Fuel Cell Engineers spend their days conducting experiments to validate new materials and optimize startup protocols for fuel cell systems. They analyze test data using statistical software and electrochemical diagnostic tools to characterize component performance and identify operating conditions. Engineers provide technical consultation to development teams and collaborate with other engineers on cost reduction and product improvement projects. They define specifications for fuel cell materials, validate system designs, and conduct post-service failure analyses to improve reliability. Much of their work involves using computer modeling software, test stations, and analytical instruments to advance fuel cell technology.
Successful Fuel Cell Engineers possess strong analytical and problem-solving abilities, with high levels of dependability and attention to detail. They excel at deductive and inductive reasoning, requiring mathematical reasoning skills to analyze complex electrochemical systems. These professionals demonstrate intellectual curiosity and cautiousness in their approach to experimental work. They thrive on continuous learning and updating their knowledge in the rapidly evolving clean energy field. Strong communication skills are essential for providing technical consultation and interpreting complex data for diverse stakeholders.
Fuel Cell Engineers face low automation risk due to the high-level analytical thinking and creative problem-solving required in their work. While computer modeling and data analysis tools continue to advance, the core activities of experimental design, system optimization, and failure analysis require human expertise and interpretation. The emerging nature of fuel cell technology requires adaptive thinking and innovation that current automation cannot replicate.
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| TERM | COUNT | FREQ | BAR | SOURCE ATTRIBUTION |
|---|---|---|---|---|
| fuel | 244 | 0.0380 | wikipedia 82% onet tasks 11% | |
| hydrogen | 189 | 0.0294 | wikipedia 98% onet tasks 2% | |
| cell | 173 | 0.0269 | wikipedia 76% onet tasks 14% | |
| vehicles | 80 | 0.0125 | wikipedia 89% onet dimensi 5% | |
| energy | 63 | 0.0098 | wikipedia 83% dwas 8% | |
| cells | 43 | 0.0067 | wikipedia 93% onet tasks 5% | |
| electric | 42 | 0.0065 | wikipedia 88% onet tasks 7% | |
| vehicle | 42 | 0.0065 | wikipedia 88% onet tasks 5% | |
| tendency | 42 | 0.0065 | onet dimensi 100% | |
| others | 39 | 0.0061 | onet dimensi 97% wikipedia 3% | |
| design | 28 | 0.0044 | dwas 32% onet dimensi 21% | |
| equipment | 28 | 0.0044 | onet dimensi 82% dwas 11% | |
| production | 26 | 0.0040 | wikipedia 58% onet dimensi 31% | |
| storage | 25 | 0.0039 | wikipedia 88% onet tasks 8% | |
| engineering | 24 | 0.0037 | wikipedia 50% inference 25% | |
| applications | 23 | 0.0036 | wikipedia 61% onet dimensi 17% | |
| standards | 23 | 0.0036 | wikipedia 65% onet dimensi 35% | |
| cars | 23 | 0.0036 | wikipedia 100% | |
| materials | 22 | 0.0034 | onet dimensi 45% inference 23% | |
| powered | 22 | 0.0034 | wikipedia 100% | |
| power | 21 | 0.0033 | wikipedia 86% onet tasks 14% | |
| technical | 20 | 0.0031 | dwas 30% wikipedia 25% | |
| principles | 19 | 0.0030 | onet dimensi 84% wikipedia 11% | |
| battery | 19 | 0.0030 | wikipedia 95% onet tasks 5% | |
| buses | 19 | 0.0030 | wikipedia 100% | |
| technology | 17 | 0.0026 | wikipedia 47% onet dimensi 24% | |
| clean | 17 | 0.0026 | wikipedia 71% inference 29% | |
| infrastructure | 17 | 0.0026 | wikipedia 100% | |
| stations | 16 | 0.0025 | wikipedia 81% onet tasks 12% | |
| includes | 16 | 0.0025 | onet dimensi 75% wikipedia 25% |
Provenance Window — Full Source Record · 17-2141.01 · Fuel Cell Engineers 7 source blocks · click to expand
[Core] [22% incumbents] Plan or conduct experiments to validate new materials, optimize startup protocols, reduce conditioning time, or examine contaminant tolerance. DWAs: Research energy production, use, or conservation. [Core] [22% incumbents] Provide technical consultation or direction related to the development or production of fuel cell systems. DWAs: Provide technical guidance to other personnel. [Core] [22% incumbents] Characterize component or fuel cell performances by generating operating maps, defining operating conditions, identifying design refinements, or executing durability assessments. DWAs: Design alternative energy systems. [Core] [22% incumbents] Plan or implement fuel cell cost reduction or product improvement projects in collaboration with other engineers, suppliers, support personnel, or customers. DWAs: Implement design or process improvements. | Prepare detailed work plans. | Confer with technical personnel to prepare designs or operational plans. [Core] [22% incumbents] Conduct fuel cell testing projects, using fuel cell test stations, analytical instruments, or electrochemical diagnostics, such as cyclic voltammetry or impedance spectroscopy. DWAs: Test green technologies or processes. [Core] [22% incumbents] Analyze fuel cell or related test data, using statistical software. DWAs: Analyze test or validation data. [Core] [22% incumbents] Conduct post-service or failure analyses, using electromechanical diagnostic principles or procedures. DWAs: Conduct quantitative failure analyses of operational data. [Core] [22% incumbents] Define specifications for fuel cell materials. DWAs: Determine design criteria or specifications. [Core] [22% incumbents] Recommend or implement changes to fuel cell system designs. DWAs: Recommend technical design or process changes to improve efficiency, quality, or performance. [Core] [22% incumbents] Validate design of fuel cells, fuel cell components, or fuel cell systems. DWAs: Conduct validation tests of equipment or processes. [Core] [22% incumbents] Read current literature, attend meetings or conferences, or talk with colleagues to stay abreast of new technology or competitive products. DWAs: Update technical knowledge. [Core] [22% incumbents] Prepare test stations, instrumentation, or data acquisition systems for use in specific tests of fuel cell components or systems. DWAs: Operate industrial equipment. [Core] [22% incumbents] Develop fuel cell materials or fuel cell test equipment. DWAs: Design materials for industrial or commercial applications. [Core] [22% incumbents] Fabricate prototypes of fuel cell components, assemblies, stacks, or systems. DWAs: Create physical models or prototypes. [Core] [22% incumbents] Manage fuel cell battery hybrid system architecture, including sizing of components, such as fuel cells, energy storage units, or electric drives. DWAs: Design alternative energy systems. [Core] [22% incumbents] Design or implement fuel cell testing or development programs. DWAs: Devise research or testing protocols. [Core] [22% incumbents] Write technical reports or proposals related to engineering projects. DWAs: Prepare technical reports for internal use. | Prepare proposal documents. [Core] [22% incumbents] Simulate or model fuel cell, motor, or other system information, using simulation software programs. DWAs: Create models of engineering designs or methods. [Core] [22% incumbents] Design fuel cell systems, subsystems, stacks, assemblies, or components, such as electric traction motors or power electronics. DWAs: Design alternative energy systems. [Core] [22% incumbents] Identify or define vehicle and system integration challenges for fuel cell vehicles. DWAs: Analyze green technology design requirements. [Core] [22% incumbents] Calculate the efficiency or power output of a fuel cell system or process. DWAs: Analyze costs and benefits of proposed designs or projects. [Core] [22% incumbents] Coordinate fuel cell engineering or test schedules with departments outside engineering, such as manufacturing. DWAs: Coordinate activities with suppliers, contractors, clients, or other departments. [Core] [22% incumbents] Authorize release of fuel cell parts, components, or subsystems for production. DWAs: Maintain inventories of materials, equipment, or products. [Core] [22% incumbents] Evaluate the power output, system cost, or environmental impact of new hydrogen or non-hydrogen fuel cell system designs. DWAs: Investigate the environmental impact of projects. [Core] [22% incumbents] Integrate electric drive subsystems with other vehicle systems to optimize performance or mitigate faults. DWAs: Design energy-efficient vehicles or vehicle components. [Supplemental] [22% incumbents] Develop or evaluate systems or methods of hydrogen storage for fuel cell applications. DWAs: Evaluate the characteristics of green technologies. | Develop technical methods or processes.
--- SKILLS --- Reading Comprehension (imp:4.00 lvl:4.75) — Understanding written sentences and paragraphs in work-related documents. Critical Thinking (imp:4.00 lvl:4.25) — Using logic and reasoning to identify the strengths and weaknesses of alternativ Writing (imp:3.75 lvl:4.12) — Communicating effectively in writing as appropriate for the needs of the audienc Speaking (imp:3.75 lvl:4.00) — Talking to others to convey information effectively. Science (imp:3.75 lvl:4.00) — Using scientific rules and methods to solve problems. Active Listening (imp:3.62 lvl:4.12) — Giving full attention to what other people are saying, taking time to understand Active Learning (imp:3.62 lvl:4.00) — Understanding the implications of new information for both current and future pr Monitoring (imp:3.62 lvl:4.00) — Monitoring/Assessing performance of yourself, other individuals, or organization Mathematics (imp:3.50 lvl:4.12) — Using mathematics to solve problems. Learning Strategies (imp:3.12 lvl:3.12) — Selecting and using training/instructional methods and procedures appropriate fo --- KNOWLEDGE --- Engineering and Technology (imp:4.64 lvl:6.00) — Knowledge of the practical application of engineering science and technology. Th Chemistry (imp:3.95 lvl:5.23) — Knowledge of the chemical composition, structure, and properties of substances a Design (imp:3.86 lvl:4.82) — Knowledge of design techniques, tools, and principles involved in production of Mathematics (imp:3.86 lvl:5.14) — Knowledge of arithmetic, algebra, geometry, calculus, statistics, and their appl Physics (imp:3.64 lvl:5.27) — Knowledge and prediction of physical principles, laws, their interrelationships, Computers and Electronics (imp:3.48 lvl:4.68) — Knowledge of circuit boards, processors, chips, electronic equipment, and comput Mechanical (imp:3.45 lvl:4.82) — Knowledge of machines and tools, including their designs, uses, repair, and main Production and Processing (imp:3.29 lvl:4.14) — Knowledge of raw materials, production processes, quality control, costs, and ot English Language (imp:3.14 lvl:3.64) — Knowledge of the structure and content of the English language including the mea Administration and Management (imp:2.82 lvl:3.91) — Knowledge of business and management principles involved in strategic planning, Education and Training (imp:2.32 lvl:3.05) — Knowledge of principles and methods for curriculum and training design, teaching Administrative (imp:2.14 lvl:2.77) — Knowledge of administrative and office procedures and systems such as word proce Building and Construction (imp:2.14 lvl:2.41) — Knowledge of materials, methods, and the tools involved in the construction or r Personnel and Human Resources (imp:2.09 lvl:2.27) — Knowledge of principles and procedures for personnel recruitment, selection, tra Transportation (imp:2.09 lvl:2.05) — Knowledge of principles and methods for moving people or goods by air, rail, sea Economics and Accounting (imp:2.05 lvl:1.91) — Knowledge of economic and accounting principles and practices, the financial mar Public Safety and Security (imp:2.05 lvl:1.91) — Knowledge of relevant equipment, policies, procedures, and strategies to promote Customer and Personal Service (imp:2.00 lvl:2.23) — Knowledge of principles and processes for providing customer and personal servic Communications and Media (imp:1.91 lvl:2.00) — Knowledge of media production, communication, and dissemination techniques and m Sales and Marketing (imp:1.82 lvl:2.00) — Knowledge of principles and methods for showing, promoting, and selling products Telecommunications (imp:1.82 lvl:1.45) — Knowledge of transmission, broadcasting, switching, control, and operation of te Law and Government (imp:1.59 lvl:1.18) — Knowledge of laws, legal codes, court procedures, precedents, government regulat Foreign Language (imp:1.50 lvl:0.86) — Knowledge of the structure and content of a foreign (non-English) language inclu Geography (imp:1.38 lvl:1.41) — Knowledge of principles and methods for describing the features of land, sea, an Sociology and Anthropology (imp:1.27 lvl:0.59) — Knowledge of group behavior and dynamics, societal trends and influences, human Psychology (imp:1.18 lvl:0.45) — Knowledge of human behavior and performance; individual differences in ability, Philosophy and Theology (imp:1.18 lvl:0.36) — Knowledge of different philosophical systems and religions. This includes their Biology (imp:1.14 lvl:0.41) — Knowledge of plant and animal organisms, their tissues, cells, functions, interd Medicine and Dentistry (imp:1.14 lvl:0.32) — Knowledge of the information and techniques needed to diagnose and treat human i Therapy and Counseling (imp:1.14 lvl:0.32) — Knowledge of principles, methods, and procedures for diagnosis, treatment, and r Food Production (imp:1.09 lvl:0.23) — Knowledge of techniques and equipment for planting, growing, and harvesting food History and Archeology (imp:1.09 lvl:0.23) — Knowledge of historical events and their causes, indicators, and effects on civi Fine Arts (imp:1.05 lvl:0.09) — Knowledge of the theory and techniques required to compose, produce, and perform --- ABILITIES --- Oral Comprehension (imp:4.00 lvl:4.88) — The ability to listen to and understand information and ideas presented through Written Comprehension (imp:4.00 lvl:4.88) — The ability to read and understand information and ideas presented in writing. Oral Expression (imp:4.00 lvl:4.75) — The ability to communicate information and ideas in speaking so others will unde Written Expression (imp:4.00 lvl:4.50) — The ability to communicate information and ideas in writing so others will under Problem Sensitivity (imp:4.00 lvl:4.25) — The ability to tell when something is wrong or is likely to go wrong. It does no Deductive Reasoning (imp:4.00 lvl:4.12) — The ability to apply general rules to specific problems to produce answers that Inductive Reasoning (imp:4.00 lvl:4.12) — The ability to combine pieces of information to form general rules or conclusion Mathematical Reasoning (imp:3.88 lvl:4.12) — The ability to choose the right mathematical methods or formulas to solve a prob Information Ordering (imp:3.75 lvl:4.00) — The ability to arrange things or actions in a certain order or pattern according Category Flexibility (imp:3.75 lvl:4.00) — The ability to generate or use different sets of rules for combining or grouping Near Vision (imp:3.75 lvl:3.88) — The ability to see details at close range (within a few feet of the observer). Fluency of Ideas (imp:3.62 lvl:4.25) — The ability to come up with a number of ideas about a topic (the number of ideas Originality (imp:3.50 lvl:4.00) — The ability to come up with unusual or clever ideas about a given topic or situa Flexibility of Closure (imp:3.38 lvl:3.62) — The ability to identify or detect a known pattern (a figure, object, word, or so Selective Attention (imp:3.38 lvl:3.25) — The ability to concentrate on a task over a period of time without being distrac Number Facility (imp:3.25 lvl:3.75) — The ability to add, subtract, multiply, or divide quickly and correctly. Visualization (imp:3.25 lvl:3.88) — The ability to imagine how something will look after it is moved around or when Speech Recognition (imp:3.25 lvl:3.38) — The ability to identify and understand the speech of another person. Speed of Closure (imp:3.00 lvl:3.00) — The ability to quickly make sense of, combine, and organize information into mea Perceptual Speed (imp:3.00 lvl:3.62) — The ability to quickly and accurately compare similarities and differences among Far Vision (imp:3.00 lvl:3.12) — The ability to see details at a distance. Speech Clarity (imp:3.00 lvl:3.12) — The ability to speak clearly so others can understand you. Memorization (imp:2.88 lvl:2.88) — The ability to remember information such as words, numbers, pictures, and proced Finger Dexterity (imp:2.88 lvl:2.88) — The ability to make precisely coordinated movements of the fingers of one or bot Time Sharing (imp:2.75 lvl:2.75) — The ability to shift back and forth between two or more activities or sources of Arm-Hand Steadiness (imp:2.75 lvl:3.00) — The ability to keep your hand and arm steady while moving your arm or while hold Control Precision (imp:2.75 lvl:2.88) — The ability to quickly and repeatedly adjust the controls of a machine or a vehi Visual Color Discrimination (imp:2.75 lvl:2.88) — The ability to match or detect differences between colors, including shades of c Hearing Sensitivity (imp:2.38 lvl:2.62) — The ability to detect or tell the differences between sounds that vary in pitch Manual Dexterity (imp:2.25 lvl:2.25) — The ability to quickly move your hand, your hand together with your arm, or your Depth Perception (imp:2.12 lvl:2.00) — The ability to judge which of several objects is closer or farther away from you Auditory Attention (imp:2.12 lvl:2.12) — The ability to focus on a single source of sound in the presence of other distra Wrist-Finger Speed (imp:1.88 lvl:1.25) — The ability to make fast, simple, repeated movements of the fingers, hands, and Response Orientation (imp:1.75 lvl:1.00) — The ability to choose quickly between two or more movements in response to two o Multilimb Coordination (imp:1.62 lvl:1.00) — The ability to coordinate two or more limbs (for example, two arms, two legs, or Rate Control (imp:1.62 lvl:0.75) — The ability to time your movements or the movement of a piece of equipment in an Trunk Strength (imp:1.62 lvl:1.00) — The ability to use your abdominal and lower back muscles to support part of the Reaction Time (imp:1.50 lvl:0.62) — The ability to quickly respond (with the hand, finger, or foot) to a signal (sou Extent Flexibility (imp:1.38 lvl:0.38) — The ability to bend, stretch, twist, or reach with your body, arms, and/or legs. Spatial Orientation (imp:1.25 lvl:0.38) — The ability to know your location in relation to the environment or to know wher Sound Localization (imp:1.25 lvl:0.25) — The ability to tell the direction from which a sound originated. Peripheral Vision (imp:1.12 lvl:0.12) — The ability to see objects or movement of objects to one's side when the eyes ar Speed of Limb Movement (imp:1.00) — The ability to quickly move the arms and legs. Static Strength (imp:1.00) — The ability to exert maximum muscle force to lift, push, pull, or carry objects. Explosive Strength (imp:1.00) — The ability to use short bursts of muscle force to propel oneself (as in jumping Dynamic Strength (imp:1.00) — The ability to exert muscle force repeatedly or continuously over time. This inv Stamina (imp:1.00) — The ability to exert yourself physically over long periods of time without getti Dynamic Flexibility (imp:1.00) — The ability to quickly and repeatedly bend, stretch, twist, or reach out with yo Gross Body Coordination (imp:1.00) — The ability to coordinate the movement of your arms, legs, and torso together wh Gross Body Equilibrium (imp:1.00) — The ability to keep or regain your body balance or stay upright when in an unsta Night Vision (imp:1.00) — The ability to see under low-light conditions. Glare Sensitivity (imp:1.00) — The ability to see objects in the presence of a glare or bright lighting. --- WORK ACTIVITIES --- Analyzing Data or Information (imp:4.36 lvl:5.64) — Identifying the underlying principles, reasons, or facts of information by break Making Decisions and Solving Problems (imp:4.36 lvl:5.27) — Analyzing information and evaluating results to choose the best solution and sol Updating and Using Relevant Knowledge (imp:4.18 lvl:5.91) — Keeping up-to-date technically and applying new knowledge to your job. Getting Information (imp:4.14 lvl:4.55) — Observing, receiving, and otherwise obtaining information from all relevant sour Processing Information (imp:4.10 lvl:5.59) — Compiling, coding, categorizing, calculating, tabulating, auditing, or verifying Communicating with Supervisors, Peers, or Subordinates (imp:4.09 lvl:4.91) — Providing information to supervisors, co-workers, and subordinates by telephone, Working with Computers (imp:4.00 lvl:3.95) — Using computers and computer systems (including hardware and software) to progra Interpreting the Meaning of Information for Others (imp:3.90 lvl:5.05) — Translating or explaining what information means and how it can be used. Monitoring Processes, Materials, or Surroundings (imp:3.86 lvl:4.95) — Monitoring and reviewing information from materials, events, or the environment, Inspecting Equipment, Structures, or Materials (imp:3.86 lvl:4.32) — Inspecting equipment, structures, or materials to identify the cause of errors o Thinking Creatively (imp:3.86 lvl:5.29) — Developing, designing, or creating new applications, ideas, relationships, syste Organizing, Planning, and Prioritizing Work (imp:3.86 lvl:5.27) — Developing specific goals and plans to prioritize, organize, and accomplish your Identifying Objects, Actions, and Events (imp:3.82 lvl:4.68) — Identifying information by categorizing, estimating, recognizing differences or Documenting/Recording Information (imp:3.81 lvl:4.64) — Entering, transcribing, recording, storing, or maintaining information in writte Estimating the Quantifiable Characteristics of Products, Events, or Information (imp:3.77 lvl:4.41) — Estimating sizes, distances, and quantities; or determining time, costs, resourc Developing Objectives and Strategies (imp:3.55 lvl:4.27) — Establishing long-range objectives and specifying the strategies and actions to Training and Teaching Others (imp:3.50 lvl:4.55) — Identifying the educational needs of others, developing formal educational or tr Developing and Building Teams (imp:3.41 lvl:3.91) — Encouraging and building mutual trust, respect, and cooperation among team membe Providing Consultation and Advice to Others (imp:3.41 lvl:4.55) — Providing guidance and expert advice to management or other groups on technical, Judging the Qualities of Objects, Services, or People (imp:3.38 lvl:3.73) — Assessing the value, importance, or quality of things or people. Scheduling Work and Activities (imp:3.32 lvl:4.23) — Scheduling events, programs, and activities, as well as the work of others. Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment (imp:3.27 lvl:4.45) — Providing documentation, detailed instructions, drawings, or specifications to t Establishing and Maintaining Interpersonal Relationships (imp:3.27 lvl:4.27) — Developing constructive and cooperative working relationships with others, and m Coaching and Developing Others (imp:3.24 lvl:4.05) — Identifying the developmental needs of others and coaching, mentoring, or otherw Evaluating Information to Determine Compliance with Standards (imp:3.20 lvl:3.59) — Using relevant information and individual judgment to determine whether events o Controlling Machines and Processes (imp:3.18 lvl:4.32) — Using either control mechanisms or direct physical activity to operate machines Communicating with People Outside the Organization (imp:3.18 lvl:4.50) — Communicating with people outside the organization, representing the organizatio Coordinating the Work and Activities of Others (imp:3.14 lvl:3.82) — Getting members of a group to work together to accomplish tasks. Monitoring and Controlling Resources (imp:3.05 lvl:4.09) — Monitoring and controlling resources and overseeing the spending of money. Guiding, Directing, and Motivating Subordinates (imp:2.95 lvl:3.73) — Providing guidance and direction to subordinates, including setting performance Repairing and Maintaining Electronic Equipment (imp:2.91 lvl:3.82) — Servicing, repairing, calibrating, regulating, fine-tuning, or testing machines, Repairing and Maintaining Mechanical Equipment (imp:2.82 lvl:3.77) — Servicing, repairing, adjusting, and testing machines, devices, moving parts, an Resolving Conflicts and Negotiating with Others (imp:2.64 lvl:3.59) — Handling complaints, settling disputes, and resolving grievances and conflicts, Performing Administrative Activities (imp:2.52 lvl:3.29) — Performing day-to-day administrative tasks such as maintaining information files Selling or Influencing Others (imp:2.41 lvl:3.00) — Convincing others to buy merchandise/goods or to otherwise change their minds or Staffing Organizational Units (imp:2.41 lvl:2.86) — Recruiting, interviewing, selecting, hiring, and promoting employees in an organ Performing General Physical Activities (imp:2.32 lvl:2.36) — Performing general physical activities includes doing activities that require co Handling and Moving Objects (imp:2.23 lvl:3.41) — Using hands and arms in handling, installing, positioning, and moving materials, Operating Vehicles, Mechanized Devices, or Equipment (imp:2.14 lvl:2.09) — Running, maneuvering, navigating, or driving vehicles or mechanized equipment, s Assisting and Caring for Others (imp:2.09 lvl:2.09) — Providing personal assistance, medical attention, emotional support, or other pe Performing for or Working Directly with the Public (imp:1.55 lvl:1.36) — Performing for people or dealing directly with the public. This includes serving --- WORK STYLES --- Dependability (imp:6.00) — A tendency to be reliable, responsible, and consistent in meeting work-related o Attention to Detail (imp:5.00) — A tendency to be detail-oriented, organized, and thorough in completing work. Cautiousness (imp:4.00) — A tendency to be careful, deliberate, and risk-avoidant when making work-related Intellectual Curiosity (imp:3.00) — A tendency to seek out and acquire new work-related knowledge and obtain a deep Attention to Detail (imp:2.70) — A tendency to be detail-oriented, organized, and thorough in completing work. Intellectual Curiosity (imp:2.54) — A tendency to seek out and acquire new work-related knowledge and obtain a deep Innovation (imp:2.51) — A tendency to be inventive, to be imaginative, and to adopt new perspectives on Dependability (imp:2.47) — A tendency to be reliable, responsible, and consistent in meeting work-related o Cautiousness (imp:2.35) — A tendency to be careful, deliberate, and risk-avoidant when making work-related Achievement Orientation (imp:2.14) — A tendency to establish and maintain personally challenging work-related goals, Achievement Orientation (imp:2.00) — A tendency to establish and maintain personally challenging work-related goals, Integrity (imp:1.99) — A tendency to be honest and ethical at work. Adaptability (imp:1.80) — A tendency to be open to and comfortable with change, new experiences, or ideas Perseverance (imp:1.77) — A tendency to exhibit determination and resolve to perform or complete tasks in Self-Confidence (imp:1.63) — A tendency to believe in one's work-related capabilities and ability to control Tolerance for Ambiguity (imp:1.58) — A tendency to be comfortable with ambiguity and uncertainty at work. Initiative (imp:1.53) — A tendency to be proactive and take on extra responsibilities and tasks that may Leadership Orientation (imp:1.26) — A tendency to lead, take charge, offer opinions, and provide direction at work. Cooperation (imp:1.26) — A tendency to be pleasant, helpful, and willing to assist others at work. Stress Tolerance (imp:1.16) — A tendency to cope and function effectively in stressful situations at work. Innovation (imp:1.00) — A tendency to be inventive, to be imaginative, and to adopt new perspectives on Self-Control (imp:1.00) — A tendency to remain calm and composed and to manage emotions effectively in res Social Orientation (imp:0.59) — A tendency to seek out, enjoy, and be energized by social interaction at work. Sincerity (imp:0.32) — A tendency to be genuine and sincere in interactions with others at work, withou Humility (imp:0.29) — A tendency to be modest and humble when interacting with others at work. Optimism (imp:0.18) — A tendency to exhibit a positive attitude and positive emotions at work, even un Tolerance for Ambiguity () — A tendency to be comfortable with ambiguity and uncertainty at work. Initiative () — A tendency to be proactive and take on extra responsibilities and tasks that may Adaptability () — A tendency to be open to and comfortable with change, new experiences, or ideas Self-Confidence () — A tendency to believe in one's work-related capabilities and ability to control Perseverance () — A tendency to exhibit determination and resolve to perform or complete tasks in Leadership Orientation () — A tendency to lead, take charge, offer opinions, and provide direction at work. Humility () — A tendency to be modest and humble when interacting with others at work. Sincerity () — A tendency to be genuine and sincere in interactions with others at work, withou Empathy () — A tendency to show concern for others and be sensitive to others' needs and feel Cooperation () — A tendency to be pleasant, helpful, and willing to assist others at work. Optimism () — A tendency to exhibit a positive attitude and positive emotions at work, even un Social Orientation () — A tendency to seek out, enjoy, and be energized by social interaction at work. Integrity () — A tendency to be honest and ethical at work. Stress Tolerance () — A tendency to cope and function effectively in stressful situations at work. Self-Control () — A tendency to remain calm and composed and to manage emotions effectively in res Empathy (imp:-0.01) — A tendency to show concern for others and be sensitive to others' needs and feel --- TRANSFERABLE SKILLS --- Judgment and Decision Making (imp:3.62 lvl:4.00) — Considering the relative costs and benefits of potential actions to choose the m Systems Analysis (imp:3.62 lvl:4.12) — Determining how a system should work and how changes in conditions, operations, Systems Evaluation (imp:3.62 lvl:4.12) — Identifying measures or indicators of system performance and the actions needed Complex Problem Solving (imp:3.25 lvl:3.88) — Identifying complex problems and reviewing related information to develop and ev Operations Monitoring (imp:3.12 lvl:3.50) — Watching gauges, dials, or other indicators to make sure a machine is working pr Quality Control Analysis (imp:3.12 lvl:3.12) — Conducting tests and inspections of products, services, or processes to evaluate Coordination (imp:3.00 lvl:3.00) — Adjusting actions in relation to others' actions. Instructing (imp:3.00 lvl:3.12) — Teaching others how to do something. Operations Analysis (imp:3.00 lvl:3.12) — Analyzing needs and product requirements to create a design. Troubleshooting (imp:3.00 lvl:3.00) — Determining causes of operating errors and deciding what to do about it. Time Management (imp:3.00 lvl:2.88) — Managing one's own time and the time of others. Social Perceptiveness (imp:2.88 lvl:3.00) — Being aware of others' reactions and understanding why they react as they do. Technology Design (imp:2.88 lvl:3.12) — Generating or adapting equipment and technology to serve user needs. Persuasion (imp:2.75 lvl:2.88) — Persuading others to change their minds or behavior. Operation and Control (imp:2.75 lvl:2.88) — Controlling operations of equipment or systems. Negotiation (imp:2.62 lvl:2.75) — Bringing others together and trying to reconcile differences. Service Orientation (imp:2.62 lvl:2.62) — Actively looking for ways to help people. Equipment Selection (imp:2.62 lvl:2.75) — Determining the kind of tools and equipment needed to do a job. Programming (imp:2.50 lvl:2.38) — Writing computer programs for various purposes. Management of Material Resources (imp:2.50 lvl:2.62) — Obtaining and seeing to the appropriate use of equipment, facilities, and materi Management of Personnel Resources (imp:2.50 lvl:3.00) — Motivating, developing, and directing people as they work, identifying the best Repairing (imp:2.38 lvl:2.75) — Repairing machines or systems using the needed tools. Equipment Maintenance (imp:2.12 lvl:2.12) — Performing routine maintenance on equipment and determining when and what kind o Management of Financial Resources (imp:1.75 lvl:1.38) — Determining how money will be spent to get the work done, and accounting for the Installation (imp:1.62 lvl:0.75) — Installing equipment, machines, wiring, or programs to meet specifications.
--- NATIONAL WAGES --- total_employment : 296,810 annual_median : $104,110 annual_pct10 : $73,990 annual_pct25 : $84,130 annual_pct75 : $132,590 annual_pct90 : $164,340 annual_mean : $113,610 hourly_median : $50.05 --- GEOGRAPHIC DISPERSION --- highest_state : New Mexico ($157,710) lowest_state : Guam ($61,510) dispersion_ratio : 2.564x --- TOP STATES BY WAGE (53 total) --- Manufacturing emp: 130,930 median: $ 101,570 Professional, Scientific, and Technical Services emp: 94,960 median: $ 110,510 Wholesale Trade emp: 16,640 median: $ 100,740 Federal, State, and Local Government, excluding State and Local Government Schools and Hospitals and the U.S. Postal Service (OEWS Designation) emp: 15,210 median: $ 119,970 Management of Companies and Enterprises emp: 11,950 median: $ 128,390 Administrative and Support and Waste Management and Remediation Services emp: 7,730 median: $ 98,550 Construction emp: 7,710 median: $ 98,190 Utilities emp: 1,870 median: $ 135,150 Transportation and Warehousing emp: 1,780 median: $ 103,780 Other Services (except Public Administration) emp: 1,690 median: $ 101,780 --- TOP INDUSTRIES BY EMPLOYMENT (18 total) --- Manufacturing emp: 130,930 median: $ 101,570 Professional, Scientific, and Technical Services emp: 94,960 median: $ 110,510 Wholesale Trade emp: 16,640 median: $ 100,740 Federal, State, and Local Government, excluding State and Local Government Schools and Hospitals and the U.S. Postal Service (OEWS Designation) emp: 15,210 median: $ 119,970 Management of Companies and Enterprises emp: 11,950 median: $ 128,390 Administrative and Support and Waste Management and Remediation Services emp: 7,730 median: $ 98,550 Construction emp: 7,710 median: $ 98,190 Utilities emp: 1,870 median: $ 135,150 Transportation and Warehousing emp: 1,780 median: $ 103,780 Other Services (except Public Administration) emp: 1,690 median: $ 101,780
exact_match_status : found
matched_title : Fuel cell vehicle
match_score : 0.7222
wikidata_qid : Q909558
word_count : 6,595
wikipedia_url : https://en.wikipedia.org/wiki/Fuel_cell_vehicle
license : CC BY-SA 4.0
fetched_at : 2026-06-02T20:34:23.353626Z
--- WIKIPEDIA FULL TEXT ---
A fuel cell vehicle (FCV) or fuel cell electric vehicle (FCEV) is an electric vehicle that uses a fuel cell, sometimes in combination with a small battery or supercapacitor, to power its onboard electric motor. Fuel cells in vehicles generate electricity generally using oxygen from the air and compressed hydrogen. Most fuel cell vehicles are classified as zero-emissions vehicles. As compared with internal combustion vehicles, hydrogen vehicles centralize pollutants at the site of the hydrogen production, where hydrogen is typically derived from reformed natural gas. Transporting and storing hydrogen may also create pollutants. Fuel cells have been used in various kinds of vehicles including forklifts, especially in indoor applications where their clean emissions are important to air quality, and in space applications. Fuel cells are being developed and tested in trucks, buses, boats, ships, motorcycles and bicycles, among other kinds of vehicles.
The first road vehicle powered by a fuel cell was the Chevrolet Electrovan, introduced by General Motors in 1966. The Toyota FCHV and Honda FCX, which began leasing on December 2, 2002, became the world's first government-certified commercial fuel cell vehicles, and the Honda FCX Clarity, which began leasing in 2008, was the world's first fuel cell vehicle designed for mass production rather than adapting an existing model. In 2013, Hyundai Motors began production of the Hyundai ix35 FCEV, claimed to be the world's first mass-produced fuel cell electric vehicle, which was subsequently introduced to the market as a lease-only vehicle. In 2014, Toyota began selling the Toyota Mirai, the world's first dedicated fuel cell vehicle.
As of December 2020, 31,225 passenger FCEVs powered with hydrogen had been sold worldwide. As of 2021, there were only two models of fuel cell cars publicly available in select markets: the Toyota Mirai (2014–present) and the Hyundai Nexo (2018–present). The Honda Clarity was produced from 2016 to 2021, when it was discontinued. The Honda CR-V e:FCEV became available, for lease only, in very limited quantities in 2024. As of 2020, there was limited hydrogen infrastructure, with fewer than fifty hydrogen fueling stations for automobiles publicly available in the U.S. Critics doubt whether hydrogen will be efficient or cost-effective for automobiles, as compared with other zero-emission technologies, and in 2019, The Motley Fool opined: "What's tough to dispute is that the hydrogen fuel cell dream is all but dead for the passenger vehicle market."
A significant number of the public hydrogen fuel stations in California are not able to dispense hydrogen. In 2024, Mirai owners filed a class action lawsuit in California over the lack of availability of hydrogen available for fuel cell electric cars, alleging, among other things, fraudulent concealment and misrepresentation as well as violations of California’s false advertising law and breaches of implied warranty.
== Description and purpose of fuel cells in vehicles ==
All fuel cells are made up of three parts: an electrolyte, an anode and a cathode. In principle, a hydrogen fuel cell functions like a battery, producing electricity, which can run an electric motor. Instead of requiring recharging, however, the fuel cell can be refilled with hydrogen. Different types of fuel cells include polymer electrolyte membrane (PEM) Fuel Cells, direct methanol fuel cells, phosphoric acid fuel cells, molten carbonate fuel cells, solid oxide fuel cells, reformed methanol fuel cell and Regenerative Fuel Cells.
== History ==
The concept of the fuel cell was first demonstrated by Humphry Davy in 1801, but the invention of the first working fuel cell is credited to William Grove, a chemist, lawyer, and physicist. Grove's experiments with what he called a "gas voltaic battery" proved in 1842 that an electric current could be produced by an electrochemical reaction between hydrogen and oxygen over a platinum catalyst. English engineer Francis Thomas Bacon expanded on Grove's work, creating and demonstrating various alkaline fuel cells from 1939 to 1959.
The first modern fuel cell vehicle was a modified Allis-Chalmers farm tractor, fitted with a 15 kilowatt fuel cell, around 1959. The Cold War Space Race drove further development of fuel cell technology. Project Gemini tested fuel cells to provide electrical power during crewed space missions. Fuel cell development continued with the Apollo Program. The electrical power systems in the Apollo capsules and lunar modules used alkali fuel cells. In 1966, General Motors developed the first fuel cell road vehicle, the Chevrolet Electrovan. It had a PEM fuel cell, a range of 120 miles and a top speed of 70 mph. There were only two seats, as the fuel cell stack and large tanks of hydrogen and oxygen took up the rear portion of the van. Only one was built, as the project was deemed cost-prohibitive.
General Electric and others continued working on PEM fuel cells in the 1970s. Fuel cell stacks were still limited principally to space applications in the 1980s, including the Space Shuttle. However, the closure of the Apollo Program sent many industry experts to private companies. By the 1990s, automobile manufacturers were interested in fuel cell applications, and demonstration vehicles were readied. In 2001, the first 700 Bar (10000 PSI) hydrogen tanks were demonstrated, reducing the size of the fuel tanks that could be used in vehicles and extending the range.
== Applications ==
There are fuel cell vehicles for all modes of transport. The most prevalent fuel cell vehicles are cars, buses, forklifts and material handling vehicles.
=== Automobiles ===
Honda established the world's first fuel cell vehicle dealer network in 2008, and at the time was the only company able to lease hydrogen fuel cell vehicles to private customers. The Honda FCX Clarity was introduced in 2008 for leasing by customers in Japan and Southern California and discontinued by 2015. From 2008 to 2014, Honda leased a total of 45 FCX units in the US. Over 20 other FCEV prototypes and demonstration cars were released in that time period, including the GM HydroGen4, and Mercedes-Benz F-Cell.
The Hyundai ix35 FCEV Fuel Cell vehicle was available for lease from 2014 to 2018, when 54 units were leased. In 2018, Hyundai introduced the Nexo. In 2024, Hyundai recalled all 1600 Nexo vehicles sold in the US to that time due to a risk of fuel leaks and fire from a faulty "pressure relief device".
Sales of the Toyota Mirai to customers began in Japan in December 2014. Pricing started at ¥6,700,000 (~US$57,400) before taxes and a government incentive of ¥2,000,000 (~US$19,600). Former European Parliament President Pat Cox estimated that Toyota initially would lose about $100,000 on each Mirai sold. As of December 2017, global sales totaled 5,300 Mirais. The top selling markets were the U.S. with 2,900 units, Japan with 2,100 and Europe with 200.
In 2015, Toyota announced that it would offer all 5,680 patents related to hydrogen fuel cell vehicles and hydrogen fuel cell charging station technology, which it has been researching for over 20 years, to its competitors free of charge in order to stimulate the market for hydrogen-powered vehicles. The Honda Clarity Fuel Cell was produced from 2016 to 2021. The 2017 Clarity had the highest combined and city fuel economy ratings among all hydrogen fuel cell cars rated by the EPA that year, with a combined city/highway rating of 67 miles per gallon gasoline equivalent (MPGe), and 68 MPGe in city driving. In 2019, Katsushi Inoue, the president of Honda Europe, stated, "Our focus is on hybrid and electric vehicles now. Maybe hydrogen fuel cell cars will come, but that's a technology for the next era."
By 2017, Daimler phased out its FCEV development, citing declining battery costs and increasing range of EVs, and most of the automobile companies developing hydrogen cars had switched their focus to bat
--- SEMANTIC NEIGHBORS (5) ---
Title: Hydrogen vehicle (similarity: 0.2286)
URL: https://en.wikipedia.org/wiki/Hydrogen_vehicle
QID: Q2551748
Extract: A hydrogen vehicle is a vehicle that uses hydrogen to move. Hydrogen vehicles include some road vehicles, rail vehicles, space rockets, forklifts, ships and aircraft. Motive power is generated by converting the chemical energy of hydrogen to mechanical energy, either by reacting hydrogen with oxygen
Title: Solid oxide fuel cell (similarity: 0.4500)
URL: https://en.wikipedia.org/wiki/Solid_oxide_fuel_cell
QID: Q899633
Extract: A solid oxide fuel cell is an electrochemical conversion device that produces electricity directly from oxidizing a fuel. Fuel cells are characterized by their electrolyte material; the SOFC has a solid oxide or ceramic electrolyte.
Title: Engineer (similarity: 0.5926)
URL: https://en.wikipedia.org/wiki/Engineer
QID: Q81096
Extract: An engineer is a practitioner of engineering. The word engineer is derived from the Latin words ingeniare and ingenium ("cleverness"). The foundational qualifications of a licensed professional engineer typically include a four-year bachelor's degree in an engineering discipline, or in some jurisdic
Title: Software engineering (similarity: 0.5641)
URL: https://en.wikipedia.org/wiki/Software_engineering
QID: Q80993
Extract: Software engineering is a branch of both computer science and engineering focused on designing, developing, testing, and maintaining software applications. It involves applying engineering principles and computer programming expertise to develop software systems that meet user needs.
Title: Mechanical engineering (similarity: 0.5854)
URL: https://en.wikipedia.org/wiki/Mechanical_engineering
QID: Q101333
Extract: Mechanical engineering is the study of physical machines and mechanisms that may involve force and movement. It is an engineering branch that combines engineering physics and mathematics principles with materials science, to design, analyze, manufacture, and maintain mechanical systems. It is one of
model_pass1 : claude-sonnet-4-20250514
model_pass2 : claude-haiku-4-5-20251001
inference_confidence : high
confidence_notes : Strong data quality with specific task descriptions, comprehensive skill and knowledge profiles, and clear related occupations. BLS wage data provides reliable market intelligence, though the specialized nature of fuel cells means employment numbers may be distributed across broader engineering categories.
inferred_at : 2026-06-03T14:47:43.560061+00:00
tokens_input : 4,350
tokens_output : 3,974
cost_usd : $0.042940
wikipedia_used : True
wikipedia_title : Fuel cell vehicle
wikipedia_note : The Wikipedia match for fuel cell vehicles provides relevant context about the transportation applications that fuel cell engineers design systems for. However, the engineering profession itself is broader than just vehicle applications, encompassing stationary and portable fuel cell systems as well.
--- PROSE FIELDS ---
ROLE SUMMARY:
Fuel Cell Engineers design, evaluate, modify, and construct fuel cell components and systems for transportation, stationary, and portable applications. They conduct testing and validation of fuel cell technologies using electrochemical diagnostic procedures and statistical analysis. These engineers work to optimize fuel cell performance, reduce costs, and improve efficiency through systematic research and development.
DAY IN THE LIFE:
Fuel Cell Engineers spend their days conducting experiments to validate new materials and optimize startup protocols for fuel cell systems. They analyze test data using statistical software and electrochemical diagnostic tools to characterize component performance and identify operating conditions. Engineers provide technical consultation to development teams and collaborate with other engineers on cost reduction and product improvement projects. They define specifications for fuel cell materials, validate system designs, and conduct post-service failure analyses to improve reliability. Much of their work involves using computer modeling software, test stations, and analytical instruments to advance fuel cell technology.
WHO THRIVES:
Successful Fuel Cell Engineers possess strong analytical and problem-solving abilities, with high levels of dependability and attention to detail. They excel at deductive and inductive reasoning, requiring mathematical reasoning skills to analyze complex electrochemical systems. These professionals demonstrate intellectual curiosity and cautiousness in their approach to experimental work. They thrive on continuous learning and updating their knowledge in the rapidly evolving clean energy field. Strong communication skills are essential for providing technical consultation and interpreting complex data for diverse stakeholders.
CAREER ENTRY:
Entry into this field typically requires a bachelor's degree in engineering, with 57.1% of professionals holding this level of education. Many positions prefer or require advanced degrees, with 42.9% holding master's degrees in fields such as chemical, electrical, or mechanical engineering. Job Zone 4 preparation involves considerable education and training, often including coursework in electrochemistry, materials science, and energy systems. Relevant internships or research experience in clean energy technologies provides valuable preparation.
CAREER TRAJECTORY:
Fuel Cell Engineers can advance to senior technical roles, leading research and development teams in clean energy companies. Career progression often leads to specialized positions in automotive engineering for electric vehicles, materials science for advanced fuel cell materials, or management roles in biofuels and clean technology development. Some engineers transition to consulting roles or pursue advanced degrees for research positions in national laboratories or academia.
MARKET INTELLIGENCE:
The field employs 296,810 professionals nationally with a median annual salary of $104,110, ranging from $73,990 to $164,340 according to BLS OEWS May 2025 data. Geographic dispersion shows significant variation, with New Mexico offering the highest wages at $157,710 versus Guam at $61,510. Manufacturing employs the largest share with 130,930 positions, followed by Professional, Scientific, and Technical Services with 94,960 positions. The specialty nature of fuel cell engineering commands premium salaries within the broader engineering field. Growing emphasis on clean energy and electric vehicles is driving demand for these specialized engineers.
AUTOMATION OUTLOOK:
Fuel Cell Engineers face low automation risk due to the high-level analytical thinking and creative problem-solving required in their work. While computer modeling and data analysis tools continue to advance, the core activities of experimental design, system optimization, and failure analysis require human expertise and interpretation. The emerging nature of fuel cell technology requires adaptive thinking and innovation that current automation cannot replicate.
--- REASONED EDGES ---
[skill_overlap] Chemical Engineers (17-2041.00) — confidence:high
reasoning: Both roles share high-level chemistry knowledge (5.2 level) and conduct similar experimental validation work with materials.
data: Chemistry knowledge level 5.2
data: Analyzing Data or Information activity
data: Materials research tasks
[task_similarity] Electrical Engineers (17-2071.00) — confidence:high
reasoning: Both roles involve electrical system design and validation, with fuel cells being electrochemical devices requiring electrical engineering principles.
data: Electrical system validation
data: Computers and Electronics knowledge
data: Electrochemical diagnostic procedures
[riasec_cluster] Mechanical Engineers (17-2141.00) — confidence:high
reasoning: Both share Realistic (5.53) and Investigative (5.37) RIASEC profiles with mechanical knowledge requirements.
data: RIASEC R:5.53, I:5.37
data: Mechanical knowledge importance 3.5
data: Design activities
[knowledge_overlap] Materials Scientists (19-2032.00) — confidence:medium
reasoning: Both roles define material specifications and conduct materials research, with overlapping chemistry and physics knowledge.
data: Materials specification tasks
data: Chemistry knowledge level 5.2
data: Physics knowledge level 5.3
[career_pathway] Automotive Engineers (17-2141.02) — confidence:high
reasoning: Fuel cell engineers often transition to automotive engineering due to fuel cell vehicle applications and transportation focus.
data: Transportation applications
data: Related occupation designation
data: Electric vehicle technology overlap
--- NORMALIZER SIGNALS ---
match_keywords : ['fuel cell', 'electrochemical', 'hydrogen', 'clean energy', 'energy systems', 'electrochemistry', 'power systems', 'alternative energy']
exclude_keywords : ['software', 'petroleum', 'nuclear fission', 'coal', 'construction']
title_patterns : ['Fuel Cell Engineer', 'Fuel Cell Systems Engineer', 'Fuel Cell Designer', 'Fuel Cell Test Engineer', 'Stack Engineer']
common_variations: ['fuel cell engineer', 'fuel cell systems engineer', 'electrochemical engineer', 'hydrogen engineer', 'clean energy engineer', 'fuel cell designer', 'fuel cell test engineer', 'stack engineer']
total_terms : 40 top_words : ['fuel', 'hydrogen', 'cell', 'vehicles', 'energy', 'cells', 'electric', 'vehicle', 'tendency', 'others', 'design', 'equipment', 'production', 'storage', 'engineering', 'applications', 'standards', 'cars', 'materials', 'powered'] source_layers : onet_tasks | onet_dimensions | dwas | wikipedia | inference TERM COUNT FREQ DOMINANT SOURCE SOURCE BREAKDOWN ────────────────────────────────────────────────────────────────────────────────────────── fuel 244 0.03798 wikipedia wikipedia:82% onet_tasks:11% inference:7% hydrogen 189 0.02942 wikipedia wikipedia:98% onet_tasks:2% cell 173 0.02693 wikipedia wikipedia:76% onet_tasks:14% inference:10% vehicles 80 0.01245 wikipedia wikipedia:89% onet_dimensions:5% inference:4% energy 63 0.00980 wikipedia wikipedia:83% dwas:8% inference:8% cells 43 0.00669 wikipedia wikipedia:93% onet_tasks:5% onet_dimensions:2% electric 42 0.00654 wikipedia wikipedia:88% onet_tasks:7% inference:5% vehicle 42 0.00654 wikipedia wikipedia:88% onet_tasks:5% onet_dimensions:2% tendency 42 0.00654 onet_dimensions onet_dimensions:100% others 39 0.00607 onet_dimensions onet_dimensions:97% wikipedia:3% design 28 0.00436 dwas dwas:32% onet_dimensions:21% wikipedia:21% equipment 28 0.00436 onet_dimensions onet_dimensions:82% dwas:11% onet_tasks:4% production 26 0.00405 wikipedia wikipedia:58% onet_dimensions:31% onet_tasks:8% storage 25 0.00389 wikipedia wikipedia:88% onet_tasks:8% onet_dimensions:4% engineering 24 0.00374 wikipedia wikipedia:50% inference:25% onet_tasks:12% applications 23 0.00358 wikipedia wikipedia:61% onet_dimensions:17% inference:13% standards 23 0.00358 wikipedia wikipedia:65% onet_dimensions:35% cars 23 0.00358 wikipedia wikipedia:100% materials 22 0.00342 onet_dimensions onet_dimensions:45% inference:23% onet_tasks:14% powered 22 0.00342 wikipedia wikipedia:100% power 21 0.00327 wikipedia wikipedia:86% onet_tasks:14% technical 20 0.00311 dwas dwas:30% wikipedia:25% inference:20% principles 19 0.00296 onet_dimensions onet_dimensions:84% wikipedia:11% onet_tasks:5% battery 19 0.00296 wikipedia wikipedia:95% onet_tasks:5% buses 19 0.00296 wikipedia wikipedia:100% technology 17 0.00265 wikipedia wikipedia:47% onet_dimensions:24% inference:18% clean 17 0.00265 wikipedia wikipedia:71% inference:29% infrastructure 17 0.00265 wikipedia wikipedia:100% stations 16 0.00249 wikipedia wikipedia:81% onet_tasks:12% inference:6% includes 16 0.00249 onet_dimensions onet_dimensions:75% wikipedia:25% safety 16 0.00249 wikipedia wikipedia:94% onet_dimensions:6% research 16 0.00249 wikipedia wikipedia:56% inference:25% dwas:12% emissions 16 0.00249 wikipedia wikipedia:100% produced 16 0.00249 wikipedia wikipedia:100% development 15 0.00233 wikipedia wikipedia:60% inference:27% onet_tasks:13% performance 15 0.00233 onet_dimensions onet_dimensions:47% wikipedia:27% inference:13% forklifts 15 0.00233 wikipedia wikipedia:93% onet_dimensions:7% requirements 15 0.00233 wikipedia wikipedia:87% onet_dimensions:7% dwas:7% california 15 0.00233 wikipedia wikipedia:100% cost 14 0.00218 wikipedia wikipedia:79% onet_tasks:14% inference:7%