[Core] [51% incumbents] Inspect workpieces for defects, and measure workpieces to determine accuracy of machine operation, using rules, templates, or other measuring instruments.
  DWAs: Measure dimensions of completed products or workpieces to verify conformance to specifications.

[Core] [51% incumbents] Position, adjust, and secure stock material or workpieces against stops, on arbors, or in chucks, fixtures, or automatic feeding mechanisms, manually or using hoists.
  DWAs: Mount materials or workpieces onto production equipment.

[Core] [51% incumbents] Read blueprints or job orders to determine product specifications and tooling instructions and to plan operational sequences.
  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] [51% incumbents] Select, install, and adjust alignment of drills, cutters, dies, guides, and holding devices, using templates, measuring instruments, and hand tools.
  DWAs: Select production equipment according to product specifications. | Mount attachments or tools onto production equipment. | Set equipment controls to meet cutting specifications.

[Core] [51% incumbents] Observe machine operation to detect workpiece defects or machine malfunctions, adjusting machines as necessary.
  DWAs: Watch operating equipment to detect malfunctions.

[Core] [51% incumbents] Set up and operate machines, such as lathes, cutters, shears, borers, millers, grinders, presses, drills, or auxiliary machines, to make metallic and plastic workpieces.
  DWAs: Operate grinding equipment. | Operate cutting equipment.

[Core] [51% incumbents] Change worn machine accessories, such as cutting tools or brushes, using hand tools.
  DWAs: Replace worn equipment components.

[Core] [51% incumbents] Set machine stops or guides to specified lengths as indicated by scales, rules, or templates.
  DWAs: Set equipment guides, stops, spacers, or other fixtures.

[Core] [51% incumbents] Select the proper coolants and lubricants and start their flow.
  DWAs: Select production input materials. | Operate metal or plastic forming equipment.

[Core] [51% incumbents] Remove burrs, sharp edges, rust, or scale from workpieces, using files, hand grinders, wire brushes, or power tools.
  DWAs: Smooth metal surfaces or edges. | Operate grinding equipment.

[Core] [51% incumbents] Perform minor machine maintenance, such as oiling or cleaning machines, dies, or workpieces, or adding coolant to machine reservoirs.
  DWAs: Clean production equipment. | Maintain production or processing equipment. | Lubricate production equipment.

[Core] [51% incumbents] Make minor electrical and mechanical repairs and adjustments to machines and notify supervisors when major service is required.
  DWAs: Repair production equipment or tools. | Notify others of equipment repair or maintenance needs.

[Core] [51% incumbents] Compute data, such as gear dimensions or machine settings, applying knowledge of shop mathematics.
  DWAs: Calculate dimensions of workpieces, products, or equipment.

[Core] [51% incumbents] Start machines and turn handwheels or valves to engage feeding, cooling, and lubricating mechanisms.
  DWAs: Adjust equipment controls to regulate flow of production materials or products. | Adjust equipment controls to regulate coolant flow. | Adjust equipment controls to regulate flow of water, cleaning solutions, or other liquids.

[Core] [51% incumbents] Move controls or mount gears, cams, or templates in machines to set feed rates and cutting speeds, depths, and angles.
  DWAs: Mount attachments or tools onto production equipment. | Set equipment controls to meet cutting specifications.

[Core] [51% incumbents] Instruct other workers in machine set-up and operation.
  DWAs: Instruct workers to use equipment or perform technical procedures.

[Core] [51% incumbents] Record operational data, such as pressure readings, lengths of strokes, feed rates, or speeds.
  DWAs: Record operational or production data.

[Core] [51% incumbents] Extract or lift jammed pieces from machines, using fingers, wire hooks, or lift bars.
  DWAs: Clear equipment jams.

[Supplemental] [51% incumbents] Measure and mark reference points and cutting lines on workpieces, using traced templates, compasses, and rules.
  DWAs: Measure materials to mark reference points, cutting lines, or other indicators.

[Supplemental] [51% incumbents] Align layout marks with dies or blades.
  DWAs: Align parts or workpieces to ensure proper assembly.

[Supplemental] [50% incumbents] Write programs for computer numerical control (CNC) machines to cut metal and plastic materials.
  DWAs: Program equipment to perform production tasks. | Write computer programming code.

--- SKILLS ---
  Monitoring (imp:3.12 lvl:3.00) — Monitoring/Assessing performance of yourself, other individuals, or organization
  Reading Comprehension (imp:3.00 lvl:3.00) — Understanding written sentences and paragraphs in work-related documents.
  Active Listening (imp:3.00 lvl:3.00) — Giving full attention to what other people are saying, taking time to understand
  Speaking (imp:3.00 lvl:2.88) — Talking to others to convey information effectively.
  Critical Thinking (imp:3.00 lvl:3.12) — Using logic and reasoning to identify the strengths and weaknesses of alternativ
  Active Learning (imp:2.88 lvl:2.88) — Understanding the implications of new information for both current and future pr
  Writing (imp:2.75 lvl:2.75) — Communicating effectively in writing as appropriate for the needs of the audienc
  Learning Strategies (imp:2.38 lvl:2.75) — Selecting and using training/instructional methods and procedures appropriate fo
  Mathematics (imp:2.25 lvl:2.12) — Using mathematics to solve problems.
  Science (imp:1.25 lvl:0.38) — Using scientific rules and methods to solve problems.

--- KNOWLEDGE ---
  Production and Processing (imp:4.11 lvl:3.51) — Knowledge of raw materials, production processes, quality control, costs, and ot
  Mechanical (imp:3.94 lvl:4.29) — Knowledge of machines and tools, including their designs, uses, repair, and main
  Mathematics (imp:3.60 lvl:3.50) — Knowledge of arithmetic, algebra, geometry, calculus, statistics, and their appl
  English Language (imp:3.27 lvl:3.19) — Knowledge of the structure and content of the English language including the mea
  Design (imp:3.07 lvl:3.17) — Knowledge of design techniques, tools, and principles involved in production of 
  Education and Training (imp:2.91 lvl:3.30) — Knowledge of principles and methods for curriculum and training design, teaching
  Customer and Personal Service (imp:2.79 lvl:3.07) — Knowledge of principles and processes for providing customer and personal servic
  Engineering and Technology (imp:2.69 lvl:2.85) — Knowledge of the practical application of engineering science and technology. Th
  Computers and Electronics (imp:2.51 lvl:2.26) — Knowledge of circuit boards, processors, chips, electronic equipment, and comput
  Administration and Management (imp:2.50 lvl:2.55) — Knowledge of business and management principles involved in strategic planning, 
  Psychology (imp:2.39 lvl:2.45) — Knowledge of human behavior and performance; individual differences in ability, 
  Public Safety and Security (imp:2.22 lvl:1.65) — Knowledge of relevant equipment, policies, procedures, and strategies to promote
  Physics (imp:2.20 lvl:2.03) — Knowledge and prediction of physical principles, laws, their interrelationships,
  Administrative (imp:2.15 lvl:1.54) — Knowledge of administrative and office procedures and systems such as word proce
  Personnel and Human Resources (imp:1.98 lvl:1.74) — Knowledge of principles and procedures for personnel recruitment, selection, tra
  Sales and Marketing (imp:1.78 lvl:1.00) — Knowledge of principles and methods for showing, promoting, and selling products
  Chemistry (imp:1.73 lvl:1.39) — Knowledge of the chemical composition, structure, and properties of substances a
  Transportation (imp:1.73 lvl:1.41) — Knowledge of principles and methods for moving people or goods by air, rail, sea
  Economics and Accounting (imp:1.61 lvl:0.66) — Knowledge of economic and accounting principles and practices, the financial mar
  Sociology and Anthropology (imp:1.55) — Knowledge of group behavior and dynamics, societal trends and influences, human 
  Law and Government (imp:1.52 lvl:0.81) — Knowledge of laws, legal codes, court procedures, precedents, government regulat
  Communications and Media (imp:1.47 lvl:0.96) — Knowledge of media production, communication, and dissemination techniques and m
  Telecommunications (imp:1.46 lvl:0.85) — Knowledge of transmission, broadcasting, switching, control, and operation of te
  Building and Construction (imp:1.42) — Knowledge of materials, methods, and the tools involved in the construction or r
  Therapy and Counseling (imp:1.40 lvl:0.95) — Knowledge of principles, methods, and procedures for diagnosis, treatment, and r
  Philosophy and Theology (imp:1.40) — Knowledge of different philosophical systems and religions. This includes their 
  History and Archeology (imp:1.33) — Knowledge of historical events and their causes, indicators, and effects on civi
  Foreign Language (imp:1.31) — Knowledge of the structure and content of a foreign (non-English) language inclu
  Biology (imp:1.22) — Knowledge of plant and animal organisms, their tissues, cells, functions, interd
  Medicine and Dentistry (imp:1.18) — Knowledge of the information and techniques needed to diagnose and treat human i
  Geography (imp:1.01) — Knowledge of principles and methods for describing the features of land, sea, an
  Food Production (imp:1.00) — Knowledge of techniques and equipment for planting, growing, and harvesting food
  Fine Arts (imp:1.00) — Knowledge of the theory and techniques required to compose, produce, and perform

--- ABILITIES ---
  Arm-Hand Steadiness (imp:3.88 lvl:3.25) — The ability to keep your hand and arm steady while moving your arm or while hold
  Control Precision (imp:3.88 lvl:4.00) — The ability to quickly and repeatedly adjust the controls of a machine or a vehi
  Near Vision (imp:3.88 lvl:3.50) — The ability to see details at close range (within a few feet of the observer).
  Manual Dexterity (imp:3.75 lvl:3.38) — The ability to quickly move your hand, your hand together with your arm, or your
  Problem Sensitivity (imp:3.62 lvl:3.12) — The ability to tell when something is wrong or is likely to go wrong. It does no
  Visualization (imp:3.38 lvl:3.88) — The ability to imagine how something will look after it is moved around or when 
  Information Ordering (imp:3.25 lvl:3.12) — The ability to arrange things or actions in a certain order or pattern according
  Oral Comprehension (imp:3.12 lvl:3.62) — The ability to listen to and understand information and ideas presented through 
  Written Comprehension (imp:3.12 lvl:3.00) — The ability to read and understand information and ideas presented in writing.
  Selective Attention (imp:3.12 lvl:3.50) — The ability to concentrate on a task over a period of time without being distrac
  Finger Dexterity (imp:3.12 lvl:3.12) — The ability to make precisely coordinated movements of the fingers of one or bot
  Multilimb Coordination (imp:3.12 lvl:3.00) — The ability to coordinate two or more limbs (for example, two arms, two legs, or
  Reaction Time (imp:3.12 lvl:3.25) — The ability to quickly respond (with the hand, finger, or foot) to a signal (sou
  Far Vision (imp:3.12 lvl:3.25) — The ability to see details at a distance.
  Speech Recognition (imp:3.12 lvl:3.00) — The ability to identify and understand the speech of another person.
  Deductive Reasoning (imp:3.00 lvl:3.00) — The ability to apply general rules to specific problems to produce answers that 
  Inductive Reasoning (imp:3.00 lvl:3.00) — The ability to combine pieces of information to form general rules or conclusion
  Category Flexibility (imp:3.00 lvl:3.12) — The ability to generate or use different sets of rules for combining or grouping
  Flexibility of Closure (imp:3.00 lvl:2.88) — The ability to identify or detect a known pattern (a figure, object, word, or so
  Perceptual Speed (imp:3.00 lvl:3.00) — The ability to quickly and accurately compare similarities and differences among
  Rate Control (imp:3.00 lvl:3.00) — The ability to time your movements or the movement of a piece of equipment in an
  Extent Flexibility (imp:3.00 lvl:3.00) — The ability to bend, stretch, twist, or reach with your body, arms, and/or legs.
  Hearing Sensitivity (imp:3.00 lvl:3.00) — The ability to detect or tell the differences between sounds that vary in pitch 
  Auditory Attention (imp:3.00 lvl:3.00) — The ability to focus on a single source of sound in the presence of other distra
  Speech Clarity (imp:3.00 lvl:3.00) — The ability to speak clearly so others can understand you.
  Oral Expression (imp:2.88 lvl:3.38) — The ability to communicate information and ideas in speaking so others will unde
  Written Expression (imp:2.88 lvl:2.88) — The ability to communicate information and ideas in writing so others will under
  Fluency of Ideas (imp:2.88 lvl:2.38) — The ability to come up with a number of ideas about a topic (the number of ideas
  Time Sharing (imp:2.88 lvl:3.00) — The ability to shift back and forth between two or more activities or sources of
  Static Strength (imp:2.88 lvl:3.00) — The ability to exert maximum muscle force to lift, push, pull, or carry objects.
  Trunk Strength (imp:2.88 lvl:2.75) — The ability to use your abdominal and lower back muscles to support part of the 
  Visual Color Discrimination (imp:2.88 lvl:2.88) — The ability to match or detect differences between colors, including shades of c
  Originality (imp:2.62 lvl:2.12) — The ability to come up with unusual or clever ideas about a given topic or situa
  Mathematical Reasoning (imp:2.50 lvl:2.00) — The ability to choose the right mathematical methods or formulas to solve a prob
  Number Facility (imp:2.38 lvl:2.00) — The ability to add, subtract, multiply, or divide quickly and correctly.
  Response Orientation (imp:2.38 lvl:2.00) — The ability to choose quickly between two or more movements in response to two o
  Speed of Closure (imp:2.25 lvl:2.00) — The ability to quickly make sense of, combine, and organize information into mea
  Depth Perception (imp:2.25 lvl:2.12) — The ability to judge which of several objects is closer or farther away from you
  Memorization (imp:2.12 lvl:2.12) — The ability to remember information such as words, numbers, pictures, and proced
  Wrist-Finger Speed (imp:2.12 lvl:2.12) — The ability to make fast, simple, repeated movements of the fingers, hands, and 
  Stamina (imp:2.12 lvl:2.00) — The ability to exert yourself physically over long periods of time without getti
  Spatial Orientation (imp:2.00 lvl:1.25) — The ability to know your location in relation to the environment or to know wher
  Dynamic Strength (imp:2.00 lvl:1.88) — The ability to exert muscle force repeatedly or continuously over time. This inv
  Gross Body Coordination (imp:2.00 lvl:2.00) — The ability to coordinate the movement of your arms, legs, and torso together wh
  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
  Peripheral Vision (imp:2.00 lvl:1.25) — The ability to see objects or movement of objects to one's side when the eyes ar
  Glare Sensitivity (imp:2.00 lvl:1.25) — The ability to see objects in the presence of a glare or bright lighting.
  Sound Localization (imp:2.00 lvl:1.12) — The ability to tell the direction from which a sound originated.
  Night Vision (imp:1.88 lvl:0.88) — The ability to see under low-light conditions.
  Speed of Limb Movement (imp:1.62 lvl:1.12) — The ability to quickly move the arms and legs.
  Explosive Strength (imp:1.50 lvl:0.75) — The ability to use short bursts of muscle force to propel oneself (as in jumping
  Dynamic Flexibility (imp:1.00) — The ability to quickly and repeatedly bend, stretch, twist, or reach out with yo

--- WORK ACTIVITIES ---
  Getting Information (imp:4.42 lvl:3.72) — Observing, receiving, and otherwise obtaining information from all relevant sour
  Identifying Objects, Actions, and Events (imp:4.40 lvl:3.38) — Identifying information by categorizing, estimating, recognizing differences or 
  Controlling Machines and Processes (imp:4.37 lvl:6.00) — Using either control mechanisms or direct physical activity to operate machines 
  Inspecting Equipment, Structures, or Materials (imp:4.36 lvl:4.33) — Inspecting equipment, structures, or materials to identify the cause of errors o
  Evaluating Information to Determine Compliance with Standards (imp:4.33 lvl:4.41) — Using relevant information and individual judgment to determine whether events o
  Making Decisions and Solving Problems (imp:4.32 lvl:5.04) — Analyzing information and evaluating results to choose the best solution and sol
  Monitoring Processes, Materials, or Surroundings (imp:4.26 lvl:4.51) — Monitoring and reviewing information from materials, events, or the environment,
  Processing Information (imp:4.21 lvl:4.46) — Compiling, coding, categorizing, calculating, tabulating, auditing, or verifying
  Handling and Moving Objects (imp:4.18 lvl:5.96) — Using hands and arms in handling, installing, positioning, and moving materials,
  Estimating the Quantifiable Characteristics of Products, Events, or Information (imp:4.13 lvl:3.77) — Estimating sizes, distances, and quantities; or determining time, costs, resourc
  Analyzing Data or Information (imp:4.07 lvl:3.94) — Identifying the underlying principles, reasons, or facts of information by break
  Judging the Qualities of Objects, Services, or People (imp:4.06 lvl:4.38) — Assessing the value, importance, or quality of things or people.
  Updating and Using Relevant Knowledge (imp:3.98 lvl:4.52) — Keeping up-to-date technically and applying new knowledge to your job.
  Repairing and Maintaining Electronic Equipment (imp:3.89 lvl:3.81) — Servicing, repairing, calibrating, regulating, fine-tuning, or testing machines,
  Documenting/Recording Information (imp:3.89 lvl:3.70) — Entering, transcribing, recording, storing, or maintaining information in writte
  Performing General Physical Activities (imp:3.87 lvl:4.40) — Performing general physical activities includes doing activities that require co
  Communicating with Supervisors, Peers, or Subordinates (imp:3.84 lvl:4.31) — Providing information to supervisors, co-workers, and subordinates by telephone,
  Repairing and Maintaining Mechanical Equipment (imp:3.77 lvl:4.24) — Servicing, repairing, adjusting, and testing machines, devices, moving parts, an
  Thinking Creatively (imp:3.73 lvl:4.66) — Developing, designing, or creating new applications, ideas, relationships, syste
  Organizing, Planning, and Prioritizing Work (imp:3.70 lvl:4.32) — Developing specific goals and plans to prioritize, organize, and accomplish your
  Coaching and Developing Others (imp:3.59 lvl:4.29) — Identifying the developmental needs of others and coaching, mentoring, or otherw
  Establishing and Maintaining Interpersonal Relationships (imp:3.57 lvl:4.41) — Developing constructive and cooperative working relationships with others, and m
  Training and Teaching Others (imp:3.57 lvl:3.83) — Identifying the educational needs of others, developing formal educational or tr
  Working with Computers (imp:3.55 lvl:4.11) — Using computers and computer systems (including hardware and software) to progra
  Developing Objectives and Strategies (imp:3.50 lvl:3.61) — Establishing long-range objectives and specifying the strategies and actions to 
  Scheduling Work and Activities (imp:3.50 lvl:3.46) — Scheduling events, programs, and activities, as well as the work of others.
  Coordinating the Work and Activities of Others (imp:3.22 lvl:3.50) — Getting members of a group to work together to accomplish tasks.
  Developing and Building Teams (imp:3.17 lvl:3.61) — Encouraging and building mutual trust, respect, and cooperation among team membe
  Performing Administrative Activities (imp:3.17 lvl:3.68) — Performing day-to-day administrative tasks such as maintaining information files
  Interpreting the Meaning of Information for Others (imp:3.12 lvl:3.49) — Translating or explaining what information means and how it can be used.
  Assisting and Caring for Others (imp:2.89 lvl:3.45) — Providing personal assistance, medical attention, emotional support, or other pe
  Operating Vehicles, Mechanized Devices, or Equipment (imp:2.85 lvl:2.11) — Running, maneuvering, navigating, or driving vehicles or mechanized equipment, s
  Providing Consultation and Advice to Others (imp:2.81 lvl:2.74) — Providing guidance and expert advice to management or other groups on technical,
  Resolving Conflicts and Negotiating with Others (imp:2.62 lvl:2.96) — Handling complaints, settling disputes, and resolving grievances and conflicts, 
  Guiding, Directing, and Motivating Subordinates (imp:2.51 lvl:2.54) — Providing guidance and direction to subordinates, including setting performance 
  Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment (imp:2.33 lvl:2.63) — Providing documentation, detailed instructions, drawings, or specifications to t
  Communicating with People Outside the Organization (imp:2.26 lvl:2.67) — Communicating with people outside the organization, representing the organizatio
  Monitoring and Controlling Resources (imp:2.16 lvl:2.42) — Monitoring and controlling resources and overseeing the spending of money.
  Staffing Organizational Units (imp:2.13 lvl:2.12) — Recruiting, interviewing, selecting, hiring, and promoting employees in an organ
  Selling or Influencing Others (imp:1.85 lvl:2.37) — Convincing others to buy merchandise/goods or to otherwise change their minds or
  Performing for or Working Directly with the Public (imp:1.85 lvl:2.41) — Performing for people or dealing directly with the public. This includes serving

--- WORK STYLES ---
  Attention to Detail (imp:2.57) — A tendency to be detail-oriented, organized, and thorough in completing work.
  Dependability (imp:2.47) — A tendency to be reliable, responsible, and consistent in meeting work-related o
  Dependability (imp:2.00) — A tendency to be reliable, responsible, and consistent in meeting work-related o
  Cautiousness (imp:1.96) — A tendency to be careful, deliberate, and risk-avoidant when making work-related
  Achievement Orientation (imp:1.18) — A tendency to establish and maintain personally challenging work-related goals, 
  Perseverance (imp:1.12) — A tendency to exhibit determination and resolve to perform or complete tasks in 
  Attention to Detail (imp:1.00) — A tendency to be detail-oriented, organized, and thorough in completing work.
  Stress Tolerance (imp:0.97) — A tendency to cope and function effectively in stressful situations at work.
  Self-Control (imp:0.97) — A tendency to remain calm and composed and to manage emotions effectively in res
  Integrity (imp:0.96) — A tendency to be honest and ethical at work.
  Adaptability (imp:0.83) — A tendency to be open to and comfortable with change, new experiences, or ideas 
  Self-Confidence (imp:0.82) — A tendency to believe in one's work-related capabilities and ability to control 
  Intellectual Curiosity (imp:0.81) — A tendency to seek out and acquire new work-related knowledge and obtain a deep 
  Initiative (imp:0.59) — A tendency to be proactive and take on extra responsibilities and tasks that may
  Cooperation (imp:0.55) — A tendency to be pleasant, helpful, and willing to assist others at work.
  Optimism (imp:0.20) — A tendency to exhibit a positive attitude and positive emotions at work, even un
  Innovation (imp:0.09) — A tendency to be inventive, to be imaginative, and to adopt new perspectives on 
  Sincerity (imp:0.09) — 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
  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:-0.12) — A tendency to show concern for others and be sensitive to others' needs and feel
  Humility (imp:-0.14) — A tendency to be modest and humble when interacting with others at work.
  Leadership Orientation (imp:-0.19) — A tendency to lead, take charge, offer opinions, and provide direction at work.
  Social Orientation (imp:-0.37) — A tendency to seek out, enjoy, and be energized by social interaction at work.
  Tolerance for Ambiguity (imp:-0.42) — A tendency to be comfortable with ambiguity and uncertainty at work.

--- TRANSFERABLE SKILLS ---
  Operations Monitoring (imp:4.00 lvl:4.00) — Watching gauges, dials, or other indicators to make sure a machine is working pr
  Quality Control Analysis (imp:3.38 lvl:3.50) — Conducting tests and inspections of products, services, or processes to evaluate
  Operation and Control (imp:3.12 lvl:3.12) — Controlling operations of equipment or systems.
  Equipment Maintenance (imp:3.12 lvl:3.12) — Performing routine maintenance on equipment and determining when and what kind o
  Judgment and Decision Making (imp:3.12 lvl:3.00) — Considering the relative costs and benefits of potential actions to choose the m
  Social Perceptiveness (imp:3.00 lvl:2.38) — Being aware of others' reactions and understanding why they react as they do.
  Complex Problem Solving (imp:3.00 lvl:3.00) — Identifying complex problems and reviewing related information to develop and ev
  Troubleshooting (imp:3.00 lvl:3.00) — Determining causes of operating errors and deciding what to do about it.
  Repairing (imp:3.00 lvl:3.00) — Repairing machines or systems using the needed tools.
  Coordination (imp:2.88 lvl:2.88) — Adjusting actions in relation to others' actions.
  Time Management (imp:2.88 lvl:2.88) — Managing one's own time and the time of others.
  Instructing (imp:2.75 lvl:2.88) — Teaching others how to do something.
  Persuasion (imp:2.38 lvl:2.38) — Persuading others to change their minds or behavior.
  Service Orientation (imp:2.38 lvl:2.12) — Actively looking for ways to help people.
  Equipment Selection (imp:2.38 lvl:2.38) — Determining the kind of tools and equipment needed to do a job.
  Systems Analysis (imp:2.38 lvl:2.25) — Determining how a system should work and how changes in conditions, operations, 
  Negotiation (imp:2.25 lvl:2.12) — Bringing others together and trying to reconcile differences.
  Systems Evaluation (imp:2.25 lvl:2.12) — Identifying measures or indicators of system performance and the actions needed 
  Installation (imp:2.12 lvl:1.75) — Installing equipment, machines, wiring, or programs to meet specifications.
  Management of Personnel Resources (imp:2.12 lvl:2.00) — Motivating, developing, and directing people as they work, identifying the best 
  Operations Analysis (imp:2.00 lvl:1.88) — Analyzing needs and product requirements to create a design.
  Management of Financial Resources (imp:2.00 lvl:1.00) — Determining how money will be spent to get the work done, and accounting for the
  Management of Material Resources (imp:2.00 lvl:1.00) — Obtaining and seeing to the appropriate use of equipment, facilities, and materi
  Technology Design (imp:1.88 lvl:1.25) — Generating or adapting equipment and technology to serve user needs.
  Programming (imp:1.88 lvl:1.12) — Writing computer programs for various purposes.

--- NATIONAL WAGES ---
  total_employment : 124,590
  annual_median    : $47,180
  annual_pct10     : $35,780
  annual_pct25     : $39,420
  annual_pct75     : $57,800
  annual_pct90     : $74,450
  annual_mean      : $50,030
  hourly_median    : $22.68

--- GEOGRAPHIC DISPERSION ---
  highest_state    : West Virginia ($76,080)
  lowest_state     : Puerto Rico ($28,770)
  dispersion_ratio : 2.644x

--- TOP STATES BY WAGE (46 total) ---
  Manufacturing                            emp:  102,540  median: $  48,100
  Administrative and Support and Waste Management and Remediation Services emp:   13,830  median: $  37,140
  Wholesale Trade                          emp:    5,820  median: $  47,260
  Professional, Scientific, and Technical Services emp:      820  median: $  46,390
  Health Care and Social Assistance        emp:      200  median: $  30,050
  Management of Companies and Enterprises  emp:      190  median: $  49,610
  Construction                             emp:      170  median: $  48,190
  Transportation and Warehousing           emp:       50  median: $       0
  Other Services (except Public Administration) emp:       30  median: $  47,830

--- TOP INDUSTRIES BY EMPLOYMENT (9 total) ---
  Manufacturing                            emp:  102,540  median: $  48,100
  Administrative and Support and Waste Management and Remediation Services emp:   13,830  median: $  37,140
  Wholesale Trade                          emp:    5,820  median: $  47,260
  Professional, Scientific, and Technical Services emp:      820  median: $  46,390
  Health Care and Social Assistance        emp:      200  median: $  30,050
  Management of Companies and Enterprises  emp:      190  median: $  49,610
  Construction                             emp:      170  median: $  48,190
  Transportation and Warehousing           emp:       50  median: $       0
  Other Services (except Public Administration) emp:       30  median: $  47,830

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         : 2026-06-02T23:10:43.819825Z

--- SEMANTIC NEIGHBORS (5) ---

  Title: List of The Weekly with Charlie Pickering episodes (similarity: 0.2131)
  URL: https://en.wikipedia.org/wiki/List_of_The_Weekly_with_Charlie_Pickering_episodes
  QID: Q24189802
  Extract: 


The Weekly with Charlie Pickering is an Australian news satire series on the ABC. The series premiered on 22 April 2015, and Charlie Pickering as host with Tom Gleeson, Adam Briggs, Kitty Flanagan (2015–2018) in the cast, and Judith Lucy joined the series in 2019. The first season consisted of 20

  Title: List of Pawn Stars episodes (similarity: 0.3030)
  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: Tower climber (similarity: 0.1647)
  URL: https://en.wikipedia.org/wiki/Tower_climber
  QID: Q23135058
  Extract: A tower climber specializes in maintenance, installation, and decommissioning of cellular and radio tower components such as coaxial cable, antennas, radios, fiber-optic cable and broadcast equipment for cell phones, television, radio, etc.

  Title: Cell (biology) (similarity: 0.1163)
  URL: https://en.wikipedia.org/wiki/Cell_(biology)
  QID: Q7868
  Extract: The cell is the basic structural and functional unit of all forms of life or organisms. The term comes from the Latin word cellula meaning 'small room'. A biological cell basically consists of a semipermeable cell membrane enclosing cytoplasm that contains genetic material. Most cells are only visib

  Title: Joshua Harto (similarity: 0.1190)
  URL: https://en.wikipedia.org/wiki/Joshua_Harto
  QID: Q436828
  Extract: Joshua Denver Harto is an American actor, television producer and writer.

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 abilities. Clear task descriptions and established relationships with related occupations provide solid foundation for analysis.
inferred_at          : 2026-06-04T01:32:46.344021+00:00
tokens_input         : 4,967
tokens_output        : 4,249
cost_usd             : $0.045997
wikipedia_used       : False
wikipedia_title      : None
wikipedia_note       : No relevant Wikipedia entry found for this specific manufacturing occupation. The semantic neighbors returned unrelated content about television shows and general topics rather than manufacturing or machine operation roles.

--- PROSE FIELDS ---

ROLE SUMMARY:
Multiple Machine Tool Setters, Operators, and Tenders work with various cutting and forming machines to manufacture metal and plastic components. They set up, operate, and monitor multiple types of machine tools or robots, ensuring precise specifications and quality standards are met. These skilled production workers are essential to manufacturing operations, combining technical mechanical knowledge with hands-on precision work.

DAY IN THE LIFE:
Workers begin by reading blueprints and job orders to understand product specifications and operational sequences. They select and install proper cutting tools, dies, and fixtures, then position and secure workpieces using templates and measuring instruments. Throughout production runs, they monitor machine operations to detect defects or malfunctions, making adjustments as needed. Quality control involves inspecting workpieces using rules and templates to verify dimensional accuracy. They regularly change worn accessories like cutting tools and brushes, and select appropriate coolants and lubricants to maintain optimal machine performance.

WHO THRIVES:
Successful workers possess strong mechanical aptitude and attention to detail, essential for precise machine setup and quality control. They need steady hands and excellent manual dexterity for handling tools and workpieces safely. Problem-solving skills are crucial for diagnosing machine malfunctions and making necessary adjustments. Workers who thrive are methodical and cautious, following safety protocols while maintaining consistent production quality. The realistic work environment appeals to those who prefer hands-on technical work over abstract or social activities.

CAREER ENTRY:
Most workers enter with a high school diploma or equivalent, representing 81.7% of the workforce according to education distribution data. Post-secondary certificates in machining, manufacturing, or related technical fields provide additional preparation for 7.6% of workers. On-the-job training typically covers specific machine operations, safety procedures, and quality control methods. Some workers gain foundational skills through vocational programs or apprenticeships in machining or manufacturing.

CAREER TRAJECTORY:
Experience with multiple machine types opens pathways to CNC machine operation, industrial machinery maintenance, or specialized tool and die work. Workers can advance to setup roles requiring greater technical expertise or supervisory positions overseeing production teams. Some transition to related fields like quality control inspection or manufacturing engineering support. The transferable skills in operations monitoring and quality control analysis support career growth within broader manufacturing environments.

MARKET INTELLIGENCE:
With 124,590 employed workers, this occupation offers substantial employment opportunities primarily in manufacturing (102,540 employed). BLS OEWS May 2025 data shows a median annual wage of $47,180, with entry-level positions around $35,780 and experienced workers earning up to $74,450. Geographic variation is significant, with West Virginia offering the highest wages at $76,080 compared to Puerto Rico at $28,770. Manufacturing concentration in industrial states provides the strongest job markets, while administrative and support services offer additional opportunities with 13,830 employed.

AUTOMATION OUTLOOK:
Work activities like controlling machines and processes and inspecting equipment involve human judgment and adaptability that remain valuable despite technological advances. While some routine machine operations may become more automated, the need for setup, troubleshooting, and quality control across multiple machine types provides resilience. The ability to work with various machine tools and adapt to different production requirements offers protection against complete automation.

--- REASONED EDGES ---
  [skill_overlap] Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic (51-4034.00) — confidence:high
    reasoning: Both roles share high importance in monitoring (3.1 vs 3.1), mechanical knowledge (3.9 vs 4.2), and controlling machines and processes work activities.
    data: Primary-Short relationship declared
    data: Shared mechanical knowledge domain
    data: Similar monitoring and machine control activities
  [task_similarity] Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic (51-4035.00) — confidence:high
    reasoning: Both involve setting up machine tools, reading blueprints, and inspecting workpieces for defects using similar measurement techniques.
    data: Primary-Short relationship declared
    data: Shared blueprint reading tasks
    data: Similar workpiece inspection methods
  [transferable_skill] Industrial Machinery Mechanics (49-9041.00) — confidence:medium
    reasoning: Equipment maintenance transferable skill (3.1) and mechanical knowledge (3.9) directly apply to machinery repair and maintenance work.
    data: Equipment maintenance skill overlap
    data: Mechanical knowledge foundation
    data: Primary-Long relationship declared
  [career_pathway] Computer Numerically Controlled Tool Operators (51-9161.00) — confidence:high
    reasoning: Multiple machine experience provides foundation for CNC operations, with shared production and processing knowledge (4.1) and machine control activities.
    data: Production and processing knowledge overlap
    data: Machine control experience
    data: Technology progression pathway
  [riasec_cluster] Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic (51-4031.00) — confidence:high
    reasoning: Both show strong realistic orientation (R:7.00) with hands-on mechanical work and similar conventional components for following procedures.
    data: Realistic RIASEC profile match
    data: Similar mechanical work environment
    data: Primary-Long relationship declared

--- NORMALIZER SIGNALS ---
  match_keywords   : ['multiple machine tool', 'machine setter', 'machine operator', 'machine tender', 'cutting machine', 'forming machine', 'production equipment', 'manufacturing operator']
  exclude_keywords : ['single machine', 'specialized', 'automated', 'robotic', 'computer controlled']
  title_patterns   : ['Multiple Machine', 'Machine Tool Setter', 'Machine Operator', 'Machine Tender', 'Production Operator']
  common_variations: ['Multi-Machine Operator', 'Combination Machine Operator', 'Machine Setup Operator', 'Production Machine Tender', 'Manufacturing Machine Operator', 'Metal Machine Operator', 'Plastic Machine Operator', 'General Machine Operator']

total_terms    : 40
top_words      : ['equipment', 'tendency', 'others', 'production', 'machine', 'control', 'machines', 'tools', 'materials', 'principles', 'workpieces', 'quality', 'rules', 'includes', 'objects', 'activities', 'operations', 'ideas', 'specifications', 'hand']
source_layers  : onet_tasks | onet_dimensions | dwas | wikipedia | inference

TERM                    COUNT     FREQ  DOMINANT SOURCE      SOURCE BREAKDOWN
──────────────────────────────────────────────────────────────────────────────────────────
equipment                  50  0.01713  dwas                 dwas:50%  onet_dimensions:46%  wikipedia:2%
tendency                   42  0.01439  onet_dimensions      onet_dimensions:100%
others                     39  0.01336  onet_dimensions      onet_dimensions:97%  dwas:3%
production                 25  0.00856  dwas                 dwas:48%  onet_dimensions:32%  inference:20%
machine                    24  0.00822  inference            inference:54%  onet_tasks:38%  onet_dimensions:8%
control                    19  0.00651  onet_dimensions      onet_dimensions:63%  inference:32%  onet_tasks:5%
machines                   18  0.00617  onet_tasks           onet_tasks:50%  onet_dimensions:39%  inference:11%
tools                      17  0.00582  onet_dimensions      onet_dimensions:29%  inference:29%  onet_tasks:24%
materials                  16  0.00548  onet_dimensions      onet_dimensions:62%  dwas:31%  onet_tasks:6%
principles                 16  0.00548  onet_dimensions      onet_dimensions:100%
workpieces                 14  0.00480  onet_tasks           onet_tasks:50%  dwas:29%  inference:21%
quality                    14  0.00480  inference            inference:57%  onet_dimensions:43%
rules                      12  0.00411  onet_dimensions      onet_dimensions:67%  onet_tasks:25%  inference:8%
includes                   12  0.00411  onet_dimensions      onet_dimensions:100%
objects                    12  0.00411  onet_dimensions      onet_dimensions:100%
activities                 12  0.00411  onet_dimensions      onet_dimensions:75%  inference:17%  wikipedia:8%
operations                 11  0.00377  onet_dimensions      onet_dimensions:55%  inference:45%
ideas                      11  0.00377  onet_dimensions      onet_dimensions:100%
specifications             10  0.00343  dwas                 dwas:50%  onet_dimensions:20%  inference:20%
hand                       10  0.00343  onet_dimensions      onet_dimensions:70%  onet_tasks:30%
cutting                    10  0.00343  dwas                 dwas:40%  onet_tasks:30%  inference:30%
procedures                 10  0.00343  onet_dimensions      onet_dimensions:80%  dwas:10%  inference:10%
techniques                 10  0.00343  onet_dimensions      onet_dimensions:100%
body                       10  0.00343  onet_dimensions      onet_dimensions:100%
operate                     9  0.00308  dwas                 dwas:44%  onet_dimensions:33%  onet_tasks:11%
monitoring                  9  0.00308  onet_dimensions      onet_dimensions:89%  inference:11%
problems                    9  0.00308  onet_dimensions      onet_dimensions:100%
needs                       9  0.00308  onet_dimensions      onet_dimensions:89%  dwas:11%
standards                   9  0.00308  onet_dimensions      onet_dimensions:89%  inference:11%
resources                   9  0.00308  onet_dimensions      onet_dimensions:100%
quickly                     9  0.00308  onet_dimensions      onet_dimensions:100%
orientation                 9  0.00308  onet_dimensions      onet_dimensions:100%
manufacturing               9  0.00308  inference            inference:100%
maintenance                 8  0.00274  onet_dimensions      onet_dimensions:50%  onet_tasks:12%  dwas:12%
mechanical                  8  0.00274  onet_dimensions      onet_dimensions:62%  inference:25%  onet_tasks:12%
performance                 8  0.00274  onet_dimensions      onet_dimensions:88%  inference:12%
understand                  8  0.00274  onet_dimensions      onet_dimensions:88%  inference:12%
problem                     8  0.00274  onet_dimensions      onet_dimensions:88%  inference:12%
technical                   8  0.00274  inference            inference:50%  onet_dimensions:38%  dwas:12%
human                       8  0.00274  onet_dimensions      onet_dimensions:88%  inference:12%