entityType = "role"
schemaVersion = "role.v1"
slug = "role-43-4151-00"
socCode = "43-4151.00"
title = "Order Clerks"
summary = "Receive and process incoming orders for materials, merchandise, classified ads, or services such as repairs, installations, or rental of facilities. Generally receives orders via mail, phone, fax, or other electronic means. Duties include informing customers of receipt, prices, shipping dates, and delays; preparing contracts; and handling complaints."
aliases = ["Materials Specialist", "Order Clerk", "Warehouse Clerk", "Warehouse Person", "Hub Associate", "Order Analyst", "Order Entry Administrator (Order Entry Admin)", "Order Entry Representative (Order Entry Rep)", "Order Processing Clerk", "Order Taker", "Ad Taker (Advertising Taker)", "Advertising Clerk (Ad Clerk)"]
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 = 63.04

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 24.17

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 12.07

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 0.72

[educationLevel]
category = "Some college, no degree"
slug = "some-college-no-degree"

[market]
medianWage = 44660
meanWage = 46270
pct10Wage = 33530
pct25Wage = 38110
pct75Wage = 51890
pct90Wage = 61680
employment = 83420
areaTitle = "U.S."

[industries]
count = 33

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 22920
medianWage = 46630
lq = 7.02

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 16470
medianWage = 42270
lq = 1.95

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 14120
medianWage = 46350
lq = 2.04

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 7170
medianWage = 43920
lq = 1.79

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 7150
medianWage = 44100
lq = 1.46

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 4170
medianWage = 46910
lq = 0.72

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 2250
medianWage = 50330
lq = 1.43

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 2180
medianWage = 46330
lq = 1.43

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 1520
medianWage = 36410
lq = 1.06

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 1340
medianWage = 42520
lq = 0.3

[[industries.top]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
employment = 1230
medianWage = 36430
lq = 0.16

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 1190
medianWage = 46170
lq = 0.5

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 22920
lq = 7.02

[[industries.concentrated]]
naics = "459110"
slug = "459110"
title = "Sporting Goods Retailers"
level = "National industry"
employment = 870
lq = 5.4

[[industries.concentrated]]
naics = "423820"
slug = "423820"
title = "Farm and Garden Machinery and Equipment Merchant Wholesalers"
level = "National industry"
employment = 230
lq = 3.73

[[industries.concentrated]]
naics = "456110"
slug = "456110"
title = "Pharmacies and Drug Retailers"
level = "National industry"
employment = 860
lq = 2.24

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 14120
lq = 2.04

[[industries.concentrated]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 16470
lq = 1.95

[[industries.concentrated]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 7170
lq = 1.79

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 7150
lq = 1.46

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

[aiOutlook.index]
value = 85
percentile = 91
band = "High"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 69
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 95
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 92
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 = 0.42857142857142855
beta = 0.7142857142857143
gamma = 1

[aiOutlook.bls]
growthPercent = -17.2
growthPercentile = 2
direction = "Declining"
annualOpeningsThousands = 8
annualOpeningsPercentile = 58
employment2024Thousands = 89.5
employment2034Thousands = 74.1

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 0.8388861
percentile = 69
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 = 1
percentile = 95
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 = 0.32069059666340394
percentile = 92
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 invoices, shipping documents, and contracts."
usagePercent = 0.006573298440074114
importance = 4.3

[[aiOutlook.usageTasks]]
task = "Inform customers by mail or telephone of order information, such as unit prices, shipping dates, and any anticipated delays."
usagePercent = 0.004108311525046321
importance = 3.92

[[aiOutlook.usageTasks]]
task = "Compute total charges for merchandise or services and shipping charges."
usagePercent = 0.0017460323981446867
importance = 4.05

[[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 = 3
totalSample = 168
autonomyMedian = 3.5
dominantCollaboration = "task iteration"
automationShare = 37.59
augmentationShare = 45.39
workUsePercent = 21.99
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 45.39

[[aiPlaybook.collaboration]]
label = "directive"
percent = 37.59

[[aiPlaybook.useCase]]
label = "personal"
percent = 67.38

[[aiPlaybook.useCase]]
label = "work"
percent = 21.99

[[aiPlaybook.delegatedTasks]]
task = "Recommend merchandise or services that will meet customers' needs."
usagePercent = 0.01030128766095762
collaboration = "task iteration"
autonomyMedian = 4
sampleCount = 103

[[aiPlaybook.delegatedTasks]]
task = "Prepare invoices, shipping documents, and contracts."
usagePercent = 0.003800475059382423
collaboration = "task iteration"
autonomyMedian = 3
sampleCount = 38

[[aiPlaybook.boundaryTasks]]
task = "Recommend merchandise or services that will meet customers' needs."
humanNeededPercent = 100
sampleCount = 103

[[aiPlaybook.boundaryTasks]]
task = "Prepare invoices, shipping documents, and contracts."
humanNeededPercent = 92.10526315789474
sampleCount = 38

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: recommend merchandise or services that will meet customers' needs. I'll give feedback as we go."
collaboration = "task iteration"

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: prepare invoices, shipping documents, and contracts. I'll give feedback as we go."
collaboration = "task iteration"

[counts]
tasks = 19
skills = 43
capabilities = 120
tools = 23
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "8c44f092dccb2847"

[[tasks]]
text = "Review orders for completeness according to reporting procedures and forward incomplete orders for further processing."
type = "Core"
iwa = "4.A.2.a.2.a"

[[tasks]]
text = "Obtain customers' names, addresses, and billing information, product numbers, and specifications of items to be purchased, and enter this information on order forms."
type = "Core"
iwa = "4.A.1.a.1.n"

[[tasks]]
text = "Prepare invoices, shipping documents, and contracts."
type = "Supplemental"
iwa = "4.A.3.b.6.m"

[[tasks]]
text = "Recommend merchandise or services that will meet customers' needs."
type = "Core"
iwa = "4.A.4.a.1.a"

[[tasks]]
text = "Inspect outgoing work for compliance with customers' specifications."
type = "Core"
iwa = "4.A.1.b.2.f"

[[tasks]]
text = "Receive and respond to customer complaints."
type = "Core"
iwa = "4.A.4.a.8.c"

[[tasks]]
text = "Check inventory records to determine availability of requested merchandise."
type = "Core"
iwa = "4.A.4.c.3.g"

[[tasks]]
text = "Verify customer and order information for correctness, checking it against previously obtained information as necessary."
type = "Core"
iwa = "4.A.1.b.2.j"

[[tasks]]
text = "Confer with production, sales, shipping, warehouse, or common carrier personnel to expedite or trace shipments."
type = "Supplemental"
iwa = "4.A.4.a.2.c"

[[tasks]]
text = "Direct specified departments or units to prepare and ship orders to designated locations."
type = "Supplemental"
iwa = "4.A.4.b.4.j"

[[tasks]]
text = "Adjust inventory records to reflect product movement."
type = "Supplemental"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Collect payment for merchandise, record transactions, and send items, such as checks or money orders for further processing."
type = "Supplemental"
iwa = "4.A.4.c.1.e"

[[activities]]
name = "Obtain personal or financial information about customers or applicants."
iwa = "4.A.1.a.1.n"

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

[[activities]]
name = "Provide notifications to customers or patrons."
iwa = "4.A.4.a.3.c"

[[activities]]
name = "Respond to customer problems or complaints."
iwa = "4.A.4.a.8.c"

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

[[activities]]
name = "Manage clerical or administrative activities."
iwa = "4.A.4.b.4.j"

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

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

[[activities]]
name = "Promote products, services, or programs."
iwa = "4.A.4.a.6.c"

[[activities]]
name = "File documents or records."
iwa = "4.A.4.c.1.a"

[[activities]]
name = "Calculate shipping costs."
iwa = "4.A.2.b.1.a"

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

[[activities]]
name = "Confer with coworkers to coordinate work activities."
iwa = "4.A.4.a.2.c"

[[activities]]
name = "Discuss goods or services information with customers or patrons."
iwa = "4.A.4.a.1.a"

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

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

[[activities]]
name = "Collect deposits, payments or fees."
iwa = "4.A.4.c.3.d"

[[activities]]
name = "Inspect items for damage or defects."
iwa = "4.A.1.b.2.f"

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

[[activities]]
name = "Recommend packing or shipping methods."
iwa = "4.A.4.b.6.e"

[[activities]]
name = "Calculate financial data."
iwa = "4.A.1.b.3.c"

[[activities]]
name = "Compile data or documentation."
iwa = "4.A.2.a.2.c"

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 4.36

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 4.16

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 4.05

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 4

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

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

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 4

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 4

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.92

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 3.88

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.88

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.81

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

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 3.74

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.67

[[capabilities]]
name = "Sales and Marketing"
family = "knowledge"
value = 3.61

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.5

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 3.5

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

[[capabilities]]
name = "Transportation"
family = "knowledge"
value = 3.42

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3.38

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.31

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.25

[[capabilities]]
name = "Personnel and Human Resources"
family = "knowledge"
value = 3.22

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.18

[[capabilities]]
name = "Writing"
family = "essential_skill"
value = 3.12

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.12

[[capabilities]]
name = "Monitoring"
family = "essential_skill"
value = 3.12

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.12

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

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

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.12

[[capabilities]]
name = "Perceptual Speed"
family = "ability"
value = 3.12

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 3.1

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

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Persuasion"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 3

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Critical Thinking"
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 Edge"
type = "Specialized Skill"

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

[[skills]]
name = "Adobe Acrobat"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Installation"
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 = "Adobe Acrobat"
category = "Document management software"
hot = true
inDemand = false

[[tools]]
example = "Apple Safari"
category = "Internet browser software"
hot = true
inDemand = false

[[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 Edge"
category = "Internet browser software"
hot = true
inDemand = false

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

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

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

[[tools]]
example = "Mozilla Firefox"
category = "Internet browser software"
hot = true
inDemand = false

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

[[tools]]
example = "Order management software"
category = "Procurement software"
hot = false
inDemand = true

[[tools]]
example = "Automated manifest system software"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[tools]]
example = "Corel WordPerfect Office Suite"
category = "Office suite software"
hot = false
inDemand = false

[[tools]]
example = "Email software"
category = "Electronic mail software"
hot = false
inDemand = false

[[tools]]
example = "IBM Sterling Configure, Price, Quote"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

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

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

[[tools]]
example = "Microsoft System Center"
category = "Enterprise system management software"
hot = false
inDemand = false

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

[[tools]]
example = "Warehouse management system WMS"
category = "Materials requirements planning logistics and supply chain software"
hot = false
inDemand = false

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

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.98

[[workContext]]
name = "E-Mail"
value = 4.78

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.6

[[workContext]]
name = "Telephone Conversations"
value = 4.53

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.39

[[workContext]]
name = "Contact With Others"
value = 4.32

[[workContext]]
name = "Spend Time Sitting"
value = 4.19

[[workContext]]
name = "Time Pressure"
value = 4.16

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.11

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.01

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 4.01

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.81

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.67

[[workContext]]
name = "Frequency of Decision Making"
value = 3.52

[[workContext]]
name = "Physical Proximity"
value = 3.48

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.47

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.46

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.39

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.34

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.14

[[workContext]]
name = "Written Letters and Memos"
value = 3.1

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.96

[[workContext]]
name = "Conflict Situations"
value = 2.81

[[workContext]]
name = "Health and Safety of Other Workers"
value = 2.61

[[workContext]]
name = "Level of Competition"
value = 2.54

[[workContext]]
name = "Degree of Automation"
value = 2.48

[[workContext]]
name = "Spend Time Standing"
value = 2.45

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.33

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 2.32

[[workContext]]
name = "Exposed to Contaminants"
value = 2.27

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 2.05

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 1.93

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 1.88

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 1.65

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 1.64

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 1.63

[[workContext]]
name = "Consequence of Error"
value = 1.61

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 1.61

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 1.56

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 1.49

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 6.97

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 6.14

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 4.54

[[personFit]]
name = "Sales"
family = "specific_interest_area"
value = 2.87

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 2.81

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 2.57

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 2.52

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2.34

[[personFit]]
name = "Dependability"
family = "work_style"
value = 2.22

[[personFit]]
name = "Personal Service"
family = "specific_interest_area"
value = 2.04

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 1.96

[[personFit]]
name = "Finance"
family = "specific_interest_area"
value = 1.91

[[personFit]]
name = "Cooperation"
family = "work_style"
value = 1.67

[[personFit]]
name = "Integrity"
family = "work_style"
value = 1.66

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 1.65

[[personFit]]
name = "Marketing/Advertising"
family = "specific_interest_area"
value = 1.63

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

[[relatedRoles]]
socCode = "43-5051.00"
slug = "role-43-5051-00"
title = "Postal Service Clerks"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "41-3091.00"
slug = "role-41-3091-00"
title = "Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel"
tier = "Primary-Short"

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

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

[[relatedRoles]]
socCode = "43-3061.00"
slug = "role-43-3061-00"
title = "Procurement Clerks"
tier = "Primary-Long"

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

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

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

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

[[relatedRoles]]
socCode = "11-9131.00"
slug = "role-11-9131-00"
title = "Postmasters and Mail Superintendents"
tier = "Supplemental"

[[relatedRoles]]
socCode = "41-2011.00"
slug = "role-41-2011-00"
title = "Cashiers"
tier = "Supplemental"

[[careerClusters]]
cluster = "Management & Entrepreneurship"
slug = "management-entrepreneurship"

[[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 = 0.8388861
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.5277651
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 0.761112
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
