — develops creative engineering concepts for alternate fuel integration or hybrid power architecture options that challenge conventional design assumptions Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Cross-domain analogy — applies engineering principles from non-automotive domains such as aerospace or robotics to generate novel solutions for vehicle aerodynamic or braking challenges Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Applying
  1. Novel calibration approaches — devises original control algorithm calibration strategies that achieve improved vehicle performance metrics beyond the baseline specification Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Research-driven concept development — conducts exploratory research studies that generate new theoretical frameworks or design paradigms in automotive engineering O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  3. Problem reframing — redefines an established vehicle system failure as a design optimization opportunity, generating creative solutions that improve overall system performance Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Exceeding
  1. Disruptive vehicle architecture innovation — conceives and champions fundamentally new approaches to vehicle system design in areas such as autonomous driving, electrification, or structural lightweighting that create competitive differentiation Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Innovation process leadership — builds and leads structured creative engineering processes such as design sprints or innovation labs that systematically generate patentable automotive concepts Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
8Growth Mindset9 statements
Emerging
  1. Feedback receptivity — incorporates technical critique from senior engineers into revised vehicle subsystem designs without defensiveness Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  2. Stretch task acceptance — volunteers for analysis assignments in unfamiliar vehicle domains such as advanced diagnostics or new powertrain architectures Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Developing
  1. Failure as learning — treats failed vehicle system tests as primary data sources for improving design understanding rather than as setbacks to minimize Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Skill boundary expansion — proactively develops competence in emerging automotive technologies such as software-defined vehicle systems outside formal training requirements Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Applying
  1. Iterative mastery pursuit — systematically refines calibration or design skills across successive vehicle programs, using performance gaps from each program to guide deliberate practice Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Change navigation — adapts engineering approach constructively when program requirements, regulations, or technology constraints shift mid-development cycle Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  3. Peer learning cultivation — actively seeks technical knowledge from colleagues in adjacent engineering disciplines to broaden system-level automotive understanding Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Exceeding
  1. Organizational learning culture — institutionalizes growth mindset practices across engineering teams by designing retrospective processes and failure-sharing forums into program cadence Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  2. Continuous expertise renewal — leads personal and team-level learning initiatives in rapidly evolving automotive domains, maintaining cutting-edge knowledge in electrification, autonomy, or connectivity Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
9Mindfulness9 statements
Emerging
  1. Attention management — maintains sustained focus during extended vehicle data review sessions, recognizing and redirecting attention when cognitive fatigue degrades analytical quality Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  2. Pre-test intentionality — sets explicit objectives and success criteria before initiating vehicle system tests to reduce reactive decision-making during test execution Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Developing
  1. Stress-aware decision-making — recognizes when program deadline pressure is compromising own analytical judgment and applies deliberate pause strategies before issuing engineering approvals Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  2. Meeting presence — maintains active listening and suspends internal evaluation during technical design reviews to fully capture peer and stakeholder perspectives Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Applying
  1. High-stakes test composure — maintains methodical, step-by-step execution discipline during complex vehicle system-level testing events where unexpected failures create time pressure Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Emotion regulation in conflict — manages own emotional responses during contentious engineering trade-off debates, keeping discussions grounded in data and shared objectives Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  3. Intentional problem framing — pauses to explicitly define problem boundaries and success criteria before beginning root cause analysis, preventing premature solution convergence Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Exceeding
  1. Mindful leadership modeling — demonstrates and coaches present-moment awareness practices to engineering teams, reducing reactive decision cycles during high-pressure program phases Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  2. Systemic attention design — designs engineering workflow structures and meeting cadences that protect deep-focus time for complex vehicle design and analysis work Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
10Fortitude9 statements
Emerging
  1. Persistence through complexity — continues working through multi-variable vehicle physics problems without seeking early resolution shortcuts when initial approaches fail Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  2. Ambiguity tolerance — proceeds with data collection and analysis in early-stage vehicle concept work where requirements and success criteria are not yet fully defined Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Developing
  1. Program setback recovery — rebuilds analytical momentum after significant vehicle test failures or design rework directives without loss of technical rigor Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  2. Pressure performance — maintains methodical engineering discipline on vehicle programs experiencing simultaneous timing compression, budget constraint, and technical uncertainty Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Applying
  1. Long-cycle perseverance — sustains technical quality and personal engagement across multi-year vehicle development programs that include extended periods of incremental, unglamorous validation work Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Courageous technical dissent — formally documents and escalates minority engineering positions on safety-critical design decisions when consensus positions appear technically unsound Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  3. Crisis response — leads engineering response to serious vehicle field failure events with composure, rigor, and urgency through all phases from containment to root cause to corrective action Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Exceeding
  1. Organizational resilience building — develops engineering teams capable of sustained high performance through program disruptions, regulatory changes, and disruptive technology shifts Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  2. Pioneering adversity — persists through the technical, organizational, and resource obstacles inherent in leading first-of-kind vehicle system development programs where failure risk is high and precedent is absent Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Sources:Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
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O*NET enrichment · skillscrosswalk.com

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Source anchors that ground each statement

Related titles
Automotive Designer · Automotive Engineer · Automotive Power Electronics Engineer · Automotive Project Engineer · Automotive Quality Engineer · Automotive Systems Engineer · Chassis Engineer · Customer Quality Engineer · Design Release Engineer · Design Support Engineer · Dimensional Integration Engineer · Engineer
RAPIDS apprenticeships
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O*NET skills
Complex Problem SolvingCritical ThinkingReading ComprehensionJudgment and Decision MakingSpeakingWritingMathematicsActive ListeningOperations AnalysisSystems AnalysisSystems EvaluationCoordinationActive LearningTime ManagementScienceMonitoringPersuasionTechnology DesignNegotiationInstructingQuality Control AnalysisManagement of Personnel ResourcesSocial Perceptiveness
Knowledge domains
Engineering and TechnologyPhysicsMathematicsMechanicalDesignComputers and ElectronicsTransportationEnglish LanguageProduction and ProcessingAdministration and ManagementChemistry
Abilities
Problem SensitivityDeductive ReasoningInductive ReasoningOral ComprehensionWritten ComprehensionOral ExpressionWritten ExpressionFluency of IdeasOriginalityMathematical Reasoning
Work styles
Attention to DetailInnovationDependabilityIntellectual CuriosityAdaptabilityAchievement Orientation
Technology
Computer aided manufacturing CAM softwareGraphics or photo imaging softwareAnalytical or scientific softwareObject or component oriented development softwareComputer aided design CAD softwareEnterprise application integration softwareProject management softwareDevelopment environment softwareProgram testing softwareFile versioning software
Tasks · seed anchors for statements
  1. Conduct or direct system-level automotive testing.
  2. Provide technical direction to other engineers or engineering support personnel.
  3. Perform failure, variation, or root cause analyses.
  4. Calibrate vehicle systems, including control algorithms or other software systems.
  5. Design or analyze automobile systems in areas such as aerodynamics, alternate fuels, ergonomics, hybrid power, brakes, transmissions, steering, calibration, safety, or diagnostics.
  6. Prepare or present technical or project status reports.
  7. Conduct research studies to develop new concepts in the field of automotive engineering.
  8. Establish production or quality control standards.
CIP education codes
14.110114.190114.4101

Sources: O*NET v30.2 (CC BY 4.0), SkillsCrosswalk.com, LER.me, Anthropic Economic Index, SAFI (Jadhav & Danve, 2026), WEF Skills Taxonomy 2021, Pathsmith Durable Skills Framework. © 2026 EBSCOed.