[Core] [79% incumbents] Install or adjust bindery machine devices, such as knives, guides, rollers, rounding forms, creasing rams, or clamps, to accommodate sheets, signatures, or books of specified sizes.
  DWAs: Mount attachments or tools onto production equipment.

[Core] [79% incumbents] Trim edges of books to size, using cutting machines, book trimming machines, or hand cutters.
  DWAs: Trim excess material from workpieces.

[Core] [79% incumbents] Lubricate, clean, or make minor repairs to machine parts to keep machines in working condition.
  DWAs: Clean production equipment. | Repair production equipment or tools. | Lubricate production equipment.

[Supplemental] [79% incumbents] Cut cover material to specified dimensions, fitting and gluing material to binder boards by hand or machine.
  DWAs: Cut industrial materials in preparation for fabrication or processing.

[Supplemental] [79% incumbents] Cut binder boards to specified dimensions, using board shears, hand cutters, or cutting machines.
  DWAs: Cut industrial materials in preparation for fabrication or processing.

[Supplemental] [79% incumbents] Imprint or emboss lettering, designs, or numbers on book covers, using gold, silver, or colored foil, and stamping machines.
  DWAs: Operate equipment to print images or bind printed images together.

[Supplemental] [79% incumbents] Compress sewed or glued signatures, using hand presses or smashing machines.
  DWAs: Operate equipment to print images or bind printed images together.

[Core] [78% incumbents] Examine stitched, collated, bound, or unbound product samples for defects, such as imperfect bindings, ink spots, torn pages, loose pages, or loose or uncut threads.
  DWAs: Inspected printed materials or other images to verify quality.

[Core] [78% incumbents] Read work orders to determine instructions and specifications for machine set-up.
  DWAs: Study blueprints or other instructions to determine equipment setup requirements.

[Core] [78% incumbents] Stitch or glue endpapers, bindings, backings, or signatures, using sewing machines, glue machines, or glue and brushes.
  DWAs: Sew clothing or other articles. | Operate sewing equipment.

[Core] [78% incumbents] Maintain records, such as daily production records, using specified forms.
  DWAs: Record operational or production data.

[Core] [78% incumbents] Set up or operate machines that perform binding operations, such as pressing, folding, or trimming.
  DWAs: Operate equipment to print images or bind printed images together.

[Core] [78% incumbents] Prepare finished books for shipping by wrapping or packing books and stacking boxes on pallets.
  DWAs: Stack finished items for further processing or shipment. | Package products for storage or shipment.

[Supplemental] [78% incumbents] Insert book bodies in devices that form back edges of books into convex shapes and produce grooves that facilitate cover attachment.
  DWAs: Mount materials or workpieces onto production equipment.

[Supplemental] [78% incumbents] Perform highly skilled hand finishing binding operations, such as grooving or lettering.
  DWAs: Engrave designs, text, or other markings onto materials, workpieces, or products.

[Core] [77% incumbents] Monitor machine operations to detect malfunctions or to determine whether adjustments are needed.
  DWAs: Watch operating equipment to detect malfunctions.

[Core] [77% incumbents] Set up or operate bindery machines, such as coil binders, thermal or tape binders, plastic comb binders, or specialty binders.
  DWAs: Operate equipment to print images or bind printed images together.

[Core] [77% incumbents] Set up or operate glue machines by filling glue reservoirs, turning switches to activate heating elements, or adjusting glue flow or conveyor speed.
  DWAs: Load materials into production equipment. | Adjust equipment controls to regulate flow of production materials or products.

[Core] [77% incumbents] Train workers to set up, operate, and use automatic bindery machines.
  DWAs: Instruct workers to use equipment or perform technical procedures.

[Supplemental] [77% incumbents] Bind new books, using hand tools such as bone folders, knives, hammers, or brass binding tools.
  DWAs: Operate equipment to print images or bind printed images together.

[Supplemental] [77% incumbents] Meet with clients, printers, or designers to discuss job requirements or binding plans.
  DWAs: Confer with customers or designers to determine order specifications.

[Supplemental] [77% incumbents] Punch holes in and fasten paper sheets, signatures, or other material, using hand or machine punches and staplers.
  DWAs: Drill holes in parts, equipment, or materials.

[Supplemental] [77% incumbents] Repair, restore, or rebind old, rare, or damaged books, using hand tools.
  DWAs: Operate equipment to print images or bind printed images together.

[Supplemental] [76% incumbents] Form book bodies by folding and sewing printed sheets to form signatures and assembling signatures in numerical order.
  DWAs: Sew clothing or other articles.

[Supplemental] [76% incumbents] Design original or special bindings for limited editions or other custom binding projects.
  DWAs: Operate equipment to print images or bind printed images together.

--- SKILLS ---
  Critical Thinking (imp:3.25 lvl:3.00) — Using logic and reasoning to identify the strengths and weaknesses of alternativ
  Reading Comprehension (imp:3.12 lvl:2.88) — Understanding written sentences and paragraphs in work-related documents.
  Monitoring (imp:3.12 lvl:3.00) — Monitoring/Assessing performance of yourself, other individuals, or organization
  Speaking (imp:3.00 lvl:2.75) — Talking to others to convey information effectively.
  Active Listening (imp:2.88 lvl:2.88) — Giving full attention to what other people are saying, taking time to understand
  Writing (imp:2.75 lvl:2.62) — Communicating effectively in writing as appropriate for the needs of the audienc
  Active Learning (imp:2.50 lvl:2.38) — Understanding the implications of new information for both current and future pr
  Learning Strategies (imp:2.50 lvl:2.88) — Selecting and using training/instructional methods and procedures appropriate fo
  Mathematics (imp:2.12 lvl:2.12) — Using mathematics to solve problems.
  Science (imp:1.12 lvl:0.12) — Using scientific rules and methods to solve problems.

--- KNOWLEDGE ---
  Administration and Management (imp:3.51 lvl:3.04) — Knowledge of business and management principles involved in strategic planning, 
  Production and Processing (imp:3.38 lvl:3.09) — Knowledge of raw materials, production processes, quality control, costs, and ot
  Mechanical (imp:3.24 lvl:3.25) — Knowledge of machines and tools, including their designs, uses, repair, and main
  Customer and Personal Service (imp:3.08 lvl:2.76) — Knowledge of principles and processes for providing customer and personal servic
  Mathematics (imp:2.90 lvl:2.91) — Knowledge of arithmetic, algebra, geometry, calculus, statistics, and their appl
  English Language (imp:2.90 lvl:2.71) — Knowledge of the structure and content of the English language including the mea
  Administrative (imp:2.75 lvl:2.40) — Knowledge of administrative and office procedures and systems such as word proce
  Education and Training (imp:2.71 lvl:2.48) — Knowledge of principles and methods for curriculum and training design, teaching
  Computers and Electronics (imp:2.38 lvl:2.34) — Knowledge of circuit boards, processors, chips, electronic equipment, and comput
  Sales and Marketing (imp:2.16 lvl:1.58) — Knowledge of principles and methods for showing, promoting, and selling products
  Personnel and Human Resources (imp:2.15 lvl:1.96) — Knowledge of principles and procedures for personnel recruitment, selection, tra
  Design (imp:2.14 lvl:1.65) — Knowledge of design techniques, tools, and principles involved in production of 
  Psychology (imp:1.94 lvl:1.35) — Knowledge of human behavior and performance; individual differences in ability, 
  Physics (imp:1.84 lvl:0.90) — Knowledge and prediction of physical principles, laws, their interrelationships,
  Engineering and Technology (imp:1.76 lvl:1.52) — Knowledge of the practical application of engineering science and technology. Th
  Public Safety and Security (imp:1.67 lvl:1.12) — Knowledge of relevant equipment, policies, procedures, and strategies to promote
  Economics and Accounting (imp:1.65 lvl:1.15) — Knowledge of economic and accounting principles and practices, the financial mar
  Chemistry (imp:1.61 lvl:1.16) — Knowledge of the chemical composition, structure, and properties of substances a
  Transportation (imp:1.53 lvl:0.72) — Knowledge of principles and methods for moving people or goods by air, rail, sea
  Communications and Media (imp:1.49 lvl:0.79) — Knowledge of media production, communication, and dissemination techniques and m
  Telecommunications (imp:1.42) — Knowledge of transmission, broadcasting, switching, control, and operation of te
  Law and Government (imp:1.30) — Knowledge of laws, legal codes, court procedures, precedents, government regulat
  Building and Construction (imp:1.26) — Knowledge of materials, methods, and the tools involved in the construction or r
  Sociology and Anthropology (imp:1.24) — Knowledge of group behavior and dynamics, societal trends and influences, human 
  Geography (imp:1.24) — Knowledge of principles and methods for describing the features of land, sea, an
  Philosophy and Theology (imp:1.18) — Knowledge of different philosophical systems and religions. This includes their 
  Food Production (imp:1.17) — Knowledge of techniques and equipment for planting, growing, and harvesting food
  Therapy and Counseling (imp:1.17) — Knowledge of principles, methods, and procedures for diagnosis, treatment, and r
  History and Archeology (imp:1.17) — Knowledge of historical events and their causes, indicators, and effects on civi
  Fine Arts (imp:1.15 lvl:0.25) — Knowledge of the theory and techniques required to compose, produce, and perform
  Foreign Language (imp:1.14) — Knowledge of the structure and content of a foreign (non-English) language inclu
  Medicine and Dentistry (imp:1.09) — Knowledge of the information and techniques needed to diagnose and treat human i
  Biology (imp:1.02) — Knowledge of plant and animal organisms, their tissues, cells, functions, interd

--- ABILITIES ---
  Problem Sensitivity (imp:3.50 lvl:3.00) — The ability to tell when something is wrong or is likely to go wrong. It does no
  Finger Dexterity (imp:3.50 lvl:3.25) — The ability to make precisely coordinated movements of the fingers of one or bot
  Near Vision (imp:3.50 lvl:3.62) — The ability to see details at close range (within a few feet of the observer).
  Oral Comprehension (imp:3.38 lvl:3.50) — The ability to listen to and understand information and ideas presented through 
  Oral Expression (imp:3.38 lvl:3.38) — The ability to communicate information and ideas in speaking so others will unde
  Arm-Hand Steadiness (imp:3.38 lvl:3.25) — The ability to keep your hand and arm steady while moving your arm or while hold
  Manual Dexterity (imp:3.38 lvl:3.12) — The ability to quickly move your hand, your hand together with your arm, or your
  Deductive Reasoning (imp:3.25 lvl:2.88) — The ability to apply general rules to specific problems to produce answers that 
  Visualization (imp:3.25 lvl:3.38) — The ability to imagine how something will look after it is moved around or when 
  Speech Clarity (imp:3.25 lvl:2.75) — The ability to speak clearly so others can understand you.
  Written Comprehension (imp:3.12 lvl:2.88) — The ability to read and understand information and ideas presented in writing.
  Inductive Reasoning (imp:3.12 lvl:2.88) — The ability to combine pieces of information to form general rules or conclusion
  Selective Attention (imp:3.12 lvl:2.88) — The ability to concentrate on a task over a period of time without being distrac
  Control Precision (imp:3.12 lvl:3.25) — The ability to quickly and repeatedly adjust the controls of a machine or a vehi
  Trunk Strength (imp:3.12 lvl:3.00) — The ability to use your abdominal and lower back muscles to support part of the 
  Speech Recognition (imp:3.12 lvl:2.75) — The ability to identify and understand the speech of another person.
  Information Ordering (imp:3.00 lvl:3.25) — The ability to arrange things or actions in a certain order or pattern according
  Multilimb Coordination (imp:3.00 lvl:2.75) — The ability to coordinate two or more limbs (for example, two arms, two legs, or
  Written Expression (imp:2.88 lvl:2.75) — The ability to communicate information and ideas in writing so others will under
  Category Flexibility (imp:2.88 lvl:3.00) — The ability to generate or use different sets of rules for combining or grouping
  Flexibility of Closure (imp:2.88 lvl:3.12) — The ability to identify or detect a known pattern (a figure, object, word, or so
  Perceptual Speed (imp:2.88 lvl:3.12) — The ability to quickly and accurately compare similarities and differences among
  Reaction Time (imp:2.88 lvl:3.25) — The ability to quickly respond (with the hand, finger, or foot) to a signal (sou
  Rate Control (imp:2.75 lvl:2.50) — The ability to time your movements or the movement of a piece of equipment in an
  Static Strength (imp:2.75 lvl:2.75) — The ability to exert maximum muscle force to lift, push, pull, or carry objects.
  Extent Flexibility (imp:2.75 lvl:2.62) — The ability to bend, stretch, twist, or reach with your body, arms, and/or legs.
  Far Vision (imp:2.75 lvl:2.88) — The ability to see details at a distance.
  Visual Color Discrimination (imp:2.75 lvl:2.88) — The ability to match or detect differences between colors, including shades of c
  Dynamic Strength (imp:2.62 lvl:2.25) — The ability to exert muscle force repeatedly or continuously over time. This inv
  Auditory Attention (imp:2.62 lvl:2.75) — The ability to focus on a single source of sound in the presence of other distra
  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
  Time Sharing (imp:2.50 lvl:2.75) — The ability to shift back and forth between two or more activities or sources of
  Stamina (imp:2.50 lvl:2.62) — The ability to exert yourself physically over long periods of time without getti
  Depth Perception (imp:2.50 lvl:2.25) — The ability to judge which of several objects is closer or farther away from you
  Hearing Sensitivity (imp:2.50 lvl:2.75) — The ability to detect or tell the differences between sounds that vary in pitch 
  Originality (imp:2.38 lvl:2.38) — The ability to come up with unusual or clever ideas about a given topic or situa
  Memorization (imp:2.38 lvl:2.12) — The ability to remember information such as words, numbers, pictures, and proced
  Speed of Closure (imp:2.38 lvl:2.25) — The ability to quickly make sense of, combine, and organize information into mea
  Explosive Strength (imp:2.38 lvl:1.88) — The ability to use short bursts of muscle force to propel oneself (as in jumping
  Gross Body Coordination (imp:2.25 lvl:2.12) — The ability to coordinate the movement of your arms, legs, and torso together wh
  Gross Body Equilibrium (imp:2.25 lvl:1.75) — The ability to keep or regain your body balance or stay upright when in an unsta
  Response Orientation (imp:2.12 lvl:2.25) — The ability to choose quickly between two or more movements in response to two o
  Wrist-Finger Speed (imp:2.12 lvl:2.00) — The ability to make fast, simple, repeated movements of the fingers, hands, and 
  Mathematical Reasoning (imp:2.00 lvl:1.75) — The ability to choose the right mathematical methods or formulas to solve a prob
  Number Facility (imp:2.00 lvl:2.12) — The ability to add, subtract, multiply, or divide quickly and correctly.
  Spatial Orientation (imp:2.00 lvl:1.62) — The ability to know your location in relation to the environment or to know wher
  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
  Sound Localization (imp:1.88 lvl:1.75) — The ability to tell the direction from which a sound originated.
  Night Vision (imp:1.75 lvl:1.25) — The ability to see under low-light conditions.
  Glare Sensitivity (imp:1.75 lvl:1.25) — The ability to see objects in the presence of a glare or bright lighting.
  Dynamic Flexibility (imp:1.50 lvl:1.00) — The ability to quickly and repeatedly bend, stretch, twist, or reach out with yo
  Speed of Limb Movement (imp:1.38 lvl:0.75) — The ability to quickly move the arms and legs.

--- WORK ACTIVITIES ---
  Controlling Machines and Processes (imp:4.29 lvl:4.84) — Using either control mechanisms or direct physical activity to operate machines 
  Getting Information (imp:4.21 lvl:3.79) — Observing, receiving, and otherwise obtaining information from all relevant sour
  Monitoring Processes, Materials, or Surroundings (imp:4.19 lvl:4.37) — Monitoring and reviewing information from materials, events, or the environment,
  Handling and Moving Objects (imp:4.04 lvl:5.31) — Using hands and arms in handling, installing, positioning, and moving materials,
  Making Decisions and Solving Problems (imp:3.93 lvl:3.89) — Analyzing information and evaluating results to choose the best solution and sol
  Identifying Objects, Actions, and Events (imp:3.76 lvl:3.66) — Identifying information by categorizing, estimating, recognizing differences or 
  Inspecting Equipment, Structures, or Materials (imp:3.70 lvl:3.32) — Inspecting equipment, structures, or materials to identify the cause of errors o
  Communicating with Supervisors, Peers, or Subordinates (imp:3.62 lvl:3.70) — Providing information to supervisors, co-workers, and subordinates by telephone,
  Judging the Qualities of Objects, Services, or People (imp:3.61 lvl:3.25) — Assessing the value, importance, or quality of things or people.
  Performing General Physical Activities (imp:3.61 lvl:3.78) — Performing general physical activities includes doing activities that require co
  Organizing, Planning, and Prioritizing Work (imp:3.58 lvl:3.85) — Developing specific goals and plans to prioritize, organize, and accomplish your
  Repairing and Maintaining Mechanical Equipment (imp:3.52 lvl:3.73) — Servicing, repairing, adjusting, and testing machines, devices, moving parts, an
  Evaluating Information to Determine Compliance with Standards (imp:3.31 lvl:3.06) — Using relevant information and individual judgment to determine whether events o
  Interpreting the Meaning of Information for Others (imp:3.31 lvl:2.88) — Translating or explaining what information means and how it can be used.
  Estimating the Quantifiable Characteristics of Products, Events, or Information (imp:3.30 lvl:2.67) — Estimating sizes, distances, and quantities; or determining time, costs, resourc
  Processing Information (imp:3.30 lvl:3.37) — Compiling, coding, categorizing, calculating, tabulating, auditing, or verifying
  Training and Teaching Others (imp:3.22 lvl:2.80) — Identifying the educational needs of others, developing formal educational or tr
  Establishing and Maintaining Interpersonal Relationships (imp:3.07 lvl:3.59) — Developing constructive and cooperative working relationships with others, and m
  Thinking Creatively (imp:3.05 lvl:3.42) — Developing, designing, or creating new applications, ideas, relationships, syste
  Coordinating the Work and Activities of Others (imp:3.05 lvl:2.74) — Getting members of a group to work together to accomplish tasks.
  Updating and Using Relevant Knowledge (imp:3.03 lvl:2.96) — Keeping up-to-date technically and applying new knowledge to your job.
  Coaching and Developing Others (imp:3.02 lvl:2.99) — Identifying the developmental needs of others and coaching, mentoring, or otherw
  Analyzing Data or Information (imp:2.97 lvl:2.79) — Identifying the underlying principles, reasons, or facts of information by break
  Developing and Building Teams (imp:2.87 lvl:2.39) — Encouraging and building mutual trust, respect, and cooperation among team membe
  Working with Computers (imp:2.83 lvl:2.30) — Using computers and computer systems (including hardware and software) to progra
  Documenting/Recording Information (imp:2.83 lvl:2.17) — Entering, transcribing, recording, storing, or maintaining information in writte
  Operating Vehicles, Mechanized Devices, or Equipment (imp:2.76 lvl:2.16) — Running, maneuvering, navigating, or driving vehicles or mechanized equipment, s
  Repairing and Maintaining Electronic Equipment (imp:2.69 lvl:2.64) — Servicing, repairing, calibrating, regulating, fine-tuning, or testing machines,
  Scheduling Work and Activities (imp:2.62 lvl:2.08) — Scheduling events, programs, and activities, as well as the work of others.
  Guiding, Directing, and Motivating Subordinates (imp:2.61 lvl:2.56) — Providing guidance and direction to subordinates, including setting performance 
  Developing Objectives and Strategies (imp:2.57 lvl:2.34) — Establishing long-range objectives and specifying the strategies and actions to 
  Assisting and Caring for Others (imp:2.50 lvl:2.32) — Providing personal assistance, medical attention, emotional support, or other pe
  Resolving Conflicts and Negotiating with Others (imp:2.44 lvl:2.03) — Handling complaints, settling disputes, and resolving grievances and conflicts, 
  Providing Consultation and Advice to Others (imp:2.44 lvl:2.27) — Providing guidance and expert advice to management or other groups on technical,
  Performing Administrative Activities (imp:2.42 lvl:2.06) — Performing day-to-day administrative tasks such as maintaining information files
  Communicating with People Outside the Organization (imp:2.39 lvl:2.36) — Communicating with people outside the organization, representing the organizatio
  Monitoring and Controlling Resources (imp:2.11 lvl:1.88) — Monitoring and controlling resources and overseeing the spending of money.
  Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment (imp:2.07 lvl:1.55) — Providing documentation, detailed instructions, drawings, or specifications to t
  Performing for or Working Directly with the Public (imp:2.03 lvl:1.64) — Performing for people or dealing directly with the public. This includes serving
  Selling or Influencing Others (imp:1.88 lvl:1.33) — Convincing others to buy merchandise/goods or to otherwise change their minds or
  Staffing Organizational Units (imp:1.45 lvl:0.69) — Recruiting, interviewing, selecting, hiring, and promoting employees in an organ

--- WORK STYLES ---
  Attention to Detail (imp:2.77) — A tendency to be detail-oriented, organized, and thorough in completing work.
  Dependability (imp:2.16) — 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:1.56) — A tendency to be careful, deliberate, and risk-avoidant when making work-related
  Attention to Detail (imp:1.00) — A tendency to be detail-oriented, organized, and thorough in completing work.
  Perseverance (imp:0.75) — A tendency to exhibit determination and resolve to perform or complete tasks in 
  Achievement Orientation (imp:0.71) — A tendency to establish and maintain personally challenging work-related goals, 
  Integrity (imp:0.64) — A tendency to be honest and ethical at work.
  Stress Tolerance (imp:0.55) — A tendency to cope and function effectively in stressful situations at work.
  Self-Control (imp:0.53) — A tendency to remain calm and composed and to manage emotions effectively in res
  Cooperation (imp:0.51) — A tendency to be pleasant, helpful, and willing to assist others at work.
  Self-Confidence (imp:0.35) — A tendency to believe in one's work-related capabilities and ability to control 
  Initiative (imp:0.31) — A tendency to be proactive and take on extra responsibilities and tasks that may
  Adaptability (imp:0.28) — A tendency to be open to and comfortable with change, new experiences, or ideas 
  Sincerity (imp:0.05) — 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
  Optimism (imp:-0.02) — A tendency to exhibit a positive attitude and positive emotions at work, even un
  Intellectual Curiosity (imp:-0.11) — A tendency to seek out and acquire new work-related knowledge and obtain a deep 
  Empathy (imp:-0.12) — A tendency to show concern for others and be sensitive to others' needs and feel
  Social Orientation (imp:-0.16) — A tendency to seek out, enjoy, and be energized by social interaction at work.
  Humility (imp:-0.30) — A tendency to be modest and humble when interacting with others at work.
  Leadership Orientation (imp:-0.32) — A tendency to lead, take charge, offer opinions, and provide direction at work.
  Innovation (imp:-0.50) — A tendency to be inventive, to be imaginative, and to adopt new perspectives on 
  Tolerance for Ambiguity (imp:-0.69) — A tendency to be comfortable with ambiguity and uncertainty at work.

--- TRANSFERABLE SKILLS ---
  Operations Monitoring (imp:3.38 lvl:3.12) — Watching gauges, dials, or other indicators to make sure a machine is working pr
  Judgment and Decision Making (imp:3.12 lvl:2.75) — Considering the relative costs and benefits of potential actions to choose the m
  Complex Problem Solving (imp:3.00 lvl:2.88) — Identifying complex problems and reviewing related information to develop and ev
  Quality Control Analysis (imp:3.00 lvl:2.88) — Conducting tests and inspections of products, services, or processes to evaluate
  Coordination (imp:2.88 lvl:2.75) — Adjusting actions in relation to others' actions.
  Instructing (imp:2.88 lvl:2.75) — Teaching others how to do something.
  Operation and Control (imp:2.88 lvl:3.12) — Controlling operations of equipment or systems.
  Equipment Maintenance (imp:2.88 lvl:3.12) — Performing routine maintenance on equipment and determining when and what kind o
  Repairing (imp:2.88 lvl:2.75) — Repairing machines or systems using the needed tools.
  Time Management (imp:2.88 lvl:2.62) — Managing one's own time and the time of others.
  Social Perceptiveness (imp:2.62 lvl:2.62) — Being aware of others' reactions and understanding why they react as they do.
  Service Orientation (imp:2.62 lvl:2.25) — Actively looking for ways to help people.
  Troubleshooting (imp:2.62 lvl:2.75) — Determining causes of operating errors and deciding what to do about it.
  Equipment Selection (imp:2.50 lvl:2.25) — Determining the kind of tools and equipment needed to do a job.
  Systems Analysis (imp:2.50 lvl:2.12) — Determining how a system should work and how changes in conditions, operations, 
  Management of Personnel Resources (imp:2.50 lvl:2.50) — Motivating, developing, and directing people as they work, identifying the best 
  Systems Evaluation (imp:2.38 lvl:2.38) — Identifying measures or indicators of system performance and the actions needed 
  Persuasion (imp:2.12 lvl:2.25) — Persuading others to change their minds or behavior.
  Negotiation (imp:2.12 lvl:1.88) — Bringing others together and trying to reconcile differences.
  Installation (imp:1.88 lvl:1.50) — Installing equipment, machines, wiring, or programs to meet specifications.
  Technology Design (imp:1.62 lvl:1.00) — Generating or adapting equipment and technology to serve user needs.
  Programming (imp:1.62 lvl:0.88) — Writing computer programs for various purposes.
  Management of Financial Resources (imp:1.62 lvl:0.75) — Determining how money will be spent to get the work done, and accounting for the
  Management of Material Resources (imp:1.62 lvl:0.75) — Obtaining and seeing to the appropriate use of equipment, facilities, and materi
  Operations Analysis (imp:1.25 lvl:0.50) — Analyzing needs and product requirements to create a design.

--- NATIONAL WAGES ---
  total_employment : 33,180
  annual_median    : $42,290
  annual_pct10     : $32,220
  annual_pct25     : $36,910
  annual_pct75     : $49,130
  annual_pct90     : $59,150
  annual_mean      : $44,460
  hourly_median    : $20.33

--- GEOGRAPHIC DISPERSION ---
  highest_state    : District of Columbia ($108,080)
  lowest_state     : Puerto Rico ($27,460)
  dispersion_ratio : 3.936x

--- TOP STATES BY WAGE (51 total) ---
  Manufacturing                            emp:   29,250  median: $  43,400
  Administrative and Support and Waste Management and Remediation Services emp:    1,090  median: $  34,880
  Professional, Scientific, and Technical Services emp:    1,080  median: $  38,160
  Information                              emp:      670  median: $  41,270
  Federal, State, and Local Government, excluding State and Local Government Schools and Hospitals and the U.S. Postal Service (OEWS Designation) emp:      410  median: $ 102,670
  Educational Services                     emp:      170  median: $  48,610
  Transportation and Warehousing           emp:      140  median: $  47,910
  Health Care and Social Assistance        emp:      130  median: $  38,830
  Management of Companies and Enterprises  emp:       90  median: $  42,100
  Wholesale Trade                          emp:       80  median: $  37,490

--- TOP INDUSTRIES BY EMPLOYMENT (10 total) ---
  Manufacturing                            emp:   29,250  median: $  43,400
  Administrative and Support and Waste Management and Remediation Services emp:    1,090  median: $  34,880
  Professional, Scientific, and Technical Services emp:    1,080  median: $  38,160
  Information                              emp:      670  median: $  41,270
  Federal, State, and Local Government, excluding State and Local Government Schools and Hospitals and the U.S. Postal Service (OEWS Designation) emp:      410  median: $ 102,670
  Educational Services                     emp:      170  median: $  48,610
  Transportation and Warehousing           emp:      140  median: $  47,910
  Health Care and Social Assistance        emp:      130  median: $  38,830
  Management of Companies and Enterprises  emp:       90  median: $  42,100
  Wholesale Trade                          emp:       80  median: $  37,490

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         : 2026-06-02T23:13:22.416357Z

--- SEMANTIC NEIGHBORS (5) ---

  Title: Imposition (similarity: 0.1333)
  URL: https://en.wikipedia.org/wiki/Imposition
  QID: Q779970
  Extract: Imposition is one of the fundamental steps in the prepress printing process. It consists of the arrangement of the printed product's pages on the printer's sheet, in order to obtain faster printing, simplify binding and reduce paper waste.

  Title: Mimeo, Inc (similarity: 0.0889)
  URL: https://en.wikipedia.org/wiki/Mimeo%2C_Inc
  QID: Q17081397
  Extract: Mimeo.com, Inc. is a privately held Print on demand and digital distribution document company. It was the first to offer online printing and overnight delivery of complex documents and marketing materials. The company refers to itself as a technology company that prints. Customers utilize a propriet

  Title: Al Ghurair (similarity: 0.1333)
  URL: https://en.wikipedia.org/wiki/Al_Ghurair
  QID: Q4703879
  Extract: Al Ghurair was established in 1960. Al Ghurair is one of the largest diversified family business groups in the Middle East, with six key business units: Foods, Resources, Properties, Construction, Mobility and Ventures, including Auto Servicing & Trading, Retail and Education.

  Title: Carpentry (similarity: 0.1818)
  URL: https://en.wikipedia.org/wiki/Carpentry
  QID: Q203605
  Extract: Carpentry is a skilled trade and a craft in which the primary work performed is the cutting, shaping and installation of building materials during the construction of buildings, ships, timber bridges, concrete formwork, etc. Carpenters traditionally worked with natural wood and did rougher work such

  Title: Tape measure (similarity: 0.1277)
  URL: https://en.wikipedia.org/wiki/Tape_measure
  QID: Q214649
  Extract: A tape measure or measuring tape is a long, flexible ruler used to measure length or distance. It usually consists of a ribbon of cloth, plastic, fibreglass, or metal strip with linear measurement markings.

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 covering tasks, skills, abilities, and work activities. BLS wage data provides current market intelligence. Related occupations clearly defined with logical skill and knowledge overlaps.
inferred_at          : 2026-06-04T01:42:59.428103+00:00
tokens_input         : 4,889
tokens_output        : 4,372
cost_usd             : $0.048178
wikipedia_used       : False
wikipedia_title      : None
wikipedia_note       : No exact Wikipedia match found for print binding and finishing workers. The closest semantic match was 'Imposition' relating to prepress printing processes, but this represents an upstream activity rather than the binding and finishing work described in this occupation.

--- PROSE FIELDS ---

ROLE SUMMARY:
Print Binding and Finishing Workers operate machinery and perform hand operations to bind books, magazines, and other printed materials into their final form. They set up, adjust, and maintain binding equipment such as cutting machines, folding machines, and stitching equipment to transform printed sheets into finished publications. This role requires attention to detail, manual dexterity, and the ability to monitor production processes for quality control.

DAY IN THE LIFE:
Workers begin by reading work orders to determine machine setup requirements and specifications for each binding job. They install and adjust bindery machine devices including knives, guides, rollers, and clamps to prepare equipment for production runs. Throughout the day, they operate cutting machines to trim book edges to size and cut cover materials and binder boards to specified dimensions. They monitor binding processes continuously, examining products for defects like imperfect bindings or torn pages. Workers also perform routine maintenance tasks including lubricating, cleaning, and making minor repairs to keep machines in working condition. The role involves both machine operation and hand work, such as stitching or gluing endpapers and bindings using various tools and equipment.

WHO THRIVES:
Individuals who excel in this role possess strong finger dexterity and manual coordination, as the work requires precise handling of materials and machine components. They demonstrate high attention to detail and problem sensitivity, quickly identifying quality issues or machine malfunctions during production runs. Successful workers are conventional and realistic in their approach, preferring structured tasks with clear procedures and standards. They must be dependable and cautious, as production schedules and quality standards require consistent performance. The role suits those who enjoy working with their hands and find satisfaction in the transformation of raw printed materials into finished products through mechanical processes.

CAREER ENTRY:
Most positions require only a high school diploma or equivalent, with 87.9% of workers having this level of education according to employment data. New workers typically receive on-the-job training to learn machine operation, quality control procedures, and safety protocols specific to binding equipment. Some employers prefer candidates with post-secondary certificates in printing technology or related manufacturing fields. Entry-level workers often start as machine feeders or helpers before advancing to operate binding equipment independently.

CAREER TRAJECTORY:
Experienced Print Binding and Finishing Workers can advance to supervisory roles overseeing bindery operations or become specialized machine setters who handle complex equipment setup and maintenance. Some workers transition to related production roles such as Printing Press Operators or move into quality control positions within printing and publishing facilities. Career advancement may also lead to positions in production planning, equipment maintenance, or training roles within manufacturing organizations.

MARKET INTELLIGENCE:
The occupation employs 33,180 workers nationally with a median annual wage of $42,290 according to BLS OEWS May 2025 data, ranging from $32,220 at the 10th percentile to $59,150 at the 90th percentile. Employment is heavily concentrated in Manufacturing (29,250 workers), with smaller numbers in Administrative and Support Services (1,090) and Professional, Scientific, and Technical Services (1,080). Geographic wage variation is significant, with the District of Columbia offering the highest wages at $108,080 annually compared to Puerto Rico at $27,460, representing a 3.94x ratio. The role is part of the broader printing and related support activities industry, which faces ongoing consolidation due to digital media trends.

AUTOMATION OUTLOOK:
While basic binding tasks may face some automation pressure, the role's emphasis on machine setup, adjustment, and quality inspection provides moderate protection from technological displacement. The high importance of controlling machines and processes, combined with the need for problem sensitivity and manual dexterity in handling diverse materials and equipment configurations, suggests continued human involvement in bindery operations.

--- REASONED EDGES ---
  [career_pathway] Printing Press Operators (51-5112.00) — confidence:high
    reasoning: Both roles share production and processing knowledge with similar mechanical skills in the printing industry workflow.
    data: Production and Processing knowledge (3.4, 3.1)
    data: Mechanical knowledge (3.2, 3.2)
    data: Listed as related occupation
  [skill_overlap] Cutting and Slicing Machine Setters, Operators, and Tenders (51-9032.00) — confidence:high
    reasoning: Both require controlling machines and processes as primary work activity with manual dexterity and finger dexterity abilities.
    data: Controlling Machines and Processes (4.3, 4.8)
    data: Manual Dexterity (3.4, 3.1)
    data: Finger Dexterity (3.5, 3.2)
  [task_similarity] Sewing Machine Operators (51-6031.00) — confidence:medium
    reasoning: Both roles involve stitching operations and require similar finger dexterity and arm-hand steadiness for precise work.
    data: Stitching endpapers and bindings task
    data: Finger Dexterity (3.5, 3.2)
    data: Arm-Hand Steadiness (3.4, 3.2)
  [knowledge_overlap] Paper Goods Machine Setters, Operators, and Tenders (51-9196.00) — confidence:high
    reasoning: Both roles work with paper products requiring production and processing knowledge with mechanical equipment operation.
    data: Production and Processing knowledge (3.4, 3.1)
    data: Mechanical knowledge (3.2, 3.2)
    data: Paper-based manufacturing
  [riasec_cluster] Machine Feeders and Offbearers (53-7063.00) — confidence:medium
    reasoning: Both are conventional and realistic occupations involving machine operation and material handling in manufacturing environments.
    data: RIASEC profile C:5.49, R:5.44
    data: Handling and Moving Objects (4.0, 5.3)
    data: Job Zone 2 preparation level

--- NORMALIZER SIGNALS ---
  match_keywords   : ['bindery', 'binding', 'finishing', 'bookbinding', 'print finishing', 'paper cutting', 'folding', 'stitching']
  exclude_keywords : ['printing press', 'prepress', 'typesetting', 'graphic design', 'publishing']
  title_patterns   : ['Bindery.*', '.*Binder.*', '.*Binding.*', '.*Finishing.*', 'Print.*Finisher.*']
  common_variations: ['Book Binder', 'Print Finisher', 'Bindery Technician', 'Binding Machine Operator', 'Paper Cutter', 'Bookbinding Worker', 'Print Production Worker', 'Finishing Operator']

total_terms    : 40
top_words      : ['equipment', 'tendency', 'others', 'materials', 'machines', 'production', 'operate', 'machine', 'hand', 'binding', 'principles', 'control', 'images', 'printed', 'quality', 'operations', 'includes', 'objects', 'tools', 'procedures']
source_layers  : onet_tasks | onet_dimensions | dwas | wikipedia | inference

TERM                    COUNT     FREQ  DOMINANT SOURCE      SOURCE BREAKDOWN
──────────────────────────────────────────────────────────────────────────────────────────
equipment                  51  0.01703  onet_dimensions      onet_dimensions:45%  dwas:37%  inference:18%
tendency                   42  0.01403  onet_dimensions      onet_dimensions:100%
others                     38  0.01269  onet_dimensions      onet_dimensions:100%
materials                  26  0.00868  onet_dimensions      onet_dimensions:38%  dwas:31%  inference:19%
machines                   24  0.00802  onet_tasks           onet_tasks:50%  onet_dimensions:29%  inference:21%
production                 24  0.00802  onet_dimensions      onet_dimensions:33%  dwas:33%  inference:25%
operate                    18  0.00601  dwas                 dwas:44%  onet_tasks:22%  onet_dimensions:17%
machine                    17  0.00568  inference            inference:53%  onet_tasks:35%  onet_dimensions:12%
hand                       17  0.00568  onet_tasks           onet_tasks:47%  onet_dimensions:41%  inference:12%
binding                    16  0.00534  inference            inference:62%  onet_tasks:31%  wikipedia:6%
principles                 16  0.00534  onet_dimensions      onet_dimensions:100%
control                    15  0.00501  onet_dimensions      onet_dimensions:80%  inference:20%
images                     15  0.00501  dwas                 dwas:100%
printed                    13  0.00434  dwas                 dwas:62%  inference:23%  onet_tasks:8%
quality                    13  0.00434  onet_dimensions      onet_dimensions:46%  inference:46%  dwas:8%
operations                 12  0.00401  onet_dimensions      onet_dimensions:50%  onet_tasks:25%  inference:25%
includes                   12  0.00401  onet_dimensions      onet_dimensions:100%
objects                    12  0.00401  onet_dimensions      onet_dimensions:100%
tools                      11  0.00367  onet_dimensions      onet_dimensions:45%  onet_tasks:27%  dwas:18%
procedures                 11  0.00367  onet_dimensions      onet_dimensions:73%  inference:18%  dwas:9%
ideas                      11  0.00367  onet_dimensions      onet_dimensions:100%
together                   11  0.00367  dwas                 dwas:64%  onet_dimensions:36%
resources                  10  0.00334  onet_dimensions      onet_dimensions:90%  wikipedia:10%
techniques                 10  0.00334  onet_dimensions      onet_dimensions:100%
standards                  10  0.00334  onet_dimensions      onet_dimensions:80%  inference:20%
products                   10  0.00334  onet_dimensions      onet_dimensions:50%  dwas:30%  inference:20%
quickly                    10  0.00334  onet_dimensions      onet_dimensions:90%  inference:10%
body                       10  0.00334  onet_dimensions      onet_dimensions:100%
activities                 10  0.00334  onet_dimensions      onet_dimensions:90%  inference:10%
bind                        9  0.00301  dwas                 dwas:78%  onet_tasks:11%  inference:11%
problems                    9  0.00301  onet_dimensions      onet_dimensions:100%
problem                     9  0.00301  onet_dimensions      onet_dimensions:78%  inference:22%
orientation                 9  0.00301  onet_dimensions      onet_dimensions:100%
identifying                 9  0.00301  onet_dimensions      onet_dimensions:89%  inference:11%
printing                    9  0.00301  inference            inference:56%  wikipedia:44%
devices                     8  0.00267  onet_dimensions      onet_dimensions:62%  onet_tasks:25%  inference:12%
books                       8  0.00267  onet_tasks           onet_tasks:88%  inference:12%
needed                      8  0.00267  onet_dimensions      onet_dimensions:88%  onet_tasks:12%
monitoring                  8  0.00267  onet_dimensions      onet_dimensions:100%
performance                 8  0.00267  onet_dimensions      onet_dimensions:88%  inference:12%