[Core] [53% incumbents] Add specified amounts of chemicals to equipment at required times to maintain solution levels and concentrations.
  DWAs: Apply solutions to production equipment.

[Core] [53% incumbents] Observe machine operations, gauges, or thermometers, and adjust controls to maintain specified conditions.
  DWAs: Monitor instruments to ensure proper production conditions.

[Core] [53% incumbents] Set controls to regulate temperature and length of cycles, and start conveyors, pumps, agitators, and machines.
  DWAs: Adjust temperature controls of ovens or other heating equipment. | Operate pumping systems or equipment.

[Core] [53% incumbents] Operate or tend machines to wash and remove impurities from items such as barrels or kegs, glass products, tin plate surfaces, dried fruit, pulp, animal stock, coal, manufactured articles, plastic, or rubber.
  DWAs: Operate industrial equipment.

[Core] [53% incumbents] Record gauge readings, materials used, processing times, or test results in production logs.
  DWAs: Record operational or production data.

[Core] [53% incumbents] Examine and inspect machines to detect malfunctions.
  DWAs: Inspect production equipment.

[Core] [53% incumbents] Measure, weigh, or mix cleaning solutions, using measuring tanks, calibrated rods or suction tubes.
  DWAs: Measure ingredients or substances to be used in production processes. | Mix substances to create chemical solutions.

[Supplemental] [53% incumbents] Draw samples for laboratory analysis, or test solutions for conformance to specifications, such as acidity or specific gravity.
  DWAs: Test chemical or physical characteristics of materials or products. | Collect samples of materials or products for testing.

[Supplemental] [53% incumbents] Adjust, clean, and lubricate mechanical parts of machines, using hand tools and grease guns.
  DWAs: Clean production equipment. | Lubricate production equipment.

[Supplemental] [53% incumbents] Load machines with objects to be processed and unload them after cleaning, placing them on conveyors or racks.
  DWAs: Load materials into production equipment. | Remove products or workpieces from production equipment.

[Core] [52% incumbents] Drain, clean, and refill machines or tanks at designated intervals, using cleaning solutions or water.
  DWAs: Clean production equipment.

--- SKILLS ---
  Active Listening (imp:2.88 lvl:2.38) — Giving full attention to what other people are saying, taking time to understand
  Speaking (imp:2.88 lvl:2.25) — Talking to others to convey information effectively.
  Critical Thinking (imp:2.88 lvl:2.12) — Using logic and reasoning to identify the strengths and weaknesses of alternativ
  Monitoring (imp:2.88 lvl:3.00) — Monitoring/Assessing performance of yourself, other individuals, or organization
  Reading Comprehension (imp:2.75 lvl:2.25) — Understanding written sentences and paragraphs in work-related documents.
  Writing (imp:2.25 lvl:2.38) — Communicating effectively in writing as appropriate for the needs of the audienc
  Learning Strategies (imp:2.25 lvl:2.12) — Selecting and using training/instructional methods and procedures appropriate fo
  Active Learning (imp:2.12 lvl:2.12) — Understanding the implications of new information for both current and future pr
  Mathematics (imp:2.00 lvl:1.12) — Using mathematics to solve problems.
  Science (imp:1.50 lvl:0.62) — Using scientific rules and methods to solve problems.

--- KNOWLEDGE ---
  Production and Processing (imp:3.93 lvl:3.45) — Knowledge of raw materials, production processes, quality control, costs, and ot
  English Language (imp:3.01 lvl:2.61) — Knowledge of the structure and content of the English language including the mea
  Public Safety and Security (imp:2.77 lvl:1.42) — Knowledge of relevant equipment, policies, procedures, and strategies to promote
  Psychology (imp:2.72 lvl:3.11) — Knowledge of human behavior and performance; individual differences in ability, 
  Education and Training (imp:2.48 lvl:2.25) — Knowledge of principles and methods for curriculum and training design, teaching
  Chemistry (imp:2.40 lvl:2.28) — Knowledge of the chemical composition, structure, and properties of substances a
  Mechanical (imp:2.36 lvl:2.80) — Knowledge of machines and tools, including their designs, uses, repair, and main
  Administration and Management (imp:2.20 lvl:2.34) — Knowledge of business and management principles involved in strategic planning, 
  Customer and Personal Service (imp:2.09 lvl:1.73) — Knowledge of principles and processes for providing customer and personal servic
  Mathematics (imp:2.00 lvl:2.05) — Knowledge of arithmetic, algebra, geometry, calculus, statistics, and their appl
  Engineering and Technology (imp:1.97) — Knowledge of the practical application of engineering science and technology. Th
  Food Production (imp:1.92 lvl:1.31) — Knowledge of techniques and equipment for planting, growing, and harvesting food
  Personnel and Human Resources (imp:1.67 lvl:1.13) — Knowledge of principles and procedures for personnel recruitment, selection, tra
  Physics (imp:1.65 lvl:1.31) — Knowledge and prediction of physical principles, laws, their interrelationships,
  Biology (imp:1.56 lvl:1.05) — Knowledge of plant and animal organisms, their tissues, cells, functions, interd
  Computers and Electronics (imp:1.55 lvl:0.82) — Knowledge of circuit boards, processors, chips, electronic equipment, and comput
  Foreign Language (imp:1.49 lvl:0.75) — Knowledge of the structure and content of a foreign (non-English) language inclu
  Transportation (imp:1.42) — Knowledge of principles and methods for moving people or goods by air, rail, sea
  Building and Construction (imp:1.41) — Knowledge of materials, methods, and the tools involved in the construction or r
  Administrative (imp:1.39) — Knowledge of administrative and office procedures and systems such as word proce
  Sociology and Anthropology (imp:1.38) — Knowledge of group behavior and dynamics, societal trends and influences, human 
  Economics and Accounting (imp:1.33) — Knowledge of economic and accounting principles and practices, the financial mar
  Medicine and Dentistry (imp:1.33) — Knowledge of the information and techniques needed to diagnose and treat human i
  Design (imp:1.31) — Knowledge of design techniques, tools, and principles involved in production of 
  Law and Government (imp:1.29) — Knowledge of laws, legal codes, court procedures, precedents, government regulat
  Geography (imp:1.28) — Knowledge of principles and methods for describing the features of land, sea, an
  Sales and Marketing (imp:1.27) — Knowledge of principles and methods for showing, promoting, and selling products
  Communications and Media (imp:1.24) — Knowledge of media production, communication, and dissemination techniques and m
  Therapy and Counseling (imp:1.21) — Knowledge of principles, methods, and procedures for diagnosis, treatment, and r
  Telecommunications (imp:1.19) — Knowledge of transmission, broadcasting, switching, control, and operation of te
  History and Archeology (imp:1.13) — Knowledge of historical events and their causes, indicators, and effects on civi
  Philosophy and Theology (imp:1.11) — Knowledge of different philosophical systems and religions. This includes their 
  Fine Arts (imp:1.05) — Knowledge of the theory and techniques required to compose, produce, and perform

--- ABILITIES ---
  Near Vision (imp:3.25 lvl:3.12) — The ability to see details at close range (within a few feet of the observer).
  Information Ordering (imp:3.12 lvl:2.75) — The ability to arrange things or actions in a certain order or pattern according
  Perceptual Speed (imp:3.12 lvl:3.00) — The ability to quickly and accurately compare similarities and differences among
  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
  Control Precision (imp:3.12 lvl:3.00) — The ability to quickly and repeatedly adjust the controls of a machine or a vehi
  Category Flexibility (imp:3.00 lvl:2.75) — The ability to generate or use different sets of rules for combining or grouping
  Manual Dexterity (imp:3.00 lvl:2.88) — The ability to quickly move your hand, your hand together with your arm, or your
  Finger Dexterity (imp:3.00 lvl:2.88) — The ability to make precisely coordinated movements of the fingers of one or bot
  Multilimb Coordination (imp:3.00 lvl:2.88) — The ability to coordinate two or more limbs (for example, two arms, two legs, or
  Trunk Strength (imp:3.00 lvl:3.00) — The ability to use your abdominal and lower back muscles to support part of the 
  Oral Comprehension (imp:2.88 lvl:2.88) — The ability to listen to and understand information and ideas presented through 
  Problem Sensitivity (imp:2.88 lvl:2.50) — The ability to tell when something is wrong or is likely to go wrong. It does no
  Selective Attention (imp:2.88 lvl:2.75) — The ability to concentrate on a task over a period of time without being distrac
  Extent Flexibility (imp:2.88 lvl:3.00) — The ability to bend, stretch, twist, or reach with your body, arms, and/or legs.
  Auditory Attention (imp:2.88 lvl:2.88) — The ability to focus on a single source of sound in the presence of other distra
  Speech Recognition (imp:2.88 lvl:2.25) — The ability to identify and understand the speech of another person.
  Oral Expression (imp:2.75 lvl:2.38) — The ability to communicate information and ideas in speaking so others will unde
  Deductive Reasoning (imp:2.75 lvl:2.38) — The ability to apply general rules to specific problems to produce answers that 
  Inductive Reasoning (imp:2.75 lvl:2.38) — The ability to combine pieces of information to form general rules or conclusion
  Stamina (imp:2.75 lvl:2.25) — The ability to exert yourself physically over long periods of time without getti
  Far Vision (imp:2.75 lvl:2.38) — The ability to see details at a distance.
  Speech Clarity (imp:2.75 lvl:2.50) — The ability to speak clearly so others can understand you.
  Static Strength (imp:2.62 lvl:2.62) — The ability to exert maximum muscle force to lift, push, pull, or carry objects.
  Gross Body Coordination (imp:2.62 lvl:2.25) — The ability to coordinate the movement of your arms, legs, and torso together wh
  Depth Perception (imp:2.62 lvl:2.12) — The ability to judge which of several objects is closer or farther away from you
  Rate Control (imp:2.50 lvl:1.75) — The ability to time your movements or the movement of a piece of equipment in an
  Flexibility of Closure (imp:2.38 lvl:2.25) — The ability to identify or detect a known pattern (a figure, object, word, or so
  Visualization (imp:2.38 lvl:2.38) — The ability to imagine how something will look after it is moved around or when 
  Time Sharing (imp:2.38 lvl:2.25) — The ability to shift back and forth between two or more activities or sources of
  Reaction Time (imp:2.38 lvl:2.62) — The ability to quickly respond (with the hand, finger, or foot) to a signal (sou
  Visual Color Discrimination (imp:2.38 lvl:2.12) — The ability to match or detect differences between colors, including shades of c
  Written Comprehension (imp:2.25 lvl:2.50) — The ability to read and understand information and ideas presented in writing.
  Written Expression (imp:2.25 lvl:2.12) — The ability to communicate information and ideas in writing so others will under
  Hearing Sensitivity (imp:2.25 lvl:2.25) — The ability to detect or tell the differences between sounds that vary in pitch 
  Speed of Closure (imp:2.12 lvl:2.00) — The ability to quickly make sense of, combine, and organize information into mea
  Response Orientation (imp:2.12 lvl:2.12) — The ability to choose quickly between two or more movements in response to two o
  Fluency of Ideas (imp:2.00 lvl:2.00) — The ability to come up with a number of ideas about a topic (the number of ideas
  Mathematical Reasoning (imp:2.00 lvl:1.38) — The ability to choose the right mathematical methods or formulas to solve a prob
  Number Facility (imp:2.00 lvl:1.38) — The ability to add, subtract, multiply, or divide quickly and correctly.
  Memorization (imp:2.00 lvl:1.75) — The ability to remember information such as words, numbers, pictures, and proced
  Wrist-Finger Speed (imp:2.00 lvl:1.88) — The ability to make fast, simple, repeated movements of the fingers, hands, and 
  Dynamic Strength (imp:2.00 lvl:2.00) — The ability to exert muscle force repeatedly or continuously over time. This inv
  Gross Body Equilibrium (imp:2.00 lvl:1.88) — The ability to keep or regain your body balance or stay upright when in an unsta
  Originality (imp:1.88 lvl:1.50) — The ability to come up with unusual or clever ideas about a given topic or situa
  Speed of Limb Movement (imp:1.88 lvl:1.75) — The ability to quickly move the arms and legs.
  Glare Sensitivity (imp:1.88 lvl:1.62) — The ability to see objects in the presence of a glare or bright lighting.
  Spatial Orientation (imp:1.62 lvl:0.88) — The ability to know your location in relation to the environment or to know wher
  Explosive Strength (imp:1.50 lvl:0.88) — The ability to use short bursts of muscle force to propel oneself (as in jumping
  Night Vision (imp:1.50 lvl:0.88) — The ability to see under low-light conditions.
  Peripheral Vision (imp:1.50 lvl:0.75) — The ability to see objects or movement of objects to one's side when the eyes ar
  Sound Localization (imp:1.50 lvl:0.75) — The ability to tell the direction from which a sound originated.
  Dynamic Flexibility (imp:1.12 lvl:0.12) — The ability to quickly and repeatedly bend, stretch, twist, or reach out with yo

--- WORK ACTIVITIES ---
  Inspecting Equipment, Structures, or Materials (imp:4.41 lvl:4.15) — Inspecting equipment, structures, or materials to identify the cause of errors o
  Documenting/Recording Information (imp:4.36 lvl:3.66) — Entering, transcribing, recording, storing, or maintaining information in writte
  Communicating with Supervisors, Peers, or Subordinates (imp:4.24 lvl:3.78) — Providing information to supervisors, co-workers, and subordinates by telephone,
  Getting Information (imp:4.23 lvl:3.45) — Observing, receiving, and otherwise obtaining information from all relevant sour
  Monitoring Processes, Materials, or Surroundings (imp:4.23 lvl:4.51) — Monitoring and reviewing information from materials, events, or the environment,
  Making Decisions and Solving Problems (imp:4.13 lvl:4.28) — Analyzing information and evaluating results to choose the best solution and sol
  Handling and Moving Objects (imp:4.13 lvl:5.38) — Using hands and arms in handling, installing, positioning, and moving materials,
  Controlling Machines and Processes (imp:4.05 lvl:3.91) — Using either control mechanisms or direct physical activity to operate machines 
  Performing General Physical Activities (imp:4.04 lvl:4.07) — Performing general physical activities includes doing activities that require co
  Processing Information (imp:3.99 lvl:3.67) — Compiling, coding, categorizing, calculating, tabulating, auditing, or verifying
  Establishing and Maintaining Interpersonal Relationships (imp:3.85 lvl:4.19) — Developing constructive and cooperative working relationships with others, and m
  Evaluating Information to Determine Compliance with Standards (imp:3.82 lvl:3.57) — Using relevant information and individual judgment to determine whether events o
  Identifying Objects, Actions, and Events (imp:3.73 lvl:3.43) — Identifying information by categorizing, estimating, recognizing differences or 
  Operating Vehicles, Mechanized Devices, or Equipment (imp:3.70 lvl:2.58) — Running, maneuvering, navigating, or driving vehicles or mechanized equipment, s
  Judging the Qualities of Objects, Services, or People (imp:3.57 lvl:3.42) — Assessing the value, importance, or quality of things or people.
  Working with Computers (imp:3.42 lvl:2.99) — Using computers and computer systems (including hardware and software) to progra
  Updating and Using Relevant Knowledge (imp:3.38 lvl:3.59) — Keeping up-to-date technically and applying new knowledge to your job.
  Organizing, Planning, and Prioritizing Work (imp:3.38 lvl:3.33) — Developing specific goals and plans to prioritize, organize, and accomplish your
  Training and Teaching Others (imp:3.30 lvl:2.67) — Identifying the educational needs of others, developing formal educational or tr
  Repairing and Maintaining Mechanical Equipment (imp:3.18 lvl:2.99) — Servicing, repairing, adjusting, and testing machines, devices, moving parts, an
  Estimating the Quantifiable Characteristics of Products, Events, or Information (imp:3.11 lvl:3.09) — Estimating sizes, distances, and quantities; or determining time, costs, resourc
  Resolving Conflicts and Negotiating with Others (imp:3.09 lvl:2.93) — Handling complaints, settling disputes, and resolving grievances and conflicts, 
  Interpreting the Meaning of Information for Others (imp:2.98 lvl:2.28) — Translating or explaining what information means and how it can be used.
  Analyzing Data or Information (imp:2.90 lvl:2.23) — Identifying the underlying principles, reasons, or facts of information by break
  Assisting and Caring for Others (imp:2.86 lvl:2.33) — Providing personal assistance, medical attention, emotional support, or other pe
  Coordinating the Work and Activities of Others (imp:2.85 lvl:2.47) — Getting members of a group to work together to accomplish tasks.
  Developing and Building Teams (imp:2.83 lvl:2.37) — Encouraging and building mutual trust, respect, and cooperation among team membe
  Scheduling Work and Activities (imp:2.74 lvl:2.66) — Scheduling events, programs, and activities, as well as the work of others.
  Coaching and Developing Others (imp:2.68 lvl:2.41) — Identifying the developmental needs of others and coaching, mentoring, or otherw
  Performing Administrative Activities (imp:2.55 lvl:1.60) — Performing day-to-day administrative tasks such as maintaining information files
  Providing Consultation and Advice to Others (imp:2.43 lvl:2.48) — Providing guidance and expert advice to management or other groups on technical,
  Repairing and Maintaining Electronic Equipment (imp:2.42 lvl:1.47) — Servicing, repairing, calibrating, regulating, fine-tuning, or testing machines,
  Monitoring and Controlling Resources (imp:2.41 lvl:2.02) — Monitoring and controlling resources and overseeing the spending of money.
  Thinking Creatively (imp:2.32 lvl:2.12) — Developing, designing, or creating new applications, ideas, relationships, syste
  Guiding, Directing, and Motivating Subordinates (imp:2.32 lvl:1.66) — Providing guidance and direction to subordinates, including setting performance 
  Developing Objectives and Strategies (imp:2.28 lvl:2.05) — Establishing long-range objectives and specifying the strategies and actions to 
  Selling or Influencing Others (imp:2.17 lvl:1.66) — Convincing others to buy merchandise/goods or to otherwise change their minds or
  Staffing Organizational Units (imp:1.98 lvl:1.37) — Recruiting, interviewing, selecting, hiring, and promoting employees in an organ
  Performing for or Working Directly with the Public (imp:1.93 lvl:1.49) — Performing for people or dealing directly with the public. This includes serving
  Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment (imp:1.79 lvl:1.21) — Providing documentation, detailed instructions, drawings, or specifications to t
  Communicating with People Outside the Organization (imp:1.67 lvl:0.95) — Communicating with people outside the organization, representing the organizatio

--- WORK STYLES ---
  Dependability (imp:2.19) — A tendency to be reliable, responsible, and consistent in meeting work-related o
  Attention to Detail (imp:1.94) — A tendency to be detail-oriented, organized, and thorough in completing work.
  Cautiousness (imp:1.72) — A tendency to be careful, deliberate, and risk-avoidant when making work-related
  Dependability (imp:1.00) — A tendency to be reliable, responsible, and consistent in meeting work-related o
  Stress Tolerance (imp:0.68) — A tendency to cope and function effectively in stressful situations at work.
  Integrity (imp:0.66) — A tendency to be honest and ethical at work.
  Achievement Orientation (imp:0.49) — A tendency to establish and maintain personally challenging work-related goals, 
  Perseverance (imp:0.47) — A tendency to exhibit determination and resolve to perform or complete tasks in 
  Self-Control (imp:0.42) — A tendency to remain calm and composed and to manage emotions effectively in res
  Initiative (imp:0.14) — A tendency to be proactive and take on extra responsibilities and tasks that may
  Adaptability (imp:0.09) — A tendency to be open to and comfortable with change, new experiences, or ideas 
  Self-Confidence (imp:0.03) — A tendency to believe in one's work-related capabilities and ability to control 
  Sincerity (imp:0.03) — 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.
  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.
  Cautiousness () — A tendency to be careful, deliberate, and risk-avoidant when making work-related
  Attention to Detail () — A tendency to be detail-oriented, organized, and thorough in completing 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
  Optimism (imp:-0.04) — A tendency to exhibit a positive attitude and positive emotions at work, even un
  Social Orientation (imp:-0.14) — A tendency to seek out, enjoy, and be energized by social interaction at work.
  Cooperation (imp:-0.18) — A tendency to be pleasant, helpful, and willing to assist others at work.
  Empathy (imp:-0.21) — A tendency to show concern for others and be sensitive to others' needs and feel
  Intellectual Curiosity (imp:-0.22) — A tendency to seek out and acquire new work-related knowledge and obtain a deep 
  Humility (imp:-0.34) — A tendency to be modest and humble when interacting with others at work.
  Leadership Orientation (imp:-0.47) — A tendency to lead, take charge, offer opinions, and provide direction at work.
  Innovation (imp:-0.57) — A tendency to be inventive, to be imaginative, and to adopt new perspectives on 
  Tolerance for Ambiguity (imp:-1.29) — A tendency to be comfortable with ambiguity and uncertainty at work.

--- TRANSFERABLE SKILLS ---
  Operation and Control (imp:3.25 lvl:3.00) — Controlling operations of equipment or systems.
  Operations Monitoring (imp:3.12 lvl:2.88) — Watching gauges, dials, or other indicators to make sure a machine is working pr
  Time Management (imp:2.88 lvl:2.50) — Managing one's own time and the time of others.
  Social Perceptiveness (imp:2.75 lvl:2.12) — Being aware of others' reactions and understanding why they react as they do.
  Coordination (imp:2.75 lvl:2.12) — Adjusting actions in relation to others' actions.
  Judgment and Decision Making (imp:2.62 lvl:2.12) — Considering the relative costs and benefits of potential actions to choose the m
  Complex Problem Solving (imp:2.50 lvl:2.12) — Identifying complex problems and reviewing related information to develop and ev
  Quality Control Analysis (imp:2.50 lvl:2.25) — Conducting tests and inspections of products, services, or processes to evaluate
  Equipment Maintenance (imp:2.25 lvl:1.75) — Performing routine maintenance on equipment and determining when and what kind o
  Troubleshooting (imp:2.25 lvl:2.12) — Determining causes of operating errors and deciding what to do about it.
  Management of Personnel Resources (imp:2.25 lvl:2.00) — Motivating, developing, and directing people as they work, identifying the best 
  Instructing (imp:2.12 lvl:2.00) — Teaching others how to do something.
  Service Orientation (imp:2.12 lvl:2.00) — Actively looking for ways to help people.
  Persuasion (imp:2.00 lvl:2.00) — Persuading others to change their minds or behavior.
  Negotiation (imp:2.00 lvl:2.00) — Bringing others together and trying to reconcile differences.
  Systems Analysis (imp:2.00 lvl:1.50) — Determining how a system should work and how changes in conditions, operations, 
  Systems Evaluation (imp:2.00 lvl:1.88) — Identifying measures or indicators of system performance and the actions needed 
  Equipment Selection (imp:1.88 lvl:1.25) — Determining the kind of tools and equipment needed to do a job.
  Repairing (imp:1.75 lvl:1.12) — Repairing machines or systems using the needed tools.
  Operations Analysis (imp:1.38 lvl:0.38) — Analyzing needs and product requirements to create a design.
  Management of Material Resources (imp:1.38 lvl:0.38) — Obtaining and seeing to the appropriate use of equipment, facilities, and materi
  Management of Financial Resources (imp:1.25 lvl:0.25) — Determining how money will be spent to get the work done, and accounting for the
  Programming (imp:1.12 lvl:0.12) — Writing computer programs for various purposes.
  Technology Design (imp:1.00) — Generating or adapting equipment and technology to serve user needs.
  Installation (imp:1.00) — Installing equipment, machines, wiring, or programs to meet specifications.

--- NATIONAL WAGES ---
  total_employment : 14,760
  annual_median    : $43,530
  annual_pct10     : $33,790
  annual_pct25     : $37,310
  annual_pct75     : $49,320
  annual_pct90     : $58,570
  annual_mean      : $44,600
  hourly_median    : $20.93

--- GEOGRAPHIC DISPERSION ---
  highest_state    : Maine ($64,610)
  lowest_state     : Puerto Rico ($22,620)
  dispersion_ratio : 2.856x

--- TOP STATES BY WAGE (40 total) ---
  Manufacturing                            emp:   12,380  median: $  44,260
  Administrative and Support and Waste Management and Remediation Services emp:      980  median: $  38,640
  Wholesale Trade                          emp:      550  median: $  41,110
  Mining, Quarrying, and Oil and Gas Extraction emp:      300  median: $  54,520
  Transportation and Warehousing           emp:      150  median: $  41,800
  Agriculture, Forestry, Fishing and Hunting emp:      130  median: $  39,700
  Other Services (except Public Administration) emp:      110  median: $  40,580
  Professional, Scientific, and Technical Services emp:       40  median: $  44,670

--- TOP INDUSTRIES BY EMPLOYMENT (8 total) ---
  Manufacturing                            emp:   12,380  median: $  44,260
  Administrative and Support and Waste Management and Remediation Services emp:      980  median: $  38,640
  Wholesale Trade                          emp:      550  median: $  41,110
  Mining, Quarrying, and Oil and Gas Extraction emp:      300  median: $  54,520
  Transportation and Warehousing           emp:      150  median: $  41,800
  Agriculture, Forestry, Fishing and Hunting emp:      130  median: $  39,700
  Other Services (except Public Administration) emp:      110  median: $  40,580
  Professional, Scientific, and Technical Services emp:       40  median: $  44,670

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         : 2026-06-02T23:26:19.386274Z

--- SEMANTIC NEIGHBORS (5) ---

  Title: Mechanism of diving regulators (similarity: 0.3434)
  URL: https://en.wikipedia.org/wiki/Mechanism_of_diving_regulators
  QID: Q97359066
  Extract: The mechanism of diving regulators is the arrangement of components and function of gas pressure regulators used in the systems which supply breathing gases for underwater diving. Both free-flow and demand regulators use mechanical feedback of the downstream pressure to control the opening of a valv

  Title: Timeline of United States inventions (before 1890) (similarity: 0.2857)
  URL: https://en.wikipedia.org/wiki/Timeline_of_United_States_inventions_(before_1890)
  QID: Q7805976
  Extract: The United States provided many inventions in the time from the Colonial Period to the Gilded Age, which were achieved by inventors who were either native-born or naturalized citizens of the United States. Copyright protection secures a person's right to his or her first-to-invent claim of the origi

  Title: List of Pawn Stars episodes (similarity: 0.3125)
  URL: https://en.wikipedia.org/wiki/List_of_Pawn_Stars_episodes
  QID: Q6349379
  Extract: 


Pawn Stars is an American reality television series that premiered on History on July 19, 2009. The series is filmed in Las Vegas, Nevada, where it chronicles the activities at the World Famous Gold & Silver Pawn Shop, a 24-hour family business operated by patriarch Richard "Old Man" Harrison, hi

  Title: Anode (similarity: 0.1351)
  URL: https://en.wikipedia.org/wiki/Anode
  QID: Q181232
  Extract: An anode usually is an electrode of a polarized electrical device through which conventional current enters the device. This contrasts with a cathode, which is usually an electrode of the device through which conventional current leaves the device. A common mnemonic is ACID, for anode current into d

  Title: Anodizing (similarity: 0.1282)
  URL: https://en.wikipedia.org/wiki/Anodizing
  QID: Q567502
  Extract: Anodizing is an electrolytic passivation process used to increase the thickness of the natural oxide layer on the surface of metal parts.

model_pass1          : claude-sonnet-4-20250514
model_pass2          : claude-haiku-4-5-20251001
inference_confidence : high
confidence_notes     : Strong confidence based on comprehensive O*NET data including detailed work activities, skills, and knowledge areas. BLS wage data provides reliable market intelligence, though geographic variation suggests regional demand differences.
inferred_at          : 2026-06-04T02:37:47.883230+00:00
tokens_input         : 4,759
tokens_output        : 4,270
cost_usd             : $0.047067
wikipedia_used       : False
wikipedia_title      : None
wikipedia_note       : No exact Wikipedia match found for this specialized industrial occupation. The best semantic neighbor relates to diving regulators mechanism, showing limited relevant contextual information.

--- PROSE FIELDS ---

ROLE SUMMARY:
Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders operate specialized industrial machines that clean, wash, and remove impurities from products like glass items, metal surfaces, barrels, and food products using chemical solutions and mechanical processes. These workers monitor equipment gauges and controls, add cleaning chemicals at precise intervals, and ensure products meet quality specifications through testing and inspection. This role is essential in manufacturing operations where product cleanliness and surface preparation are critical to downstream processes.

DAY IN THE LIFE:
Workers start shifts by inspecting cleaning equipment and checking chemical solution levels, adjusting concentrations as needed using calibrated measuring tools. They load products like glass items or metal components onto conveyors and set temperature and cycle controls based on material requirements and cleaning specifications. Throughout operations, they monitor gauges and thermometers, adding chemicals at prescribed intervals while documenting process parameters and test results in production logs. They regularly draw samples for laboratory analysis or conduct on-site tests to verify solution acidity and cleaning effectiveness. Between batches, they perform routine maintenance including cleaning, lubricating, and adjusting mechanical components using hand tools.

WHO THRIVES:
Successful operators possess strong attention to detail and dependability, as precise chemical measurements and timing are crucial for product quality and safety. They demonstrate mechanical aptitude for operating and maintaining complex cleaning equipment while showing comfort with routine, structured work environments. These workers excel at following detailed procedures and maintaining consistent quality standards under time pressure. Physical stamina is important for handling materials and standing for extended periods, while basic math skills help with chemical calculations and measurement conversions.

CAREER ENTRY:
This role typically requires a high school diploma or equivalent, with 59.8% of workers having completed high school education and 31.7% having less formal education according to O*NET data. Most training occurs on-the-job where new employees learn specific equipment operation, chemical handling procedures, and quality control standards. Safety training is essential given exposure to industrial chemicals and equipment hazards. Previous experience in manufacturing or warehouse environments can be beneficial but is not required.

CAREER TRAJECTORY:
Workers can advance to lead operator or supervisor positions with experience, taking responsibility for training new employees and coordinating production schedules. Some progress to maintenance technician roles, specializing in equipment repair and troubleshooting. Others may transition to quality control positions or move into related manufacturing operations like chemical processing, heat treating, or materials handling. With additional education, advancement opportunities include production planning, process engineering, or plant management roles.

MARKET INTELLIGENCE:
The occupation employs 14,760 workers nationwide with a median annual wage of $43,530 according to BLS OEWS May 2025 data, ranging from $33,790 at the 10th percentile to $58,570 at the 90th percentile. Geographic wage variation is significant, with Maine offering the highest wages at $64,610 compared to Puerto Rico's $22,620, representing a 2.86x ratio difference. Manufacturing accounts for the vast majority of employment with 12,380 positions, followed by administrative and waste management services with 980 jobs. The concentration in manufacturing suggests demand correlates with industrial production levels and reshoring trends.

AUTOMATION OUTLOOK:
While basic monitoring and material handling tasks may face automation pressure, the role's emphasis on quality inspection, problem-solving, and equipment maintenance provides moderate protection from displacement. The need for human judgment in adjusting chemical concentrations, interpreting test results, and responding to equipment malfunctions maintains worker relevance in automated environments.

--- REASONED EDGES ---
  [task_similarity] Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders (51-9012.00) — confidence:high
    reasoning: Both roles involve operating process equipment, monitoring gauges, and adding chemicals to maintain solution specifications.
    data: Monitoring Processes Materials importance 4.2
    data: Operations Monitoring skill importance 3.1
  [skill_overlap] Mixing and Blending Machine Setters, Operators, and Tenders (51-9023.00) — confidence:high
    reasoning: Both occupations require precise measurement and mixing of chemical solutions with similar operation and control skill requirements.
    data: Operation and Control skill level 3.0
    data: Chemistry knowledge importance 2.4
  [knowledge_overlap] Chemical Plant and System Operators (51-8091.00) — confidence:medium
    reasoning: Shared emphasis on production and processing knowledge and chemical handling expertise in industrial settings.
    data: Production and Processing knowledge importance 3.9
    data: Chemistry knowledge importance 2.4
  [task_similarity] Laundry and Dry-Cleaning Workers (51-6011.00) — confidence:medium
    reasoning: Both roles involve cleaning operations using chemical solutions and monitoring equipment for proper cleaning cycles.
    data: Control Precision ability importance 3.1
    data: Monitoring skill importance 2.9
  [riasec_cluster] Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders (51-9051.00) — confidence:high
    reasoning: Both occupations show strong realistic orientation (R:7.00) involving hands-on equipment operation in manufacturing environments.
    data: RIASEC R:7.00
    data: Job Zone 2 classification
  [transferable_skill] Cleaners of Vehicles and Equipment (53-7061.00) — confidence:medium
    reasoning: Shared cleaning expertise and attention to detail requirements, though different equipment scales and environments.
    data: Attention to Detail work style importance 1.9
    data: Manual Dexterity ability importance 3.0

--- NORMALIZER SIGNALS ---
  match_keywords   : ['cleaning equipment operator', 'washing machine operator', 'metal pickling', 'chemical cleaning', 'industrial washing', 'solution preparation', 'cleaning tender', 'pickling operator']
  exclude_keywords : ['janitorial', 'housekeeping', 'vehicle washing', 'laundry worker', 'dishwasher']
  title_patterns   : ['*cleaning*operator', '*washing*tender', '*pickling*operator', 'equipment*operator', '*chemical*operator']
  common_variations: ['cleaning machine operator', 'washing equipment tender', 'industrial cleaner operator', 'pickling equipment operator', 'chemical washing operator', 'cleaning solution operator', 'metal cleaning operator', 'washing machine tender']

total_terms    : 40
top_words      : ['equipment', 'tendency', 'others', 'production', 'materials', 'principles', 'control', 'machines', 'products', 'objects', 'quality', 'includes', 'chemical', 'ideas', 'operations', 'cleaning', 'mechanical', 'procedures', 'techniques', 'standards']
source_layers  : onet_tasks | onet_dimensions | dwas | wikipedia | inference

TERM                    COUNT     FREQ  DOMINANT SOURCE      SOURCE BREAKDOWN
──────────────────────────────────────────────────────────────────────────────────────────
equipment                  44  0.01572  onet_dimensions      onet_dimensions:52%  dwas:23%  inference:20%
tendency                   42  0.01500  onet_dimensions      onet_dimensions:100%
others                     39  0.01393  onet_dimensions      onet_dimensions:97%  inference:3%
production                 23  0.00822  dwas                 dwas:43%  onet_dimensions:35%  inference:17%
materials                  16  0.00572  onet_dimensions      onet_dimensions:62%  dwas:19%  inference:12%
principles                 16  0.00572  onet_dimensions      onet_dimensions:100%
control                    15  0.00536  onet_dimensions      onet_dimensions:80%  inference:13%  wikipedia:7%
machines                   14  0.00500  onet_dimensions      onet_dimensions:50%  onet_tasks:43%  inference:7%
products                   13  0.00464  onet_dimensions      onet_dimensions:38%  inference:31%  dwas:23%
objects                    13  0.00464  onet_dimensions      onet_dimensions:92%  onet_tasks:8%
quality                    12  0.00429  onet_dimensions      onet_dimensions:50%  inference:50%
includes                   12  0.00429  onet_dimensions      onet_dimensions:100%
chemical                   11  0.00393  inference            inference:64%  onet_dimensions:18%  dwas:18%
ideas                      11  0.00393  onet_dimensions      onet_dimensions:100%
operations                 10  0.00357  onet_dimensions      onet_dimensions:60%  inference:30%  onet_tasks:10%
cleaning                   10  0.00357  inference            inference:70%  onet_tasks:30%
mechanical                 10  0.00357  onet_dimensions      onet_dimensions:50%  inference:30%  onet_tasks:10%
procedures                 10  0.00357  onet_dimensions      onet_dimensions:80%  inference:20%
techniques                 10  0.00357  onet_dimensions      onet_dimensions:100%
standards                  10  0.00357  onet_dimensions      onet_dimensions:80%  inference:20%
activities                 10  0.00357  onet_dimensions      onet_dimensions:90%  wikipedia:10%
body                       10  0.00357  onet_dimensions      onet_dimensions:100%
pressure                   10  0.00357  wikipedia            wikipedia:80%  inference:20%
hand                        9  0.00321  onet_dimensions      onet_dimensions:78%  onet_tasks:11%  inference:11%
problems                    9  0.00321  onet_dimensions      onet_dimensions:100%
monitoring                  9  0.00321  onet_dimensions      onet_dimensions:89%  inference:11%
human                       9  0.00321  onet_dimensions      onet_dimensions:78%  wikipedia:11%  inference:11%
management                  9  0.00321  onet_dimensions      onet_dimensions:78%  inference:22%
resources                   9  0.00321  onet_dimensions      onet_dimensions:100%
handling                    9  0.00321  onet_dimensions      onet_dimensions:56%  inference:44%
quickly                     9  0.00321  onet_dimensions      onet_dimensions:100%
orientation                 9  0.00321  onet_dimensions      onet_dimensions:100%
solutions                   8  0.00286  onet_tasks           onet_tasks:38%  onet_dimensions:25%  dwas:25%
tools                       8  0.00286  onet_dimensions      onet_dimensions:62%  inference:25%  onet_tasks:12%
needs                       8  0.00286  onet_dimensions      onet_dimensions:100%
problem                     8  0.00286  onet_dimensions      onet_dimensions:88%  inference:12%
rules                       8  0.00286  onet_dimensions      onet_dimensions:100%
physical                    8  0.00286  onet_dimensions      onet_dimensions:75%  dwas:12%  inference:12%
needed                      8  0.00286  onet_dimensions      onet_dimensions:88%  inference:12%
events                      8  0.00286  onet_dimensions      onet_dimensions:100%