[Core] [66% incumbents] Record operational data, such as temperatures, pressures, ingredients used, processing times, or test results.
  DWAs: Record operational or production data.

[Core] [66% incumbents] Control or operate equipment in which chemical changes or reactions take place during the processing of industrial or consumer products.
  DWAs: Operate chemical processing or water treatment systems or equipment.

[Core] [66% incumbents] Patrol work areas to detect leaks or equipment malfunctions or to monitor operating conditions.
  DWAs: Watch operating equipment to detect malfunctions.

[Core] [66% incumbents] Draw samples of products at specified stages so that analyses can be performed.
  DWAs: Collect samples of materials or products for testing.

[Core] [66% incumbents] Adjust controls to regulate temperature, pressure, feed, or flow of liquids or gases and times of prescribed reactions, according to knowledge of equipment and processes.
  DWAs: Adjust equipment controls to regulate gas flow. | Adjust temperature controls of ovens or other heating equipment.

[Core] [66% incumbents] Monitor gauges, recording instruments, flowmeters, or products to ensure that specified conditions are maintained.
  DWAs: Monitor instruments to ensure proper production conditions.

[Core] [66% incumbents] Test product samples for specific gravity, chemical characteristics, pH levels, concentrations, or viscosities, or send them to laboratories for testing.
  DWAs: Test chemical or physical characteristics of materials or products.

[Core] [66% incumbents] Inspect equipment or units to detect leaks or malfunctions, shutting equipment down, if necessary.
  DWAs: Inspect production equipment. | Operate chemical processing or water treatment systems or equipment.

[Core] [66% incumbents] Open valves or start pumps, agitators, reactors, blowers, or automatic feed of materials.
  DWAs: Operate pumping systems or equipment.

[Core] [66% incumbents] Read plant specifications to determine products, ingredients, or prescribed modifications of plant procedures.
  DWAs: Read work orders or other instructions to determine product specifications or materials requirements. | Review blueprints or other instructions to determine operational methods or sequences.

[Core] [66% incumbents] Measure, weigh, and mix chemical ingredients, according to specifications.
  DWAs: Measure ingredients or substances to be used in production processes. | Mix substances to create chemical solutions.

[Core] [66% incumbents] Dump or scoop prescribed solid, granular, or powdered materials into equipment.
  DWAs: Load materials into production equipment.

[Core] [66% incumbents] Notify maintenance engineers of equipment malfunctions.
  DWAs: Notify others of equipment repair or maintenance needs.

[Core] [66% incumbents] Observe and compare colors and consistencies of products to instrument readings and to laboratory and standard test results.
  DWAs: Compare physical characteristics of materials or products to specifications or standards.

[Core] [66% incumbents] Direct activities of workers assisting in control or verification of processes or in unloading of materials.
  DWAs: Direct operational or production activities.

[Core] [66% incumbents] Make minor repairs, lubricate, and maintain equipment, using hand tools.
  DWAs: Repair production equipment or tools. | Maintain production or processing equipment. | Lubricate production equipment.

[Core] [66% incumbents] Inventory supplies received and consumed.
  DWAs: Maintain inventories of materials, equipment, or products.

[Core] [65% incumbents] Observe safety precautions to prevent fires or explosions.
  DWAs: Maintain safety.

[Core] [65% incumbents] Implement appropriate industrial emergency response procedures.
  DWAs: Direct operational or production activities.

[Core] [65% incumbents] Estimate materials required for production and manufacturing of products.
  DWAs: Estimate material requirements for production.

[Core] [65% incumbents] Drain equipment, and pump water or other solutions through to flush and clean tanks or equipment.
  DWAs: Clean production equipment.

[Core] [64% incumbents] Add treating or neutralizing agents to products, and pump products through filters or centrifuges to remove impurities or to precipitate products.
  DWAs: Clean production equipment.

[Core] [64% incumbents] Flush or clean equipment, using steam hoses or mechanical reamers.
  DWAs: Clean production equipment.

[EMERGING:New] Load products into tanks for shipment.

--- SKILLS ---
  Monitoring (imp:3.75 lvl:3.12) — Monitoring/Assessing performance of yourself, other individuals, or organization
  Reading Comprehension (imp:3.38 lvl:3.38) — Understanding written sentences and paragraphs in work-related documents.
  Active Listening (imp:3.38 lvl:3.12) — Giving full attention to what other people are saying, taking time to understand
  Critical Thinking (imp:3.38 lvl:3.12) — Using logic and reasoning to identify the strengths and weaknesses of alternativ
  Speaking (imp:3.12 lvl:3.00) — Talking to others to convey information effectively.
  Writing (imp:3.00 lvl:3.00) — Communicating effectively in writing as appropriate for the needs of the audienc
  Active Learning (imp:3.00 lvl:2.88) — Understanding the implications of new information for both current and future pr
  Mathematics (imp:2.88 lvl:2.88) — Using mathematics to solve problems.
  Learning Strategies (imp:2.75 lvl:2.50) — Selecting and using training/instructional methods and procedures appropriate fo
  Science (imp:2.62 lvl:2.12) — Using scientific rules and methods to solve problems.

--- KNOWLEDGE ---
  Production and Processing (imp:4.54 lvl:5.06) — Knowledge of raw materials, production processes, quality control, costs, and ot
  Chemistry (imp:4.38 lvl:4.79) — Knowledge of the chemical composition, structure, and properties of substances a
  Mechanical (imp:4.07 lvl:4.50) — Knowledge of machines and tools, including their designs, uses, repair, and main
  Computers and Electronics (imp:3.69 lvl:4.41) — Knowledge of circuit boards, processors, chips, electronic equipment, and comput
  English Language (imp:3.68 lvl:3.52) — Knowledge of the structure and content of the English language including the mea
  Mathematics (imp:3.47 lvl:3.84) — Knowledge of arithmetic, algebra, geometry, calculus, statistics, and their appl
  Public Safety and Security (imp:3.47 lvl:2.99) — Knowledge of relevant equipment, policies, procedures, and strategies to promote
  Law and Government (imp:3.33 lvl:3.18) — Knowledge of laws, legal codes, court procedures, precedents, government regulat
  Administrative (imp:3.25 lvl:3.51) — Knowledge of administrative and office procedures and systems such as word proce
  Administration and Management (imp:3.24 lvl:3.92) — Knowledge of business and management principles involved in strategic planning, 
  Engineering and Technology (imp:3.13 lvl:4.07) — Knowledge of the practical application of engineering science and technology. Th
  Education and Training (imp:3.09 lvl:3.90) — Knowledge of principles and methods for curriculum and training design, teaching
  Design (imp:2.97 lvl:3.07) — Knowledge of design techniques, tools, and principles involved in production of 
  Transportation (imp:2.94 lvl:2.88) — Knowledge of principles and methods for moving people or goods by air, rail, sea
  Personnel and Human Resources (imp:2.88 lvl:2.93) — Knowledge of principles and procedures for personnel recruitment, selection, tra
  Customer and Personal Service (imp:2.75 lvl:2.47) — Knowledge of principles and processes for providing customer and personal servic
  Physics (imp:2.42 lvl:2.84) — Knowledge and prediction of physical principles, laws, their interrelationships,
  Telecommunications (imp:2.37 lvl:1.95) — Knowledge of transmission, broadcasting, switching, control, and operation of te
  Psychology (imp:1.89 lvl:1.86) — Knowledge of human behavior and performance; individual differences in ability, 
  Communications and Media (imp:1.87 lvl:1.40) — Knowledge of media production, communication, and dissemination techniques and m
  Building and Construction (imp:1.86 lvl:2.23) — Knowledge of materials, methods, and the tools involved in the construction or r
  Economics and Accounting (imp:1.75 lvl:1.21) — Knowledge of economic and accounting principles and practices, the financial mar
  Sales and Marketing (imp:1.75 lvl:1.50) — Knowledge of principles and methods for showing, promoting, and selling products
  Biology (imp:1.67 lvl:1.37) — Knowledge of plant and animal organisms, their tissues, cells, functions, interd
  Food Production (imp:1.65) — Knowledge of techniques and equipment for planting, growing, and harvesting food
  Therapy and Counseling (imp:1.63 lvl:0.93) — Knowledge of principles, methods, and procedures for diagnosis, treatment, and r
  Medicine and Dentistry (imp:1.37 lvl:0.71) — Knowledge of the information and techniques needed to diagnose and treat human i
  Sociology and Anthropology (imp:1.32) — Knowledge of group behavior and dynamics, societal trends and influences, human 
  Foreign Language (imp:1.25) — Knowledge of the structure and content of a foreign (non-English) language inclu
  Geography (imp:1.18) — Knowledge of principles and methods for describing the features of land, sea, an
  Fine Arts (imp:1.13) — Knowledge of the theory and techniques required to compose, produce, and perform
  Philosophy and Theology (imp:1.13) — Knowledge of different philosophical systems and religions. This includes their 
  History and Archeology (imp:1.06) — Knowledge of historical events and their causes, indicators, and effects on civi

--- ABILITIES ---
  Oral Comprehension (imp:3.75 lvl:4.00) — The ability to listen to and understand information and ideas presented through 
  Oral Expression (imp:3.75 lvl:3.88) — The ability to communicate information and ideas in speaking so others will unde
  Problem Sensitivity (imp:3.75 lvl:3.88) — The ability to tell when something is wrong or is likely to go wrong. It does no
  Control Precision (imp:3.75 lvl:3.50) — The ability to quickly and repeatedly adjust the controls of a machine or a vehi
  Near Vision (imp:3.75 lvl:3.62) — The ability to see details at close range (within a few feet of the observer).
  Written Comprehension (imp:3.62 lvl:3.62) — The ability to read and understand information and ideas presented in writing.
  Perceptual Speed (imp:3.50 lvl:3.88) — The ability to quickly and accurately compare similarities and differences among
  Information Ordering (imp:3.38 lvl:3.50) — The ability to arrange things or actions in a certain order or pattern according
  Multilimb Coordination (imp:3.38 lvl:3.50) — The ability to coordinate two or more limbs (for example, two arms, two legs, or
  Far Vision (imp:3.38 lvl:3.12) — The ability to see details at a distance.
  Written Expression (imp:3.25 lvl:3.12) — The ability to communicate information and ideas in writing so others will under
  Deductive Reasoning (imp:3.25 lvl:3.12) — The ability to apply general rules to specific problems to produce answers that 
  Manual Dexterity (imp:3.25 lvl:3.00) — The ability to quickly move your hand, your hand together with your arm, or your
  Reaction Time (imp:3.25 lvl:3.38) — The ability to quickly respond (with the hand, finger, or foot) to a signal (sou
  Inductive Reasoning (imp:3.12 lvl:3.12) — The ability to combine pieces of information to form general rules or conclusion
  Flexibility of Closure (imp:3.12 lvl:3.12) — The ability to identify or detect a known pattern (a figure, object, word, or so
  Selective Attention (imp:3.12 lvl:3.50) — The ability to concentrate on a task over a period of time without being distrac
  Arm-Hand Steadiness (imp:3.12 lvl:3.00) — The ability to keep your hand and arm steady while moving your arm or while hold
  Rate Control (imp:3.12 lvl:3.12) — The ability to time your movements or the movement of a piece of equipment in an
  Speech Recognition (imp:3.12 lvl:2.88) — The ability to identify and understand the speech of another person.
  Speech Clarity (imp:3.12 lvl:2.88) — The ability to speak clearly so others can understand you.
  Category Flexibility (imp:3.00 lvl:3.75) — The ability to generate or use different sets of rules for combining or grouping
  Visualization (imp:3.00 lvl:3.12) — The ability to imagine how something will look after it is moved around or when 
  Finger Dexterity (imp:3.00 lvl:3.00) — The ability to make precisely coordinated movements of the fingers of one or bot
  Visual Color Discrimination (imp:3.00 lvl:2.88) — The ability to match or detect differences between colors, including shades of c
  Auditory Attention (imp:3.00 lvl:3.25) — The ability to focus on a single source of sound in the presence of other distra
  Time Sharing (imp:2.88 lvl:2.75) — The ability to shift back and forth between two or more activities or sources of
  Static Strength (imp:2.88 lvl:2.75) — The ability to exert maximum muscle force to lift, push, pull, or carry objects.
  Trunk Strength (imp:2.88 lvl:2.62) — The ability to use your abdominal and lower back muscles to support part of the 
  Mathematical Reasoning (imp:2.75 lvl:2.12) — The ability to choose the right mathematical methods or formulas to solve a prob
  Response Orientation (imp:2.75 lvl:2.88) — The ability to choose quickly between two or more movements in response to two o
  Depth Perception (imp:2.75 lvl:3.00) — The ability to judge which of several objects is closer or farther away from you
  Memorization (imp:2.62 lvl:2.25) — The ability to remember information such as words, numbers, pictures, and proced
  Speed of Closure (imp:2.62 lvl:2.75) — The ability to quickly make sense of, combine, and organize information into mea
  Extent Flexibility (imp:2.62 lvl:2.75) — The ability to bend, stretch, twist, or reach with your body, arms, and/or legs.
  Hearing Sensitivity (imp:2.62 lvl:2.50) — The ability to detect or tell the differences between sounds that vary in pitch 
  Fluency of Ideas (imp:2.50 lvl:2.50) — The ability to come up with a number of ideas about a topic (the number of ideas
  Gross Body Equilibrium (imp:2.50 lvl:2.25) — The ability to keep or regain your body balance or stay upright when in an unsta
  Number Facility (imp:2.38 lvl:2.50) — The ability to add, subtract, multiply, or divide quickly and correctly.
  Originality (imp:2.25 lvl:2.25) — The ability to come up with unusual or clever ideas about a given topic or situa
  Stamina (imp:2.25 lvl:1.88) — The ability to exert yourself physically over long periods of time without getti
  Spatial Orientation (imp:2.12 lvl:1.75) — The ability to know your location in relation to the environment or to know wher
  Dynamic Strength (imp:2.12 lvl:1.88) — The ability to exert muscle force repeatedly or continuously over time. This inv
  Gross Body Coordination (imp:2.12 lvl:2.00) — The ability to coordinate the movement of your arms, legs, and torso together wh
  Wrist-Finger Speed (imp:2.00 lvl:1.88) — The ability to make fast, simple, repeated movements of the fingers, hands, and 
  Peripheral Vision (imp:2.00 lvl:1.38) — The ability to see objects or movement of objects to one's side when the eyes ar
  Glare Sensitivity (imp:2.00 lvl:1.62) — The ability to see objects in the presence of a glare or bright lighting.
  Speed of Limb Movement (imp:1.88 lvl:1.75) — The ability to quickly move the arms and legs.
  Explosive Strength (imp:1.88 lvl:1.00) — The ability to use short bursts of muscle force to propel oneself (as in jumping
  Night Vision (imp:1.75 lvl:0.88) — The ability to see under low-light conditions.
  Sound Localization (imp:1.75 lvl:0.88) — The ability to tell the direction from which a sound originated.
  Dynamic Flexibility (imp:1.25 lvl:0.25) — The ability to quickly and repeatedly bend, stretch, twist, or reach out with yo

--- WORK ACTIVITIES ---
  Monitoring Processes, Materials, or Surroundings (imp:4.45 lvl:4.68) — Monitoring and reviewing information from materials, events, or the environment,
  Getting Information (imp:4.33 lvl:3.19) — Observing, receiving, and otherwise obtaining information from all relevant sour
  Making Decisions and Solving Problems (imp:4.25 lvl:4.38) — Analyzing information and evaluating results to choose the best solution and sol
  Inspecting Equipment, Structures, or Materials (imp:4.21 lvl:4.44) — Inspecting equipment, structures, or materials to identify the cause of errors o
  Controlling Machines and Processes (imp:4.20 lvl:4.94) — Using either control mechanisms or direct physical activity to operate machines 
  Communicating with Supervisors, Peers, or Subordinates (imp:4.13 lvl:4.33) — Providing information to supervisors, co-workers, and subordinates by telephone,
  Identifying Objects, Actions, and Events (imp:4.04 lvl:3.95) — Identifying information by categorizing, estimating, recognizing differences or 
  Documenting/Recording Information (imp:3.89 lvl:3.38) — Entering, transcribing, recording, storing, or maintaining information in writte
  Establishing and Maintaining Interpersonal Relationships (imp:3.87 lvl:4.75) — Developing constructive and cooperative working relationships with others, and m
  Training and Teaching Others (imp:3.87 lvl:3.91) — Identifying the educational needs of others, developing formal educational or tr
  Evaluating Information to Determine Compliance with Standards (imp:3.82 lvl:3.70) — Using relevant information and individual judgment to determine whether events o
  Interpreting the Meaning of Information for Others (imp:3.72 lvl:3.27) — Translating or explaining what information means and how it can be used.
  Processing Information (imp:3.70 lvl:3.84) — Compiling, coding, categorizing, calculating, tabulating, auditing, or verifying
  Operating Vehicles, Mechanized Devices, or Equipment (imp:3.70 lvl:3.07) — Running, maneuvering, navigating, or driving vehicles or mechanized equipment, s
  Analyzing Data or Information (imp:3.67 lvl:3.61) — Identifying the underlying principles, reasons, or facts of information by break
  Performing General Physical Activities (imp:3.65 lvl:4.31) — Performing general physical activities includes doing activities that require co
  Handling and Moving Objects (imp:3.61 lvl:5.02) — Using hands and arms in handling, installing, positioning, and moving materials,
  Working with Computers (imp:3.46 lvl:2.78) — Using computers and computer systems (including hardware and software) to progra
  Coordinating the Work and Activities of Others (imp:3.45 lvl:3.30) — Getting members of a group to work together to accomplish tasks.
  Estimating the Quantifiable Characteristics of Products, Events, or Information (imp:3.43 lvl:3.18) — Estimating sizes, distances, and quantities; or determining time, costs, resourc
  Developing and Building Teams (imp:3.40 lvl:2.84) — Encouraging and building mutual trust, respect, and cooperation among team membe
  Organizing, Planning, and Prioritizing Work (imp:3.38 lvl:4.08) — Developing specific goals and plans to prioritize, organize, and accomplish your
  Coaching and Developing Others (imp:3.38 lvl:3.43) — Identifying the developmental needs of others and coaching, mentoring, or otherw
  Updating and Using Relevant Knowledge (imp:3.36 lvl:4.04) — Keeping up-to-date technically and applying new knowledge to your job.
  Assisting and Caring for Others (imp:3.07 lvl:2.88) — Providing personal assistance, medical attention, emotional support, or other pe
  Judging the Qualities of Objects, Services, or People (imp:3.05 lvl:3.44) — Assessing the value, importance, or quality of things or people.
  Providing Consultation and Advice to Others (imp:3.05 lvl:2.42) — Providing guidance and expert advice to management or other groups on technical,
  Guiding, Directing, and Motivating Subordinates (imp:2.98 lvl:2.38) — Providing guidance and direction to subordinates, including setting performance 
  Repairing and Maintaining Mechanical Equipment (imp:2.92 lvl:3.55) — Servicing, repairing, adjusting, and testing machines, devices, moving parts, an
  Performing Administrative Activities (imp:2.84 lvl:2.26) — Performing day-to-day administrative tasks such as maintaining information files
  Resolving Conflicts and Negotiating with Others (imp:2.74 lvl:2.95) — Handling complaints, settling disputes, and resolving grievances and conflicts, 
  Monitoring and Controlling Resources (imp:2.74 lvl:2.50) — Monitoring and controlling resources and overseeing the spending of money.
  Repairing and Maintaining Electronic Equipment (imp:2.60 lvl:2.70) — Servicing, repairing, calibrating, regulating, fine-tuning, or testing machines,
  Thinking Creatively (imp:2.59 lvl:2.84) — Developing, designing, or creating new applications, ideas, relationships, syste
  Scheduling Work and Activities (imp:2.59 lvl:3.07) — Scheduling events, programs, and activities, as well as the work of others.
  Developing Objectives and Strategies (imp:2.39 lvl:2.72) — Establishing long-range objectives and specifying the strategies and actions to 
  Communicating with People Outside the Organization (imp:2.35 lvl:1.89) — Communicating with people outside the organization, representing the organizatio
  Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment (imp:2.12 lvl:1.51) — Providing documentation, detailed instructions, drawings, or specifications to t
  Staffing Organizational Units (imp:2.10 lvl:1.66) — Recruiting, interviewing, selecting, hiring, and promoting employees in an organ
  Selling or Influencing Others (imp:2.01 lvl:1.45) — Convincing others to buy merchandise/goods or to otherwise change their minds or
  Performing for or Working Directly with the Public (imp:1.83 lvl:1.34) — Performing for people or dealing directly with the public. This includes serving

--- WORK STYLES ---
  Dependability (imp:4.00) — A tendency to be reliable, responsible, and consistent in meeting work-related o
  Attention to Detail (imp:3.00) — A tendency to be detail-oriented, organized, and thorough in completing work.
  Cautiousness (imp:2.74) — A tendency to be careful, deliberate, and risk-avoidant when making work-related
  Attention to Detail (imp:2.67) — A tendency to be detail-oriented, organized, and thorough in completing work.
  Dependability (imp:2.65) — A tendency to be reliable, responsible, and consistent in meeting work-related o
  Stress Tolerance (imp:2.03) — A tendency to cope and function effectively in stressful situations at work.
  Cautiousness (imp:2.00) — A tendency to be careful, deliberate, and risk-avoidant when making work-related
  Integrity (imp:1.86) — A tendency to be honest and ethical at work.
  Self-Control (imp:1.66) — A tendency to remain calm and composed and to manage emotions effectively in res
  Perseverance (imp:1.40) — A tendency to exhibit determination and resolve to perform or complete tasks in 
  Achievement Orientation (imp:1.25) — A tendency to establish and maintain personally challenging work-related goals, 
  Adaptability (imp:1.08) — A tendency to be open to and comfortable with change, new experiences, or ideas 
  Stress Tolerance (imp:1.00) — A tendency to cope and function effectively in stressful situations at work.
  Cooperation (imp:0.95) — A tendency to be pleasant, helpful, and willing to assist others at work.
  Intellectual Curiosity (imp:0.84) — A tendency to seek out and acquire new work-related knowledge and obtain a deep 
  Self-Confidence (imp:0.82) — A tendency to believe in one's work-related capabilities and ability to control 
  Initiative (imp:0.67) — A tendency to be proactive and take on extra responsibilities and tasks that may
  Sincerity (imp:0.25) — A tendency to be genuine and sincere in interactions with others at work, withou
  Innovation () — A tendency to be inventive, to be imaginative, and to adopt new perspectives on 
  Achievement Orientation () — A tendency to establish and maintain personally challenging work-related goals, 
  Intellectual Curiosity () — A tendency to seek out and acquire new work-related knowledge and obtain a deep 
  Tolerance for Ambiguity () — A tendency to be comfortable with ambiguity and uncertainty at work.
  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.
  Self-Control () — A tendency to remain calm and composed and to manage emotions effectively in res
  Humility (imp:-0.06) — A tendency to be modest and humble when interacting with others at work.
  Optimism (imp:-0.09) — A tendency to exhibit a positive attitude and positive emotions at work, even un
  Leadership Orientation (imp:-0.11) — A tendency to lead, take charge, offer opinions, and provide direction at work.
  Empathy (imp:-0.12) — A tendency to show concern for others and be sensitive to others' needs and feel
  Social Orientation (imp:-0.32) — A tendency to seek out, enjoy, and be energized by social interaction at work.
  Innovation (imp:-0.37) — A tendency to be inventive, to be imaginative, and to adopt new perspectives on 

--- TRANSFERABLE SKILLS ---
  Operations Monitoring (imp:3.88 lvl:3.88) — Watching gauges, dials, or other indicators to make sure a machine is working pr
  Operation and Control (imp:3.88 lvl:3.88) — Controlling operations of equipment or systems.
  Judgment and Decision Making (imp:3.38 lvl:3.00) — Considering the relative costs and benefits of potential actions to choose the m
  Complex Problem Solving (imp:3.12 lvl:2.88) — Identifying complex problems and reviewing related information to develop and ev
  Coordination (imp:3.00 lvl:3.12) — Adjusting actions in relation to others' actions.
  Troubleshooting (imp:3.00 lvl:2.75) — Determining causes of operating errors and deciding what to do about it.
  Quality Control Analysis (imp:3.00 lvl:3.12) — Conducting tests and inspections of products, services, or processes to evaluate
  Time Management (imp:3.00 lvl:2.88) — Managing one's own time and the time of others.
  Social Perceptiveness (imp:2.75 lvl:2.62) — Being aware of others' reactions and understanding why they react as they do.
  Equipment Maintenance (imp:2.75 lvl:2.62) — Performing routine maintenance on equipment and determining when and what kind o
  Systems Analysis (imp:2.75 lvl:2.62) — Determining how a system should work and how changes in conditions, operations, 
  Systems Evaluation (imp:2.75 lvl:2.50) — Identifying measures or indicators of system performance and the actions needed 
  Instructing (imp:2.62 lvl:2.62) — Teaching others how to do something.
  Service Orientation (imp:2.50 lvl:2.25) — Actively looking for ways to help people.
  Management of Personnel Resources (imp:2.50 lvl:2.38) — Motivating, developing, and directing people as they work, identifying the best 
  Equipment Selection (imp:2.38 lvl:2.12) — Determining the kind of tools and equipment needed to do a job.
  Repairing (imp:2.38 lvl:2.25) — Repairing machines or systems using the needed tools.
  Persuasion (imp:2.12 lvl:1.88) — Persuading others to change their minds or behavior.
  Negotiation (imp:2.00 lvl:1.62) — Bringing others together and trying to reconcile differences.
  Operations Analysis (imp:2.00 lvl:1.75) — Analyzing needs and product requirements to create a design.
  Management of Material Resources (imp:2.00 lvl:1.12) — Obtaining and seeing to the appropriate use of equipment, facilities, and materi
  Technology Design (imp:1.75 lvl:0.75) — Generating or adapting equipment and technology to serve user needs.
  Programming (imp:1.62 lvl:0.62) — Writing computer programs for various purposes.
  Management of Financial Resources (imp:1.50 lvl:0.50) — Determining how money will be spent to get the work done, and accounting for the
  Installation (imp:1.00) — Installing equipment, machines, wiring, or programs to meet specifications.

--- NATIONAL WAGES ---
  total_employment : 139,630
  annual_median    : $58,040
  annual_pct10     : $37,440
  annual_pct25     : $45,970
  annual_pct75     : $74,080
  annual_pct90     : $92,250
  annual_mean      : $60,710
  hourly_median    : $27.90

--- GEOGRAPHIC DISPERSION ---
  highest_state    : Wyoming ($101,590)
  lowest_state     : Puerto Rico ($36,450)
  dispersion_ratio : 2.787x

--- TOP STATES BY WAGE (48 total) ---
  Manufacturing                            emp:  134,210  median: $  58,420
  Administrative and Support and Waste Management and Remediation Services emp:    2,800  median: $  44,930
  Wholesale Trade                          emp:    1,750  median: $  52,800
  Professional, Scientific, and Technical Services emp:      670  median: $  78,520
  Retail Trade                             emp:       60  median: $  46,930

--- TOP INDUSTRIES BY EMPLOYMENT (5 total) ---
  Manufacturing                            emp:  134,210  median: $  58,420
  Administrative and Support and Waste Management and Remediation Services emp:    2,800  median: $  44,930
  Wholesale Trade                          emp:    1,750  median: $  52,800
  Professional, Scientific, and Technical Services emp:      670  median: $  78,520
  Retail Trade                             emp:       60  median: $  46,930

exact_match_status : no_exact_match
matched_title      : N/A
match_score        : 0.0000
wikidata_qid       : N/A
word_count         : 0
wikipedia_url      : N/A
license            : CC BY-SA 4.0
fetched_at         : 2026-06-02T23:20:49.440739Z

--- SEMANTIC NEIGHBORS (5) ---

  Title: Byford Dolphin (similarity: 0.1852)
  URL: https://en.wikipedia.org/wiki/Byford_Dolphin
  QID: Q1018503
  Extract: Byford Dolphin was a semi-submersible, column-stabilised drilling rig operated by Dolphin Drilling, a subsidiary of Fred Olsen Energy. Byford Dolphin was registered in Hamilton, Bermuda, and drilled seasonally for various companies in the British, Danish, and Norwegian sectors of the North Sea. In 2

  Title: Specialist Protective Services (similarity: 0.1714)
  URL: https://en.wikipedia.org/wiki/Specialist_Protective_Services
  QID: Q7574895
  Extract: The Specialist Protective Services (SPS) is a highly trained police unit of the Australian Federal Police (AFP) consisting of a range of teams capable of deploying at short notice in order to undertake a variety of specialist policing tasks. SPS predominantly consist of sworn police officers, based 

  Title: List of equipment of the French Army (similarity: 0.4737)
  URL: https://en.wikipedia.org/wiki/List_of_equipment_of_the_French_Army
  QID: Q6888990
  Extract: This is a list of equipment currently in service with the French Army. Figures are provided by the Ministry of Armed Forces for 2021.

  Title: List of equipment of the South African Army (similarity: 0.4819)
  URL: https://en.wikipedia.org/wiki/List_of_equipment_of_the_South_African_Army
  QID: Q19904091
  Extract: This is a list of equipment of the South African Army, covering only ground forces. It includes current equipment such as personnel equipment, small arms, armoured combat vehicles, artillery, explosives, missile systems, engineering vehicles, logistical vehicles, air defence, drones, as well as futu

  Title: List of construction trades (similarity: 0.2687)
  URL: https://en.wikipedia.org/wiki/List_of_construction_trades
  QID: Q3333739
  Extract:  
The following is a list of trades in construction.Boilermaker – works in nuclear, oil and gas industry, shipyards, refineries, and chemical plants, on boilers, pressure vessels, and similar equipment.
Carpenter – a craftsperson who performs carpentry, building mainly with wood. Among carpentry's s

model_pass1          : claude-sonnet-4-20250514
model_pass2          : claude-haiku-4-5-20251001
inference_confidence : high
confidence_notes     : Strong confidence due to comprehensive O*NET task data, clear BLS wage statistics, and detailed skill/knowledge profiles that provide robust foundation for all inferences.
inferred_at          : 2026-06-04T02:15:58.865285+00:00
tokens_input         : 4,854
tokens_output        : 3,918
cost_usd             : $0.044670
wikipedia_used       : False
wikipedia_title      : None
wikipedia_note       : No exact Wikipedia match found for chemical equipment operators. The closest semantic matches were equipment lists and industrial operations, but none specifically addressed chemical processing operators or their role in manufacturing.

--- PROSE FIELDS ---

ROLE SUMMARY:
Chemical Equipment Operators and Tenders operate and monitor specialized equipment that controls chemical reactions and processes in industrial manufacturing settings. These workers ensure safe and efficient operation of reactors, distillation units, and other processing equipment used to create industrial and consumer chemical products. They maintain precise control over temperature, pressure, and chemical composition to meet production specifications and safety requirements.

DAY IN THE LIFE:
Operators begin shifts by reviewing production schedules and conducting equipment inspections to identify potential issues. They monitor gauges, flowmeters, and recording instruments throughout their shift, adjusting temperature and pressure controls to maintain optimal processing conditions. Workers collect product samples at specified intervals and perform basic tests for chemical characteristics, pH levels, and concentrations. They document operational data including temperatures, pressures, processing times, and test results in logbooks and computer systems. When equipment malfunctions occur, operators troubleshoot issues, shut down equipment safely if necessary, and coordinate with maintenance personnel for repairs.

WHO THRIVES:
Successful chemical equipment operators possess strong attention to detail and dependability, as small errors can result in product defects or safety hazards. They demonstrate excellent monitoring skills and problem sensitivity to quickly identify deviations from normal operating conditions. These workers thrive with hands-on mechanical aptitude and comfort working with complex industrial equipment and control systems. The role suits individuals who prefer structured, procedural work with clear safety protocols rather than creative or highly social environments, aligning with the strong Realistic orientation (6.57) and moderate Conventional traits (4.56) in the RIASEC profile.

CAREER ENTRY:
Most chemical equipment operators enter the field with a high school diploma (48.8%) and receive on-the-job training from experienced workers. Some positions prefer candidates with post-secondary certificates in chemical technology, process operations, or related technical fields (13.5%). Entry-level workers typically complete several months of supervised training to learn equipment operation, safety procedures, and quality control processes. Basic chemistry knowledge and mechanical aptitude are valuable assets for career entry.

CAREER TRAJECTORY:
Experienced chemical equipment operators can advance to senior operator roles, shift supervisors, or plant maintenance positions with additional training and experience. Some operators pursue further education to become chemical plant and system operators, process engineers, or quality control technicians. Career advancement often involves increased responsibility for training new operators, managing equipment maintenance schedules, and optimizing production processes for efficiency and quality improvements.

MARKET INTELLIGENCE:
Chemical equipment operators earned a median annual wage of $58,040 according to BLS OEWS May 2025 data, with experienced workers earning up to $92,250 in specialized facilities. Geographic pay variation is significant, with Wyoming operators earning $101,590 compared to $36,450 in Puerto Rico, reflecting regional industrial concentration and cost of living differences. With 139,630 employed workers, the field offers stable employment primarily in manufacturing sectors (134,210 positions). Demand remains steady due to ongoing need for chemical processing in pharmaceuticals, petrochemicals, food processing, and specialty chemical production. Job security is enhanced by the specialized nature of the work and the critical role these operators play in maintaining production safety and quality.

AUTOMATION OUTLOOK:
Chemical equipment operators face moderate automation pressure as digital monitoring systems and automated controls become more sophisticated. However, the role's emphasis on problem sensitivity, critical decision-making during emergencies, and complex troubleshooting provides protection against full automation. Human operators remain essential for handling unexpected situations, conducting quality assessments, and ensuring safety compliance in chemical processing environments.

--- REASONED EDGES ---
  [career_pathway] Chemical Plant and System Operators (51-8091.00) — confidence:high
    reasoning: Natural advancement path with overlapping chemical processing knowledge and similar monitoring responsibilities but expanded system-level oversight.
    data: Related occupation designation
    data: Shared chemistry knowledge (4.4-4.8 importance)
    data: Similar monitoring processes work activity
  [task_similarity] Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders (51-9012.00) — confidence:high
    reasoning: Both roles involve operating processing equipment and monitoring chemical separation processes with similar mechanical knowledge requirements.
    data: Related occupation designation
    data: Shared mechanical knowledge importance (4.1)
    data: Similar equipment operation tasks
  [skill_overlap] Water and Wastewater Treatment Plant and System Operators (51-8031.00) — confidence:medium
    reasoning: Both positions require monitoring processes, controlling equipment, and maintaining water/chemical quality through similar operational skills.
    data: Related occupation designation
    data: Shared monitoring skills (3.8 importance)
    data: Similar process control activities
  [riasec_cluster] Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic (51-4191.00) — confidence:medium
    reasoning: Both roles emphasize Realistic work preferences involving hands-on equipment operation and precise temperature control in manufacturing settings.
    data: Job Zone 2 classification
    data: Strong Realistic RIASEC orientation
    data: Temperature control task overlap
  [transferable_skill] Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders (51-9051.00) — confidence:medium
    reasoning: Operations monitoring and temperature control skills transfer directly between chemical equipment and thermal processing operations.
    data: Operations monitoring transferable skill (3.9 importance)
    data: Temperature control abilities
    data: Equipment operation overlap

--- NORMALIZER SIGNALS ---
  match_keywords   : ['chemical equipment operator', 'chemical tender', 'reactor operator', 'chemical process operator', 'distillation operator', 'chemical manufacturing', 'process control', 'chemical reactor']
  exclude_keywords : ['chemical engineer', 'chemist', 'laboratory', 'research', 'development']
  title_patterns   : ['Chemical Equipment Operator', 'Chemical Tender', 'Process Operator', 'Reactor Operator', 'Chemical Plant Operator']
  common_variations: ['chemical equipment operator', 'chemical tender', 'process equipment operator', 'chemical processing operator', 'industrial chemical operator', 'chemical production operator', 'reactor vessel operator', 'chemical manufacturing operator']

total_terms    : 40
top_words      : ['equipment', 'tendency', 'others', 'production', 'operator', 'chemical', 'materials', 'products', 'control', 'operators', 'processing', 'includes', 'principles', 'maintenance', 'activities', 'tools', 'objects', 'plant', 'procedures', 'quality']
source_layers  : onet_tasks | onet_dimensions | dwas | wikipedia | inference

TERM                    COUNT     FREQ  DOMINANT SOURCE      SOURCE BREAKDOWN
──────────────────────────────────────────────────────────────────────────────────────────
equipment                  80  0.02405  onet_dimensions      onet_dimensions:29%  dwas:20%  inference:20%
tendency                   42  0.01262  onet_dimensions      onet_dimensions:100%
others                     39  0.01172  onet_dimensions      onet_dimensions:97%  dwas:3%
production                 28  0.00842  dwas                 dwas:50%  onet_dimensions:29%  inference:18%
operator                   28  0.00842  wikipedia            wikipedia:96%  inference:4%
chemical                   27  0.00812  inference            inference:63%  dwas:15%  onet_tasks:11%
materials                  21  0.00631  onet_dimensions      onet_dimensions:48%  dwas:29%  onet_tasks:19%
products                   20  0.00601  onet_tasks           onet_tasks:50%  onet_dimensions:25%  dwas:20%
control                    18  0.00541  onet_dimensions      onet_dimensions:67%  inference:22%  onet_tasks:11%
operators                  18  0.00541  inference            inference:89%  wikipedia:11%
processing                 16  0.00481  inference            inference:44%  onet_dimensions:25%  dwas:19%
includes                   16  0.00481  onet_dimensions      onet_dimensions:75%  wikipedia:25%
principles                 16  0.00481  onet_dimensions      onet_dimensions:100%
maintenance                12  0.00361  onet_dimensions      onet_dimensions:33%  wikipedia:25%  inference:25%
activities                 12  0.00361  onet_dimensions      onet_dimensions:75%  dwas:17%  onet_tasks:8%
tools                      12  0.00361  onet_dimensions      onet_dimensions:42%  wikipedia:42%  onet_tasks:8%
objects                    12  0.00361  onet_dimensions      onet_dimensions:100%
plant                      11  0.00331  wikipedia            wikipedia:36%  onet_dimensions:27%  onet_tasks:18%
procedures                 11  0.00331  onet_dimensions      onet_dimensions:73%  onet_tasks:18%  inference:9%
quality                    11  0.00331  onet_dimensions      onet_dimensions:55%  inference:45%
ideas                      11  0.00331  onet_dimensions      onet_dimensions:100%
monitoring                 10  0.00301  onet_dimensions      onet_dimensions:80%  inference:20%
techniques                 10  0.00301  onet_dimensions      onet_dimensions:100%
quickly                    10  0.00301  onet_dimensions      onet_dimensions:90%  inference:10%
body                       10  0.00301  onet_dimensions      onet_dimensions:100%
orientation                10  0.00301  onet_dimensions      onet_dimensions:90%  inference:10%
tradesperson               10  0.00301  wikipedia            wikipedia:100%
industrial                  9  0.00270  inference            inference:56%  onet_tasks:22%  wikipedia:22%
hand                        9  0.00270  onet_dimensions      onet_dimensions:78%  onet_tasks:11%  wikipedia:11%
safety                      9  0.00270  inference            inference:67%  onet_tasks:11%  onet_dimensions:11%
mechanical                  9  0.00270  onet_dimensions      onet_dimensions:56%  inference:22%  onet_tasks:11%
problems                    9  0.00270  onet_dimensions      onet_dimensions:100%
needs                       9  0.00270  onet_dimensions      onet_dimensions:89%  dwas:11%
problem                     9  0.00270  onet_dimensions      onet_dimensions:78%  inference:22%
operations                  9  0.00270  onet_dimensions      onet_dimensions:67%  inference:22%  wikipedia:11%
resources                   9  0.00270  onet_dimensions      onet_dimensions:100%
standards                   9  0.00270  onet_dimensions      onet_dimensions:89%  dwas:11%
construction                9  0.00270  wikipedia            wikipedia:78%  onet_dimensions:22%
operate                     8  0.00241  onet_dimensions      onet_dimensions:38%  dwas:38%  onet_tasks:12%
rules                       8  0.00241  onet_dimensions      onet_dimensions:100%