entityType = "role"
schemaVersion = "role.v1"
slug = "role-43-3061-00"
socCode = "43-3061.00"
title = "Procurement Clerks"
summary = "Compile information and records to draw up purchase orders for procurement of materials and services."
aliases = ["Buyer", "Procurement Specialist", "Purchasing Clerk", "Purchasing Specialist", "Procurement Assistant", "Procurement Officer", "Purchasing Assistant", "Purchasing Associate", "Purchasing Coordinator", "Warehouse Clerk", "Departmental Buyer", "Expeditor"]
emergingTasks = []

[preparation]
jobZone = "2"
jobZoneName = "Job Zone 1-2: Very Little to Some Preparation Needed"
education = "Usually requires a high school diploma or GED, though some occupations may not."
experience = "Some occupations may need little or no previous experience; others require several months to a year of experience. For example, landscaping and groundskeeping workers might require very little training or previous experience, while agricultural equipment operators can benefit from on-the job training."
svpRange = "(Below 6.0)"

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 48.23

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 32.73

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 16.79

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 2.25

[educationLevel]
category = "High school diploma or equivalent"
slug = "high-school-diploma-or-equivalent"

[market]
medianWage = 48510
meanWage = 50430
pct10Wage = 36810
pct25Wage = 41240
pct75Wage = 57680
pct90Wage = 65890
employment = 59900
areaTitle = "U.S."

[industries]
count = 41

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 8640
medianWage = 48870
lq = 1.74

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 8610
medianWage = 45330
lq = 3.67

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 4760
medianWage = 44610
lq = 0.53

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 4380
medianWage = 43570
lq = 0.72

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 3180
medianWage = 49910
lq = 0.76

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 2960
medianWage = 51580
lq = 2.71

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 2770
medianWage = 46020
lq = 0.88

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 2370
medianWage = 48710
lq = 0.68

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 2150
medianWage = 48930
lq = 0.41

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 2120
medianWage = 45470
lq = 1.23

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 1740
medianWage = 51560
lq = 0.61

[[industries.top]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
employment = 1140
medianWage = 43120
lq = 0.21

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 8610
lq = 3.67

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 2960
lq = 2.71

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 8640
lq = 1.74

[[industries.concentrated]]
naics = "332710"
slug = "332710"
title = "Machine Shops"
level = "National industry"
employment = 170
lq = 1.68

[[industries.concentrated]]
naics = "459110"
slug = "459110"
title = "Sporting Goods Retailers"
level = "National industry"
employment = 160
lq = 1.38

[[industries.concentrated]]
naics = "237130"
slug = "237130"
title = "Power and Communication Line and Related Structures Construction"
level = "National industry"
employment = 120
lq = 1.32

[[industries.concentrated]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 2120
lq = 1.23

[[industries.concentrated]]
naics = "524114"
slug = "524114"
title = "Direct Health and Medical Insurance Carriers"
level = "National industry"
employment = 180
lq = 1.03

[aiOutlook]
teleworkable = true
usageRelease = "2026-01-15-v4-plus-2025-03-27-v2"

[aiOutlook.index]
value = 90
percentile = 95
band = "High"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 99
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 90
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 82
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.98
percentile = 97
band = "High"
note = "A pre-LLM (2013) estimate of how automatable this job is by computerization and robotics. Shown for historical context only — it is not part of any current AI ranking."

[aiOutlook.eloundou]
alpha = 0.2571428571428571
beta = 0.6142857142857142
gamma = 0.9714285714285714

[aiOutlook.bls]
growthPercent = -8.7
growthPercentile = 7
direction = "Declining"
annualOpeningsThousands = 4.6
annualOpeningsPercentile = 46
employment2024Thousands = 61.9
employment2034Thousands = 56.6

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 1.487838
percentile = 99
band = "High"
note = "How much this job's abilities overlap with what AI systems can do, across many AI capabilities. A relative research score, not a forecast of job loss."

[[aiOutlook.exposure]]
source = "eloundou_gamma"
label = "LLM task exposure, γ (OpenAI / Eloundou)"
value = 0.9714285714285714
percentile = 90
band = "High"
note = "Share of this job's tasks where a large language model plus simple tools could cut the time to do them by at least half. γ is capped at 1.0 and many jobs reach that ceiling, so treat a top score as 'in the top group', not a precise rank."

[[aiOutlook.exposure]]
source = "microsoft_applicability"
label = "AI assistant applicability (Microsoft)"
value = 0.2564595585017837
percentile = 82
band = "High"
note = "How applicable today's AI assistants are to this job's activities, measured from real Microsoft Copilot conversations. Applicability is not the same as replacement."

[[aiOutlook.usageTasks]]
task = "Prepare, maintain, and review purchasing files, reports and price lists."
usagePercent = 0.002875818067532425
importance = 4.15

[[aiOutlook.usageTasks]]
task = "Calculate costs of orders, and charge or forward invoices to appropriate accounts."
usagePercent = 0.002567694703153951
importance = 4.34

[[aiOutlook.usageTasks]]
task = "Compare prices, specifications, and delivery dates to determine the best bid among potential suppliers."
usagePercent = 0.0017460323981446867
importance = 4.33

[[aiOutlook.usageTasks]]
task = "Prepare purchase orders and send copies to suppliers and to departments originating requests."
usagePercent = 0.0015406168218923706
importance = 4.36

[[aiOutlook.sources]]
source = "bls_employment_projections"
version = "2024-2034"

[[aiOutlook.sources]]
source = "dingel_neiman"
version = "dingel-neiman-workathome"

[[aiOutlook.sources]]
source = "felten_aioe"
version = "felten-raj-seamans-aioe"

[[aiOutlook.sources]]
source = "frey_osborne"
version = "frey-osborne-automation"

[[aiOutlook.sources]]
source = "microsoft_working_with_ai"
version = "working-with-ai"

[[aiOutlook.sources]]
source = "openai_gpts_are_gpts"
version = "gpts-are-gpts"

[aiPlaybook]
trustedTaskCount = 2
taskCount = 4
totalSample = 152
autonomyMedian = 3
dominantCollaboration = "directive"
automationShare = 48.51
augmentationShare = 34.65
workUsePercent = 78.22
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "directive"
percent = 48.51

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 34.65

[[aiPlaybook.useCase]]
label = "work"
percent = 78.22

[[aiPlaybook.useCase]]
label = "personal"
percent = 16.83

[[aiPlaybook.delegatedTasks]]
task = "Prepare, maintain, and review purchasing files, reports and price lists."
usagePercent = 0.005600700087510939
collaboration = "directive"
autonomyMedian = 3
sampleCount = 56

[[aiPlaybook.delegatedTasks]]
task = "Compare prices, specifications, and delivery dates to determine the best bid among potential suppliers."
usagePercent = 0.00450056257032129
collaboration = "directive"
autonomyMedian = 3
sampleCount = 45

[[aiPlaybook.boundaryTasks]]
task = "Prepare, maintain, and review purchasing files, reports and price lists."
humanNeededPercent = 94.64285714285714
sampleCount = 56

[[aiPlaybook.boundaryTasks]]
task = "Compare prices, specifications, and delivery dates to determine the best bid among potential suppliers."
humanNeededPercent = 93.33333333333333
sampleCount = 45

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: prepare, maintain, and review purchasing files, reports and price lists. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: compare prices, specifications, and delivery dates to determine the best bid among potential suppliers. Give me a finished draft I can review and adjust."
collaboration = "directive"

[counts]
tasks = 19
skills = 40
capabilities = 120
tools = 21
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "e3d7523cb7698ceb"

[[tasks]]
text = "Track the status of requisitions, contracts, and orders."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Perform buying duties when necessary."
type = "Core"
iwa = "4.A.4.c.3.e"

[[tasks]]
text = "Prepare purchase orders and send copies to suppliers and to departments originating requests."
type = "Core"
iwa = "4.A.3.b.6.m"

[[tasks]]
text = "Calculate costs of orders, and charge or forward invoices to appropriate accounts."
type = "Core"
iwa = "4.A.2.b.1.a"

[[tasks]]
text = "Compare prices, specifications, and delivery dates to determine the best bid among potential suppliers."
type = "Core"
iwa = "4.A.2.a.4.k"

[[tasks]]
text = "Approve and pay bills."
type = "Core"
iwa = "4.A.4.c.1.c"

[[tasks]]
text = "Maintain knowledge of all organizational and governmental rules affecting purchases, and provide information about these rules to organization staff members and to vendors."
type = "Core"
iwa = "4.A.2.b.3.a"

[[tasks]]
text = "Determine if inventory quantities are sufficient for needs, ordering more materials when necessary."
type = "Core"
iwa = "4.A.4.c.3.g"

[[tasks]]
text = "Check shipments when they arrive to ensure that orders have been filled correctly and that goods meet specifications."
type = "Core"
iwa = "4.A.1.b.2.j"

[[tasks]]
text = "Contact suppliers to schedule or expedite deliveries and to resolve shortages, missed or late deliveries, and other problems."
type = "Core"
iwa = "4.A.4.b.4.j"

[[tasks]]
text = "Prepare, maintain, and review purchasing files, reports and price lists."
type = "Core"
iwa = "4.A.2.a.2.a"

[[tasks]]
text = "Review requisition orders to verify accuracy, terminology, and specifications."
type = "Core"
iwa = "4.A.2.a.2.a"

[[activities]]
name = "Train personnel."
iwa = "4.A.4.b.3.d"

[[activities]]
name = "Supervise clerical or administrative personnel."
iwa = "4.A.4.b.4.a"

[[activities]]
name = "Execute sales or other financial transactions."
iwa = "4.A.4.c.1.c"

[[activities]]
name = "Prepare documentation for contracts, transactions, or regulatory compliance."
iwa = "4.A.3.b.6.m"

[[activities]]
name = "Send information, materials or documentation."
iwa = "4.A.4.c.1.e"

[[activities]]
name = "Monitor inventories of products or materials."
iwa = "4.A.4.c.3.g"

[[activities]]
name = "Discuss account status or activity with customers or patrons."
iwa = "4.A.4.a.3.c"

[[activities]]
name = "Order materials, supplies, or equipment."
iwa = "4.A.4.c.3.e"

[[activities]]
name = "Coordinate shipping activities with external parties."
iwa = "4.A.4.b.4.j"

[[activities]]
name = "Verify accuracy of financial or transactional data."
iwa = "4.A.2.a.2.a"

[[activities]]
name = "Check data for recording errors."
iwa = "4.A.2.a.2.a"

[[activities]]
name = "Analyze financial information."
iwa = "4.A.2.a.4.k"

[[activities]]
name = "Maintain operational records."
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Calculate costs of goods or services."
iwa = "4.A.2.b.1.a"

[[activities]]
name = "Inspect shipments to ensure correct order fulfillment."
iwa = "4.A.1.b.2.j"

[[activities]]
name = "Obtain information about goods or services."
iwa = "4.A.1.a.1.g"

[[activities]]
name = "Maintain current knowledge related to work activities."
iwa = "4.A.2.b.3.a"

[[activities]]
name = "Provide information to coworkers."
iwa = "4.A.4.a.2.c"

[[activities]]
name = "Track goods or materials."
iwa = "4.A.1.a.2.b"

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 4

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 4

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 4

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 4

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.95

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.88

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 3.88

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.88

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 3.78

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.76

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.75

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3.75

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.75

[[capabilities]]
name = "Writing"
family = "essential_skill"
value = 3.62

[[capabilities]]
name = "Monitoring"
family = "essential_skill"
value = 3.62

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.62

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.5

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.5

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.5

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.5

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3.5

[[capabilities]]
name = "Economics and Accounting"
family = "knowledge"
value = 3.47

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.44

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.43

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 3.38

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3.25

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.18

[[capabilities]]
name = "Transportation"
family = "knowledge"
value = 3.13

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Mathematical Reasoning"
family = "ability"
value = 3.12

[[capabilities]]
name = "Mathematics"
family = "essential_skill"
value = 3

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 2.99

[[capabilities]]
name = "Persuasion"
family = "transferable_skill"
value = 2.88

[[capabilities]]
name = "Negotiation"
family = "transferable_skill"
value = 2.88

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 2.88

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 2.88

[[skills]]
name = "Reading Comprehension"
type = "Common Skill"

[[skills]]
name = "English Language"
type = "Common Skill"

[[skills]]
name = "Active Listening"
type = "Common Skill"

[[skills]]
name = "Information Ordering"
type = "Specialized Skill"

[[skills]]
name = "Critical Thinking"
type = "Common Skill"

[[skills]]
name = "Writing"
type = "Common Skill"

[[skills]]
name = "Social Perceptiveness"
type = "Common Skill"

[[skills]]
name = "Microsoft Word"
type = "Common Skill"

[[skills]]
name = "Microsoft PowerPoint"
type = "Common Skill"

[[skills]]
name = "Microsoft Outlook"
type = "Common Skill"

[[skills]]
name = "Microsoft Excel"
type = "Common Skill"

[[skills]]
name = "Inductive Reasoning"
type = "Common Skill"

[[skills]]
name = "Deductive Reasoning"
type = "Common Skill"

[[skills]]
name = "Complex Problem Solving"
type = "Common Skill"

[[skills]]
name = "Mathematics"
type = "Common Skill"

[[skills]]
name = "Speech Recognition"
type = "Specialized Skill"

[[skills]]
name = "Active Learning"
type = "Common Skill"

[[skills]]
name = "Time Management"
type = "Common Skill"

[[skills]]
name = "Microsoft Windows"
type = "Common Skill"

[[skills]]
name = "Microsoft SharePoint"
type = "Specialized Skill"

[[skills]]
name = "Microsoft Access"
type = "Specialized Skill"

[[skills]]
name = "Negotiation"
type = "Common Skill"

[[skills]]
name = "Telecommunications"
type = "Specialized Skill"

[[skills]]
name = "Instructing"
type = "Specialized Skill"

[[skills]]
name = "Learning Strategies"
type = "Specialized Skill"

[[skills]]
name = "Systems Analysis"
type = "Specialized Skill"

[[skills]]
name = "Geography"
type = "Specialized Skill"

[[skills]]
name = "Chemistry"
type = "Specialized Skill"

[[skills]]
name = "Visualization"
type = "Specialized Skill"

[[skills]]
name = "Psychology"
type = "Specialized Skill"

[[skills]]
name = "Finger Dexterity"
type = "Common Skill"

[[skills]]
name = "Biology"
type = "Specialized Skill"

[[skills]]
name = "Physics"
type = "Specialized Skill"

[[skills]]
name = "Foreign Language"
type = "Common Skill"

[[skills]]
name = "Presentation Software"
type = "Specialized Skill"

[[skills]]
name = "Installation"
type = "Specialized Skill"

[[skills]]
name = "Equipment Selection"
type = "Specialized Skill"

[[skills]]
name = "Equipment Maintenance"
type = "Specialized Skill"

[[skills]]
name = "Depth Perception"
type = "Common Skill"

[[skills]]
name = "Accounting Software"
type = "Specialized Skill"

[[tools]]
example = "Microsoft Excel"
category = "Spreadsheet software"
hot = true
inDemand = true

[[tools]]
example = "Microsoft Office software"
category = "Office suite software"
hot = true
inDemand = true

[[tools]]
example = "Microsoft Outlook"
category = "Electronic mail software"
hot = true
inDemand = true

[[tools]]
example = "Microsoft PowerPoint"
category = "Presentation software"
hot = true
inDemand = true

[[tools]]
example = "Microsoft Word"
category = "Word processing software"
hot = true
inDemand = true

[[tools]]
example = "SAP software"
category = "Enterprise resource planning ERP software"
hot = true
inDemand = true

[[tools]]
example = "Intuit QuickBooks"
category = "Accounting software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Access"
category = "Data base user interface and query software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft SharePoint"
category = "Document management software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Windows"
category = "Operating system software"
hot = true
inDemand = false

[[tools]]
example = "Oracle Database"
category = "Data base user interface and query software"
hot = true
inDemand = false

[[tools]]
example = "Oracle PeopleSoft"
category = "Enterprise resource planning ERP software"
hot = true
inDemand = false

[[tools]]
example = "Autotask"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

[[tools]]
example = "Electronic data interchange EDI software"
category = "Enterprise application integration software"
hot = false
inDemand = false

[[tools]]
example = "IBM Maximo Asset Management"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

[[tools]]
example = "Inventory tracking software"
category = "Inventory management software"
hot = false
inDemand = false

[[tools]]
example = "Oracle JD Edwards EnterpriseOne"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

[[tools]]
example = "Radiant Systems CounterPoint"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

[[tools]]
example = "SAP Business Objects"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

[[tools]]
example = "Web browser software"
category = "Internet browser software"
hot = false
inDemand = false

[[tools]]
example = "Work scheduling software"
category = "Calendar and scheduling software"
hot = false
inDemand = false

[[workContext]]
name = "E-Mail"
value = 5

[[workContext]]
name = "Telephone Conversations"
value = 4.94

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.85

[[workContext]]
name = "Contact With Others"
value = 4.58

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 4.57

[[workContext]]
name = "Frequency of Decision Making"
value = 4.46

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.36

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.35

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.29

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.26

[[workContext]]
name = "Spend Time Sitting"
value = 4.23

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.98

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 3.8

[[workContext]]
name = "Time Pressure"
value = 3.42

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.4

[[workContext]]
name = "Written Letters and Memos"
value = 3.14

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.13

[[workContext]]
name = "Physical Proximity"
value = 3.01

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.79

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.62

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 2.61

[[workContext]]
name = "Conflict Situations"
value = 2.55

[[workContext]]
name = "Health and Safety of Other Workers"
value = 2.47

[[workContext]]
name = "Exposed to Contaminants"
value = 2.46

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.37

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 2.25

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 2.13

[[workContext]]
name = "Consequence of Error"
value = 2.08

[[workContext]]
name = "Spend Time Standing"
value = 2.07

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.03

[[workContext]]
name = "Degree of Automation"
value = 1.99

[[workContext]]
name = "Level of Competition"
value = 1.76

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 1.75

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 1.7

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 1.48

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 1.4

[[workContext]]
name = "Spend Time Keeping or Regaining Balance"
value = 1.39

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 1.38

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 1.38

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 1.36

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 7

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 6.2

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 4.13

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 3.83

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 3.17

[[personFit]]
name = "Dependability"
family = "work_style"
value = 3

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 2.86

[[personFit]]
name = "Finance"
family = "specific_interest_area"
value = 2.51

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2.37

[[personFit]]
name = "Integrity"
family = "work_style"
value = 2.1

[[personFit]]
name = "Sales"
family = "specific_interest_area"
value = 1.79

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 1.79

[[personFit]]
name = "Business Initiatives"
family = "specific_interest_area"
value = 1.78

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 1.71

[[personFit]]
name = "Human Resources"
family = "specific_interest_area"
value = 1.64

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 1.63

[[relatedRoles]]
socCode = "13-1022.00"
slug = "role-13-1022-00"
title = "Wholesale and Retail Buyers, Except Farm Products"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "43-5071.00"
slug = "role-43-5071-00"
title = "Shipping, Receiving, and Inventory Clerks"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "43-5061.00"
slug = "role-43-5061-00"
title = "Production, Planning, and Expediting Clerks"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "53-7065.00"
slug = "role-53-7065-00"
title = "Stockers and Order Fillers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "13-1021.00"
slug = "role-13-1021-00"
title = "Buyers and Purchasing Agents, Farm Products"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "43-4151.00"
slug = "role-43-4151-00"
title = "Order Clerks"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "43-4051.00"
slug = "role-43-4051-00"
title = "Customer Service Representatives"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "43-3021.00"
slug = "role-43-3021-00"
title = "Billing and Posting Clerks"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "41-2021.00"
slug = "role-41-2021-00"
title = "Counter and Rental Clerks"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "43-9061.00"
slug = "role-43-9061-00"
title = "Office Clerks, General"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "13-1023.00"
slug = "role-13-1023-00"
title = "Purchasing Agents, Except Wholesale, Retail, and Farm Products"
tier = "Supplemental"

[[relatedRoles]]
socCode = "11-3061.00"
slug = "role-11-3061-00"
title = "Purchasing Managers"
tier = "Supplemental"

[[careerClusters]]
cluster = "Supply Chain & Transportation"
slug = "supply-chain-transportation"

[[studyPrograms]]
title = "Business, Management, Marketing, and Related Support Services"
slug = "business-management-marketing-and-related-support-services"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.98
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 1.487838
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.7236916
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 1.589915
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
