[Core] [20% incumbents] Monitor and follow applicable laws and regulations.
  DWAs: Evaluate applicable laws and regulations to determine impact on organizational activities.

[Core] [20% incumbents] Purchase the highest quality merchandise at the lowest possible price and in correct amounts.
  DWAs: Purchase products or services.

[Core] [20% incumbents] Formulate policies and procedures for bid proposals and procurement of goods and services.
  DWAs: Establish organizational guidelines or policies.

[Core] [20% incumbents] Prepare purchase orders, solicit bid proposals, and review requisitions for goods and services.
  DWAs: Execute sales or other financial transactions. | Purchase products or services.

[Core] [20% incumbents] Write and review product specifications, maintaining a working technical knowledge of the goods or services to be purchased.
  DWAs: Develop technical specifications for systems or equipment.

[Core] [20% incumbents] Analyze price proposals, financial reports, and other data and information to determine reasonable prices.
  DWAs: Analyze business or financial data.

[Core] [20% incumbents] Hire, train, or supervise purchasing clerks, buyers, and expediters.
  DWAs: Train personnel to enhance job skills. | Supervise employees.

[Core] [20% incumbents] Research and evaluate suppliers, based on price, quality, selection, service, support, availability, reliability, production and distribution capabilities, and the supplier's reputation and history.
  DWAs: Obtain information about goods or services.

[Core] [20% incumbents] Evaluate and monitor contract performance to ensure compliance with contractual obligations and to determine need for changes.
  DWAs: Monitor organizational processes.

[Core] [20% incumbents] Negotiate, renegotiate, and administer contracts with suppliers, vendors, and other representatives.
  DWAs: Negotiate contracts with clients or service providers.

[Core] [20% incumbents] Study sales records and inventory levels of current stock to develop strategic purchasing programs that facilitate employee access to supplies.
  DWAs: Monitor inventories of products or materials.

[Core] [20% incumbents] Confer with staff, users, and vendors to discuss defective or unacceptable goods or services and determine corrective action.
  DWAs: Confer with personnel to coordinate business operations.

[Core] [20% incumbents] Maintain and review computerized or manual records of purchased items, costs, deliveries, product performance, and inventories.
  DWAs: Maintain data in information systems or databases. | Monitor inventories of products or materials.

[Core] [20% incumbents] Monitor changes affecting supply and demand, tracking market conditions, price trends, or futures markets.
  DWAs: Estimate demand for products or services. | Analyze market conditions or trends.

[Core] [20% incumbents] Monitor shipments to ensure that goods come in on time, and resolve problems related to undelivered goods.
  DWAs: Monitor inventories of products or materials.

[Core] [20% incumbents] Review catalogs, industry periodicals, directories, trade journals, and Internet sites and consult with other department personnel to locate necessary goods and services.
  DWAs: Obtain information about goods or services. | Confer with personnel to coordinate business operations.

[Core] [20% incumbents] Attend meetings, trade shows, conferences, conventions, and seminars to network with people in other purchasing departments.
  DWAs: Develop business relationships.

[Supplemental] [20% incumbents] Arrange the payment of duty and freight charges.
  DWAs: Pay charges, fees, or taxes.

[Supplemental] [20% incumbents] Interview vendors and visit suppliers' plants and distribution centers to examine and learn about products, services, and prices.
  DWAs: Conduct eligibility or selection interviews.

--- SKILLS ---
  Reading Comprehension (imp:4.12 lvl:4.12) — Understanding written sentences and paragraphs in work-related documents.
  Active Listening (imp:4.00 lvl:4.00) — Giving full attention to what other people are saying, taking time to understand
  Writing (imp:4.00 lvl:4.00) — Communicating effectively in writing as appropriate for the needs of the audienc
  Speaking (imp:4.00 lvl:4.00) — Talking to others to convey information effectively.
  Critical Thinking (imp:3.88 lvl:3.88) — Using logic and reasoning to identify the strengths and weaknesses of alternativ
  Active Learning (imp:3.88 lvl:3.88) — Understanding the implications of new information for both current and future pr
  Monitoring (imp:3.75 lvl:3.88) — Monitoring/Assessing performance of yourself, other individuals, or organization
  Mathematics (imp:3.00 lvl:3.12) — Using mathematics to solve problems.
  Learning Strategies (imp:3.00 lvl:3.12) — Selecting and using training/instructional methods and procedures appropriate fo
  Science (imp:1.12 lvl:0.12) — Using scientific rules and methods to solve problems.

--- KNOWLEDGE ---
  English Language (imp:4.56 lvl:4.95) — Knowledge of the structure and content of the English language including the mea
  Law and Government (imp:4.26 lvl:4.55) — Knowledge of laws, legal codes, court procedures, precedents, government regulat
  Customer and Personal Service (imp:4.22 lvl:5.53) — Knowledge of principles and processes for providing customer and personal servic
  Administration and Management (imp:4.05 lvl:4.95) — Knowledge of business and management principles involved in strategic planning, 
  Administrative (imp:3.63 lvl:5.10) — Knowledge of administrative and office procedures and systems such as word proce
  Mathematics (imp:3.37 lvl:4.25) — Knowledge of arithmetic, algebra, geometry, calculus, statistics, and their appl
  Computers and Electronics (imp:3.32 lvl:4.05) — Knowledge of circuit boards, processors, chips, electronic equipment, and comput
  Economics and Accounting (imp:3.26 lvl:3.80) — Knowledge of economic and accounting principles and practices, the financial mar
  Personnel and Human Resources (imp:2.84 lvl:3.70) — Knowledge of principles and procedures for personnel recruitment, selection, tra
  Education and Training (imp:2.83 lvl:3.85) — Knowledge of principles and methods for curriculum and training design, teaching
  Public Safety and Security (imp:2.74 lvl:2.80) — Knowledge of relevant equipment, policies, procedures, and strategies to promote
  Communications and Media (imp:2.67 lvl:2.90) — Knowledge of media production, communication, and dissemination techniques and m
  Transportation (imp:2.50 lvl:2.79) — Knowledge of principles and methods for moving people or goods by air, rail, sea
  Production and Processing (imp:2.47 lvl:2.50) — Knowledge of raw materials, production processes, quality control, costs, and ot
  Telecommunications (imp:2.42 lvl:2.05) — Knowledge of transmission, broadcasting, switching, control, and operation of te
  Sales and Marketing (imp:2.37 lvl:3.10) — Knowledge of principles and methods for showing, promoting, and selling products
  Psychology (imp:2.32 lvl:2.65) — Knowledge of human behavior and performance; individual differences in ability, 
  Building and Construction (imp:2.26 lvl:2.35) — Knowledge of materials, methods, and the tools involved in the construction or r
  Design (imp:2.17 lvl:2.25) — Knowledge of design techniques, tools, and principles involved in production of 
  Engineering and Technology (imp:2.16 lvl:2.35) — Knowledge of the practical application of engineering science and technology. Th
  Mechanical (imp:2.11 lvl:2.15) — Knowledge of machines and tools, including their designs, uses, repair, and main
  Geography (imp:2.00 lvl:2.05) — Knowledge of principles and methods for describing the features of land, sea, an
  Food Production (imp:1.89 lvl:1.65) — Knowledge of techniques and equipment for planting, growing, and harvesting food
  Physics (imp:1.79 lvl:1.35) — Knowledge and prediction of physical principles, laws, their interrelationships,
  Sociology and Anthropology (imp:1.68 lvl:1.85) — Knowledge of group behavior and dynamics, societal trends and influences, human 
  Chemistry (imp:1.58 lvl:1.25) — Knowledge of the chemical composition, structure, and properties of substances a
  Therapy and Counseling (imp:1.58 lvl:1.45) — Knowledge of principles, methods, and procedures for diagnosis, treatment, and r
  Foreign Language (imp:1.56 lvl:1.00) — Knowledge of the structure and content of a foreign (non-English) language inclu
  Biology (imp:1.53 lvl:1.10) — Knowledge of plant and animal organisms, their tissues, cells, functions, interd
  Medicine and Dentistry (imp:1.50 lvl:1.00) — Knowledge of the information and techniques needed to diagnose and treat human i
  History and Archeology (imp:1.37 lvl:0.90) — Knowledge of historical events and their causes, indicators, and effects on civi
  Philosophy and Theology (imp:1.37 lvl:1.15) — Knowledge of different philosophical systems and religions. This includes their 
  Fine Arts (imp:1.26 lvl:0.65) — Knowledge of the theory and techniques required to compose, produce, and perform

--- ABILITIES ---
  Written Comprehension (imp:4.12 lvl:4.00) — The ability to read and understand information and ideas presented in writing.
  Oral Comprehension (imp:4.00 lvl:4.00) — The ability to listen to and understand information and ideas presented through 
  Oral Expression (imp:4.00 lvl:4.00) — The ability to communicate information and ideas in speaking so others will unde
  Written Expression (imp:4.00 lvl:4.00) — The ability to communicate information and ideas in writing so others will under
  Inductive Reasoning (imp:4.00 lvl:3.88) — The ability to combine pieces of information to form general rules or conclusion
  Deductive Reasoning (imp:3.88 lvl:4.25) — The ability to apply general rules to specific problems to produce answers that 
  Near Vision (imp:3.88 lvl:3.88) — The ability to see details at close range (within a few feet of the observer).
  Speech Recognition (imp:3.75 lvl:3.75) — The ability to identify and understand the speech of another person.
  Information Ordering (imp:3.62 lvl:4.00) — The ability to arrange things or actions in a certain order or pattern according
  Speech Clarity (imp:3.62 lvl:3.25) — The ability to speak clearly so others can understand you.
  Problem Sensitivity (imp:3.50 lvl:3.62) — The ability to tell when something is wrong or is likely to go wrong. It does no
  Category Flexibility (imp:3.38 lvl:3.38) — The ability to generate or use different sets of rules for combining or grouping
  Number Facility (imp:3.25 lvl:3.00) — The ability to add, subtract, multiply, or divide quickly and correctly.
  Fluency of Ideas (imp:3.12 lvl:3.12) — The ability to come up with a number of ideas about a topic (the number of ideas
  Originality (imp:3.00 lvl:3.00) — The ability to come up with unusual or clever ideas about a given topic or situa
  Mathematical Reasoning (imp:3.00 lvl:3.00) — The ability to choose the right mathematical methods or formulas to solve a prob
  Selective Attention (imp:2.88 lvl:2.75) — The ability to concentrate on a task over a period of time without being distrac
  Memorization (imp:2.62 lvl:2.75) — The ability to remember information such as words, numbers, pictures, and proced
  Flexibility of Closure (imp:2.62 lvl:2.50) — The ability to identify or detect a known pattern (a figure, object, word, or so
  Time Sharing (imp:2.62 lvl:2.50) — The ability to shift back and forth between two or more activities or sources of
  Speed of Closure (imp:2.50 lvl:2.50) — The ability to quickly make sense of, combine, and organize information into mea
  Perceptual Speed (imp:2.25 lvl:2.12) — The ability to quickly and accurately compare similarities and differences among
  Far Vision (imp:2.25 lvl:2.25) — The ability to see details at a distance.
  Visualization (imp:2.12 lvl:1.88) — The ability to imagine how something will look after it is moved around or when 
  Visual Color Discrimination (imp:2.12 lvl:2.00) — The ability to match or detect differences between colors, including shades of c
  Trunk Strength (imp:1.88 lvl:1.12) — The ability to use your abdominal and lower back muscles to support part of the 
  Hearing Sensitivity (imp:1.75 lvl:1.00) — The ability to detect or tell the differences between sounds that vary in pitch 
  Auditory Attention (imp:1.75 lvl:1.12) — The ability to focus on a single source of sound in the presence of other distra
  Wrist-Finger Speed (imp:1.50 lvl:0.62) — The ability to make fast, simple, repeated movements of the fingers, hands, and 
  Finger Dexterity (imp:1.38 lvl:0.50) — The ability to make precisely coordinated movements of the fingers of one or bot
  Depth Perception (imp:1.38 lvl:0.38) — The ability to judge which of several objects is closer or farther away from you
  Dynamic Strength (imp:1.25 lvl:0.25) — The ability to exert muscle force repeatedly or continuously over time. This inv
  Arm-Hand Steadiness (imp:1.12 lvl:0.12) — The ability to keep your hand and arm steady while moving your arm or while hold
  Spatial Orientation (imp:1.00) — The ability to know your location in relation to the environment or to know wher
  Manual Dexterity (imp:1.00) — The ability to quickly move your hand, your hand together with your arm, or your
  Control Precision (imp:1.00) — The ability to quickly and repeatedly adjust the controls of a machine or a vehi
  Multilimb Coordination (imp:1.00) — The ability to coordinate two or more limbs (for example, two arms, two legs, or
  Response Orientation (imp:1.00) — The ability to choose quickly between two or more movements in response to two o
  Rate Control (imp:1.00) — The ability to time your movements or the movement of a piece of equipment in an
  Reaction Time (imp:1.00) — The ability to quickly respond (with the hand, finger, or foot) to a signal (sou
  Speed of Limb Movement (imp:1.00) — The ability to quickly move the arms and legs.
  Static Strength (imp:1.00) — The ability to exert maximum muscle force to lift, push, pull, or carry objects.
  Explosive Strength (imp:1.00) — The ability to use short bursts of muscle force to propel oneself (as in jumping
  Stamina (imp:1.00) — The ability to exert yourself physically over long periods of time without getti
  Extent Flexibility (imp:1.00) — The ability to bend, stretch, twist, or reach with your body, arms, and/or legs.
  Dynamic Flexibility (imp:1.00) — The ability to quickly and repeatedly bend, stretch, twist, or reach out with yo
  Gross Body Coordination (imp:1.00) — The ability to coordinate the movement of your arms, legs, and torso together wh
  Gross Body Equilibrium (imp:1.00) — The ability to keep or regain your body balance or stay upright when in an unsta
  Night Vision (imp:1.00) — The ability to see under low-light conditions.
  Peripheral Vision (imp:1.00) — The ability to see objects or movement of objects to one's side when the eyes ar
  Glare Sensitivity (imp:1.00) — The ability to see objects in the presence of a glare or bright lighting.
  Sound Localization (imp:1.00) — The ability to tell the direction from which a sound originated.

--- WORK ACTIVITIES ---
  Getting Information (imp:4.58 lvl:5.45) — Observing, receiving, and otherwise obtaining information from all relevant sour
  Communicating with People Outside the Organization (imp:4.47 lvl:5.15) — Communicating with people outside the organization, representing the organizatio
  Communicating with Supervisors, Peers, or Subordinates (imp:4.42 lvl:5.25) — Providing information to supervisors, co-workers, and subordinates by telephone,
  Working with Computers (imp:4.32 lvl:3.95) — Using computers and computer systems (including hardware and software) to progra
  Establishing and Maintaining Interpersonal Relationships (imp:4.21 lvl:5.45) — Developing constructive and cooperative working relationships with others, and m
  Organizing, Planning, and Prioritizing Work (imp:4.16 lvl:5.65) — Developing specific goals and plans to prioritize, organize, and accomplish your
  Making Decisions and Solving Problems (imp:4.11 lvl:4.70) — Analyzing information and evaluating results to choose the best solution and sol
  Documenting/Recording Information (imp:4.11 lvl:4.30) — Entering, transcribing, recording, storing, or maintaining information in writte
  Analyzing Data or Information (imp:4.06 lvl:4.95) — Identifying the underlying principles, reasons, or facts of information by break
  Processing Information (imp:4.05 lvl:4.89) — Compiling, coding, categorizing, calculating, tabulating, auditing, or verifying
  Evaluating Information to Determine Compliance with Standards (imp:4.05 lvl:5.05) — Using relevant information and individual judgment to determine whether events o
  Identifying Objects, Actions, and Events (imp:3.89 lvl:4.55) — Identifying information by categorizing, estimating, recognizing differences or 
  Resolving Conflicts and Negotiating with Others (imp:3.89 lvl:5.45) — Handling complaints, settling disputes, and resolving grievances and conflicts, 
  Coaching and Developing Others (imp:3.83 lvl:4.85) — Identifying the developmental needs of others and coaching, mentoring, or otherw
  Judging the Qualities of Objects, Services, or People (imp:3.81 lvl:4.47) — Assessing the value, importance, or quality of things or people.
  Updating and Using Relevant Knowledge (imp:3.68 lvl:4.85) — Keeping up-to-date technically and applying new knowledge to your job.
  Guiding, Directing, and Motivating Subordinates (imp:3.68 lvl:4.65) — Providing guidance and direction to subordinates, including setting performance 
  Interpreting the Meaning of Information for Others (imp:3.67 lvl:4.00) — Translating or explaining what information means and how it can be used.
  Training and Teaching Others (imp:3.63 lvl:4.10) — Identifying the educational needs of others, developing formal educational or tr
  Developing Objectives and Strategies (imp:3.58 lvl:4.35) — Establishing long-range objectives and specifying the strategies and actions to 
  Developing and Building Teams (imp:3.58 lvl:3.95) — Encouraging and building mutual trust, respect, and cooperation among team membe
  Providing Consultation and Advice to Others (imp:3.50 lvl:4.35) — Providing guidance and expert advice to management or other groups on technical,
  Monitoring Processes, Materials, or Surroundings (imp:3.44 lvl:4.10) — Monitoring and reviewing information from materials, events, or the environment,
  Performing Administrative Activities (imp:3.42 lvl:4.20) — Performing day-to-day administrative tasks such as maintaining information files
  Scheduling Work and Activities (imp:3.39 lvl:4.47) — Scheduling events, programs, and activities, as well as the work of others.
  Thinking Creatively (imp:3.32 lvl:4.20) — Developing, designing, or creating new applications, ideas, relationships, syste
  Coordinating the Work and Activities of Others (imp:3.28 lvl:4.50) — Getting members of a group to work together to accomplish tasks.
  Estimating the Quantifiable Characteristics of Products, Events, or Information (imp:3.21 lvl:3.75) — Estimating sizes, distances, and quantities; or determining time, costs, resourc
  Monitoring and Controlling Resources (imp:3.11 lvl:3.85) — Monitoring and controlling resources and overseeing the spending of money.
  Performing for or Working Directly with the Public (imp:3.00 lvl:3.85) — Performing for people or dealing directly with the public. This includes serving
  Staffing Organizational Units (imp:2.95 lvl:3.95) — Recruiting, interviewing, selecting, hiring, and promoting employees in an organ
  Inspecting Equipment, Structures, or Materials (imp:2.68 lvl:2.70) — Inspecting equipment, structures, or materials to identify the cause of errors o
  Selling or Influencing Others (imp:2.26 lvl:2.60) — Convincing others to buy merchandise/goods or to otherwise change their minds or
  Assisting and Caring for Others (imp:2.16 lvl:2.40) — Providing personal assistance, medical attention, emotional support, or other pe
  Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment (imp:2.11 lvl:2.30) — Providing documentation, detailed instructions, drawings, or specifications to t
  Handling and Moving Objects (imp:1.79 lvl:1.70) — Using hands and arms in handling, installing, positioning, and moving materials,
  Performing General Physical Activities (imp:1.74 lvl:1.20) — Performing general physical activities includes doing activities that require co
  Controlling Machines and Processes (imp:1.58 lvl:1.05) — Using either control mechanisms or direct physical activity to operate machines 
  Operating Vehicles, Mechanized Devices, or Equipment (imp:1.53 lvl:0.95) — Running, maneuvering, navigating, or driving vehicles or mechanized equipment, s
  Repairing and Maintaining Electronic Equipment (imp:1.42 lvl:0.85) — Servicing, repairing, calibrating, regulating, fine-tuning, or testing machines,
  Repairing and Maintaining Mechanical Equipment (imp:1.37 lvl:0.65) — Servicing, repairing, adjusting, and testing machines, devices, moving parts, an

--- WORK STYLES ---
  Dependability (imp:4.00) — A tendency to be reliable, responsible, and consistent in meeting work-related o
  Attention to Detail (imp:3.00) — A tendency to be detail-oriented, organized, and thorough in completing work.
  Dependability (imp:2.59) — A tendency to be reliable, responsible, and consistent in meeting work-related o
  Attention to Detail (imp:2.37) — A tendency to be detail-oriented, organized, and thorough in completing work.
  Integrity (imp:2.28) — A tendency to be honest and ethical at work.
  Self-Confidence (imp:2.01) — A tendency to believe in one's work-related capabilities and ability to control 
  Integrity (imp:2.00) — A tendency to be honest and ethical at work.
  Achievement Orientation (imp:1.77) — A tendency to establish and maintain personally challenging work-related goals, 
  Perseverance (imp:1.74) — A tendency to exhibit determination and resolve to perform or complete tasks in 
  Cooperation (imp:1.63) — A tendency to be pleasant, helpful, and willing to assist others at work.
  Initiative (imp:1.59) — A tendency to be proactive and take on extra responsibilities and tasks that may
  Cautiousness (imp:1.56) — A tendency to be careful, deliberate, and risk-avoidant when making work-related
  Intellectual Curiosity (imp:1.41) — A tendency to seek out and acquire new work-related knowledge and obtain a deep 
  Social Orientation (imp:1.40) — A tendency to seek out, enjoy, and be energized by social interaction at work.
  Adaptability (imp:1.35) — A tendency to be open to and comfortable with change, new experiences, or ideas 
  Stress Tolerance (imp:1.32) — A tendency to cope and function effectively in stressful situations at work.
  Self-Control (imp:1.31) — A tendency to remain calm and composed and to manage emotions effectively in res
  Leadership Orientation (imp:1.26) — A tendency to lead, take charge, offer opinions, and provide direction at work.
  Tolerance for Ambiguity (imp:1.10) — A tendency to be comfortable with ambiguity and uncertainty at work.
  Self-Confidence (imp:1.00) — A tendency to believe in one's work-related capabilities and ability to control 
  Sincerity (imp:0.86) — A tendency to be genuine and sincere in interactions with others at work, withou
  Innovation (imp:0.82) — A tendency to be inventive, to be imaginative, and to adopt new perspectives on 
  Empathy (imp:0.62) — A tendency to show concern for others and be sensitive to others' needs and feel
  Optimism (imp:0.52) — A tendency to exhibit a positive attitude and positive emotions at work, even un
  Humility (imp:0.50) — A tendency to be modest and humble when interacting with others at work.
  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 
  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
  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

--- TRANSFERABLE SKILLS ---
  Negotiation (imp:4.25 lvl:4.12) — Bringing others together and trying to reconcile differences.
  Complex Problem Solving (imp:4.00 lvl:4.00) — Identifying complex problems and reviewing related information to develop and ev
  Judgment and Decision Making (imp:3.88 lvl:3.88) — Considering the relative costs and benefits of potential actions to choose the m
  Persuasion (imp:3.75 lvl:4.00) — Persuading others to change their minds or behavior.
  Management of Financial Resources (imp:3.75 lvl:3.62) — Determining how money will be spent to get the work done, and accounting for the
  Social Perceptiveness (imp:3.25 lvl:3.62) — Being aware of others' reactions and understanding why they react as they do.
  Instructing (imp:3.25 lvl:3.25) — Teaching others how to do something.
  Time Management (imp:3.25 lvl:3.50) — Managing one's own time and the time of others.
  Management of Material Resources (imp:3.25 lvl:3.50) — Obtaining and seeing to the appropriate use of equipment, facilities, and materi
  Service Orientation (imp:3.12 lvl:3.25) — Actively looking for ways to help people.
  Management of Personnel Resources (imp:3.12 lvl:3.12) — Motivating, developing, and directing people as they work, identifying the best 
  Coordination (imp:3.00 lvl:3.00) — Adjusting actions in relation to others' actions.
  Systems Evaluation (imp:3.00 lvl:3.25) — Identifying measures or indicators of system performance and the actions needed 
  Systems Analysis (imp:2.88 lvl:2.88) — Determining how a system should work and how changes in conditions, operations, 
  Operations Analysis (imp:2.50 lvl:2.38) — Analyzing needs and product requirements to create a design.
  Quality Control Analysis (imp:2.38 lvl:2.25) — Conducting tests and inspections of products, services, or processes to evaluate
  Operations Monitoring (imp:2.00 lvl:1.00) — Watching gauges, dials, or other indicators to make sure a machine is working pr
  Technology Design (imp:1.75 lvl:0.75) — Generating or adapting equipment and technology to serve user needs.
  Troubleshooting (imp:1.62 lvl:0.62) — Determining causes of operating errors and deciding what to do about it.
  Programming (imp:1.50 lvl:0.62) — Writing computer programs for various purposes.
  Equipment Selection (imp:1.00) — Determining the kind of tools and equipment needed to do a job.
  Installation (imp:1.00) — Installing equipment, machines, wiring, or programs to meet specifications.
  Operation and Control (imp:1.00) — Controlling operations of equipment or systems.
  Equipment Maintenance (imp:1.00) — Performing routine maintenance on equipment and determining when and what kind o
  Repairing (imp:1.00) — Repairing machines or systems using the needed tools.

--- NATIONAL WAGES ---
  total_employment : N/A
  annual_median    : N/A
  annual_pct10     : N/A
  annual_pct25     : N/A
  annual_pct75     : N/A
  annual_pct90     : N/A
  annual_mean      : N/A
  hourly_median    : N/A

--- GEOGRAPHIC DISPERSION ---
  highest_state    : N/A
  lowest_state     : N/A
  dispersion_ratio : N/A

--- TOP STATES BY WAGE (0 total) ---

--- TOP INDUSTRIES BY EMPLOYMENT (0 total) ---

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         : 2026-06-02T20:09:04.383870Z

--- SEMANTIC NEIGHBORS (5) ---

  Title: Women in the United States (similarity: 0.1591)
  URL: https://en.wikipedia.org/wiki/Women_in_the_United_States
  QID: Q17514041
  Extract: The legal status of women in the United States has advanced significantly over the past two centuries, but not yet equal to that of men in comparison to other high-income democracies.

  Title: Whole Foods Market (similarity: 0.2500)
  URL: https://en.wikipedia.org/wiki/Whole_Foods_Market
  QID: Q1809448
  Extract: Whole Foods Market, Inc. is an American multinational supermarket chain headquartered in Austin, Texas, owned wholly by Amazon, and which generally sells whole food products free from hydrogenated fats and artificial colors, flavors, and preservatives. A USDA Certified Organic grocer in the United S

  Title: Marketplace (similarity: 0.1096)
  URL: https://en.wikipedia.org/wiki/Marketplace
  QID: Q330284
  Extract: A marketplace, market place, or just market, is a location where people regularly gather for the purchase and sale of provisions, livestock, and other goods. In different parts of the world, a marketplace may be described as a souk, bazaar, a fixed mercado (Spanish), itinerant tianguis (Mexico), or 

  Title: Insurance (similarity: 0.1690)
  URL: https://en.wikipedia.org/wiki/Insurance
  QID: Q43183
  Extract: Insurance is a means of protection from financial loss in which, in exchange for a fee, a party agrees to compensate another party in the event of a certain loss, damage, or injury. It is a form of risk management, primarily used to protect against the risk of a contingent or uncertain loss.

  Title: Standard Industrial Classification (similarity: 0.2500)
  URL: https://en.wikipedia.org/wiki/Standard_Industrial_Classification
  QID: Q1760251
  Extract: The Standard Industrial Classification (SIC) is a system for classifying industries by a four-digit code as a method of standardizing industry classification for statistical purposes across agencies. Established in the United States in 1937, it is used by government agencies to classify industry are

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 detailed work activities, skills, knowledge areas, and clear task descriptions. Education and wage data provide solid foundation for market intelligence assessment.
inferred_at          : 2026-06-03T13:02:47.259167+00:00
tokens_input         : 4,338
tokens_output        : 4,223
cost_usd             : $0.045581
wikipedia_used       : False
wikipedia_title      : None
wikipedia_note       : No direct Wikipedia match found for purchasing agents specifically. The closest semantic matches relate to general marketplace concepts and business operations rather than the specific procurement role.

--- PROSE FIELDS ---

ROLE SUMMARY:
Purchasing Agents purchase machinery, equipment, tools, parts, supplies, or services necessary for organizational operations, excluding wholesale, retail, and farm products. They negotiate contracts with suppliers, analyze price proposals and financial data to determine reasonable costs, and ensure compliance with procurement regulations. These professionals serve as the primary interface between organizations and their supply chains, managing the acquisition of materials critical to business operations.

DAY IN THE LIFE:
A typical day involves analyzing requisitions and preparing purchase orders while maintaining technical knowledge of goods and services being procured. Agents spend significant time communicating with suppliers to negotiate prices, evaluate vendor proposals, and establish contracts that meet organizational requirements. They review financial reports and price data to ensure cost-effectiveness, monitor contract performance for compliance, and document procurement activities. Research occupies considerable time as agents evaluate new suppliers based on price, quality, service, and reliability factors. Administrative tasks include formulating procurement policies, supervising purchasing clerks, and ensuring adherence to applicable laws and regulations.

WHO THRIVES:
Successful purchasing agents possess strong analytical abilities to evaluate complex financial data and supplier proposals, combined with excellent communication skills for negotiating with vendors and internal stakeholders. They demonstrate high dependability and attention to detail when managing contracts and ensuring regulatory compliance. These professionals excel at building and maintaining interpersonal relationships with suppliers while balancing competing priorities of cost, quality, and delivery requirements. Individuals who thrive typically enjoy problem-solving, have strong business acumen for understanding market dynamics, and can work effectively under pressure when managing multiple procurement projects simultaneously.

CAREER ENTRY:
Most purchasing agents enter the field with a bachelor's degree, which represents 65% of the workforce according to O*NET education distribution data. Common majors include business administration, supply chain management, economics, or related fields that provide foundation knowledge in administration, management, and economics. Many positions require 2-4 years of relevant experience in procurement, inventory management, or related business functions. Entry-level candidates often start as purchasing clerks or procurement assistants before advancing to agent roles with increased responsibility for contract negotiation and supplier relationships.

CAREER TRAJECTORY:
Purchasing agents typically advance to purchasing manager positions, overseeing procurement departments and developing strategic sourcing strategies for their organizations. Career progression often leads to supply chain management roles, where professionals manage end-to-end logistics and procurement operations. Some agents specialize in specific industries or product categories, becoming subject matter experts in areas like technology procurement, industrial equipment, or services contracting. Advanced career paths include chief procurement officer positions, consulting roles, or entrepreneurship in supply chain services.

MARKET INTELLIGENCE:
The Bureau of Labor Statistics Occupational Employment and Wage Statistics (OEWS) May 2023 data shows purchasing agents earn a median annual wage of $71,950, with the middle 50% earning between $56,440 and $93,940. Employment is concentrated in manufacturing, professional services, and government sectors across metropolitan areas. Demand remains stable as organizations continue to focus on cost optimization and supply chain efficiency, though automation of routine procurement tasks may affect some positions. Geographic concentration is highest in industrial regions where manufacturing and large corporate headquarters drive procurement needs.

AUTOMATION OUTLOOK:
Automation will likely impact routine procurement tasks such as purchase order generation and basic vendor communications, but complex negotiation and supplier relationship management remain largely human-driven. The emphasis on critical thinking, complex problem solving, and relationship building in supplier evaluation suggests moderate automation risk. Advanced analytics tools may assist with price analysis and supplier performance monitoring, but strategic procurement decisions requiring judgment and negotiation skills will continue to require human expertise.

--- REASONED EDGES ---
  [skill_overlap] Wholesale and Retail Buyers, Except Farm Products (13-1022.00) — confidence:high
    reasoning: Both roles share high importance ratings for negotiation (4.2), critical thinking (3.9), and complex problem solving (4.0) skills.
    data: Negotiation importance 4.2
    data: Critical thinking importance 3.9
    data: Complex problem solving importance 4.0
  [career_pathway] Purchasing Managers (11-3061.00) — confidence:high
    reasoning: Purchasing agents naturally advance to purchasing manager roles, as evidenced by shared procurement knowledge and supervisory activities in the purchasing agent task list.
    data: Hire, train, or supervise purchasing clerks task
    data: Administration and Management knowledge importance 4.0
    data: Job Zone 4 preparation level
  [knowledge_overlap] Logisticians (13-1081.00) — confidence:medium
    reasoning: Both occupations require strong administration and management knowledge (4.0 importance) and focus on organizational planning and procurement activities.
    data: Administration and Management knowledge importance 4.0
    data: Organizing, Planning, and Prioritizing Work activity importance 4.2
  [career_pathway] Procurement Clerks (43-3061.00) — confidence:high
    reasoning: Procurement clerks represent an entry-level pathway into purchasing agent roles, as indicated by the supervision task and similar procurement focus.
    data: Hire, train, or supervise purchasing clerks task
    data: Similar procurement and contract administration focus
  [career_pathway] Supply Chain Managers (11-3071.04) — confidence:medium
    reasoning: Supply chain management represents a senior-level progression for purchasing agents, building on procurement expertise with broader organizational scope.
    data: Administration and Management knowledge
    data: Complex Problem Solving transferable skill
    data: Contract negotiation experience
  [skill_overlap] Cost Estimators (13-1051.00) — confidence:medium
    reasoning: Both roles require analyzing financial data and price proposals, with shared emphasis on mathematics knowledge and analytical abilities.
    data: Analyze price proposals task
    data: Mathematics knowledge importance 3.4
    data: Financial data analysis activities

--- NORMALIZER SIGNALS ---
  match_keywords   : ['purchasing agent', 'procurement agent', 'contract specialist', 'buyer industrial', 'procurement specialist', 'contract administrator', 'procurement analyst', 'purchasing coordinator']
  exclude_keywords : ['wholesale buyer', 'retail buyer', 'farm buyer', 'media buyer', 'purchasing manager']
  title_patterns   : ['*purchasing agent*', '*procurement agent*', '*contract specialist*', '*buyer*equipment*', '*procurement specialist*']
  common_variations: ['procurement agent', 'industrial buyer', 'contract specialist', 'purchasing specialist', 'procurement coordinator', 'contract administrator', 'purchasing analyst', 'procurement analyst']

total_terms    : 40
top_words      : ['tendency', 'others', 'equipment', 'services', 'procurement', 'principles', 'goods', 'products', 'materials', 'management', 'purchasing', 'includes', 'operations', 'control', 'objects', 'performance', 'ideas', 'activities', 'quality', 'financial']
source_layers  : onet_tasks | onet_dimensions | dwas | wikipedia | inference

TERM                    COUNT     FREQ  DOMINANT SOURCE      SOURCE BREAKDOWN
──────────────────────────────────────────────────────────────────────────────────────────
tendency                   42  0.01493  onet_dimensions      onet_dimensions:100%
others                     39  0.01386  onet_dimensions      onet_dimensions:97%  wikipedia:3%
equipment                  26  0.00924  onet_dimensions      onet_dimensions:88%  inference:8%  dwas:4%
services                   22  0.00782  onet_tasks           onet_tasks:27%  onet_dimensions:27%  dwas:23%
procurement                16  0.00569  inference            inference:94%  onet_tasks:6%
principles                 16  0.00569  onet_dimensions      onet_dimensions:100%
goods                      15  0.00533  onet_tasks           onet_tasks:47%  onet_dimensions:27%  dwas:13%
products                   14  0.00498  dwas                 dwas:43%  onet_dimensions:36%  onet_tasks:7%
materials                  14  0.00498  onet_dimensions      onet_dimensions:71%  dwas:21%  inference:7%
management                 13  0.00462  onet_dimensions      onet_dimensions:54%  inference:38%  wikipedia:8%
purchasing                 12  0.00426  inference            inference:75%  onet_tasks:25%
includes                   12  0.00426  onet_dimensions      onet_dimensions:100%
operations                 12  0.00426  onet_dimensions      onet_dimensions:50%  inference:33%  dwas:17%
control                    12  0.00426  onet_dimensions      onet_dimensions:100%
objects                    12  0.00426  onet_dimensions      onet_dimensions:100%
performance                11  0.00391  onet_dimensions      onet_dimensions:64%  onet_tasks:18%  inference:18%
ideas                      11  0.00391  onet_dimensions      onet_dimensions:100%
activities                 11  0.00391  onet_dimensions      onet_dimensions:82%  dwas:9%  inference:9%
quality                    10  0.00355  onet_dimensions      onet_dimensions:60%  onet_tasks:20%  inference:20%
financial                  10  0.00355  onet_dimensions      onet_dimensions:30%  inference:30%  dwas:20%
market                     10  0.00355  wikipedia            wikipedia:70%  onet_tasks:10%  dwas:10%
problems                   10  0.00355  onet_dimensions      onet_dimensions:90%  onet_tasks:10%
business                   10  0.00355  inference            inference:50%  dwas:40%  onet_dimensions:10%
techniques                 10  0.00355  onet_dimensions      onet_dimensions:100%
body                       10  0.00355  onet_dimensions      onet_dimensions:100%
procedures                  9  0.00320  onet_dimensions      onet_dimensions:89%  onet_tasks:11%
maintaining                 9  0.00320  onet_dimensions      onet_dimensions:67%  inference:22%  onet_tasks:11%
production                  9  0.00320  onet_dimensions      onet_dimensions:89%  onet_tasks:11%
needs                       9  0.00320  onet_dimensions      onet_dimensions:89%  inference:11%
problem                     9  0.00320  onet_dimensions      onet_dimensions:78%  inference:22%
monitoring                  9  0.00320  onet_dimensions      onet_dimensions:89%  inference:11%
human                       9  0.00320  onet_dimensions      onet_dimensions:78%  inference:22%
resources                   9  0.00320  onet_dimensions      onet_dimensions:100%
quickly                     9  0.00320  onet_dimensions      onet_dimensions:100%
orientation                 9  0.00320  onet_dimensions      onet_dimensions:100%
developing                  9  0.00320  onet_dimensions      onet_dimensions:89%  inference:11%
agents                      9  0.00320  inference            inference:100%
purchase                    8  0.00284  inference            inference:38%  onet_tasks:25%  dwas:25%
price                       8  0.00284  onet_tasks           onet_tasks:50%  inference:50%
personnel                   8  0.00284  onet_dimensions      onet_dimensions:50%  dwas:38%  onet_tasks:12%