entityType = "role"
schemaVersion = "role.v1"
slug = "role-43-5011-01"
socCode = "43-5011.01"
title = "Freight Forwarders"
summary = "Research rates, routings, or modes of transport for shipment of products. Maintain awareness of regulations affecting the international movement of cargo. Make arrangements for additional services, such as storage or inland transportation."
aliases = ["Air Export Agent", "Air Export Coordinator", "Freight Forwarder", "GSA Coordinator (General Services Administration Coordinator)", "Export Coordinator", "Import Agent", "Ocean Export Specialist", "Relocation Coordinator", "Route Specialist", "Air Cargo Agent", "Air Export Clerk", "Air Freight Forwarder"]
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 = "Bachelor's Degree"
percentage = 43.66

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 16.15

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 14.42

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 0.39

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

[market]
medianWage = 49900
meanWage = 55420
pct10Wage = 37240
pct25Wage = 43490
pct75Wage = 62230
pct90Wage = 76350
employment = 97800
areaTitle = "U.S."

[industries]
count = 9

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 89080
medianWage = 49870
lq = 19

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 3870
medianWage = 50770
lq = 0.57

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 2300
medianWage = 50870
lq = 1.29

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 900
medianWage = 51590
lq = 0.24

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 720
medianWage = 46640
lq = 0.13

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 220
medianWage = 42310
lq = 0.13

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 190
medianWage = 56800
lq = 0.02

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 80

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
medianWage = 50640

[[industries.concentrated]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 89080
lq = 19

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 2300
lq = 1.29

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 3870
lq = 0.57

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 900
lq = 0.24

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 720
lq = 0.13

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 220
lq = 0.13

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 190
lq = 0.02

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

[aiOutlook.index]
value = 87
percentile = 93
band = "High"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 96
source = "felten_aioe"

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

[[aiOutlook.index.components]]
percentile = 71
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.99
percentile = 99
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 = 0.16981132075471697
beta = 0.5849056603773585
gamma = 1

[aiOutlook.bls]
growthPercent = 8.5
growthPercentile = 89
direction = "Growing fast"
annualOpeningsThousands = 8.8
annualOpeningsPercentile = 60
employment2024Thousands = 100.6
employment2034Thousands = 109.2

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 1.405415
percentile = 96
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 = 0.20960369730561007
percentile = 71
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 = "Inform clients of factors such as shipping options, timelines, transfers, or regulations affecting shipments."
usagePercent = 0.010887025541372752
importance = 4.52

[[aiOutlook.usageTasks]]
task = "Refer exporters to experts in areas such as trade financing, international marketing, government export requirements, international banking, or marine insurance."
usagePercent = 0.008113915261966484
importance = 4.45

[[aiOutlook.usageTasks]]
task = "Consider environmental sustainability factors when determining merchandise packing methods."
usagePercent = 0.0035947725844155307
importance = 4.11

[[aiOutlook.usageTasks]]
task = "Provide detailed port information to importers or exporters."
usagePercent = 0.002875818067532425
importance = 4.13

[[aiOutlook.usageTasks]]
task = "Complete customs paperwork."
usagePercent = 0.002567694703153951
importance = 4.47

[[aiOutlook.usageTasks]]
task = "Arrange for special transport of sensitive cargoes, such as livestock, food, or medical supplies."
usagePercent = 0.0022595713387754766
importance = 4.53

[[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 = 6
totalSample = 191
autonomyMedian = 3.5
dominantCollaboration = "directive"
automationShare = 39.22
augmentationShare = 23.53
workUsePercent = 27.45
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "directive"
percent = 39.22

[[aiPlaybook.collaboration]]
label = "learning"
percent = 23.53

[[aiPlaybook.useCase]]
label = "personal"
percent = 44.12

[[aiPlaybook.useCase]]
label = "work"
percent = 27.45

[[aiPlaybook.delegatedTasks]]
task = "Inform clients of factors such as shipping options, timelines, transfers, or regulations affecting shipments."
usagePercent = 0.006300787598449806
collaboration = "learning"
autonomyMedian = 3
sampleCount = 63

[[aiPlaybook.delegatedTasks]]
task = "Determine efficient and cost-effective methods of moving goods from one location to another."
usagePercent = 0.0039004875609451183
collaboration = "directive"
autonomyMedian = 4
sampleCount = 39

[[aiPlaybook.boundaryTasks]]
task = "Inform clients of factors such as shipping options, timelines, transfers, or regulations affecting shipments."
humanNeededPercent = 100
sampleCount = 63

[[aiPlaybook.boundaryTasks]]
task = "Determine efficient and cost-effective methods of moving goods from one location to another."
humanNeededPercent = 87.17948717948718
sampleCount = 39

[[aiPlaybook.seedPrompts]]
prompt = "Teach me how to inform clients of factors such as shipping options, timelines, transfers, or regulations affecting shipments, then check my work as I try it myself."
collaboration = "learning"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: determine efficient and cost-effective methods of moving goods from one location to another. Give me a finished draft I can review and adjust."
collaboration = "directive"

[counts]
tasks = 31
skills = 39
capabilities = 120
tools = 24
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "2f6dd3c81e4ad4f7"

[[tasks]]
text = "Negotiate shipping rates with freight carriers."
type = "Core"
iwa = "4.A.4.a.7.b"

[[tasks]]
text = "Arrange for special transport of sensitive cargoes, such as livestock, food, or medical supplies."
type = "Core"
iwa = "4.A.2.a.4.g"

[[tasks]]
text = "Inform clients of factors such as shipping options, timelines, transfers, or regulations affecting shipments."
type = "Core"
iwa = "4.A.4.a.1.b"

[[tasks]]
text = "Arrange for applicable duties, taxes, or paperwork for customs clearance."
type = "Core"
iwa = "4.A.3.b.6.m"

[[tasks]]
text = "Prepare shipping documentation, such as bills of lading, packing lists, dock receipts, or certificates of origin."
type = "Core"
iwa = "4.A.3.b.6.m"

[[tasks]]
text = "Complete customs paperwork."
type = "Core"
iwa = "4.A.3.b.6.n"

[[tasks]]
text = "Recommend or arrange appropriate merchandise packing methods, according to climate, terrain, weight, nature of goods, or costs."
type = "Supplemental"
iwa = "4.A.4.b.6.e"

[[tasks]]
text = "Refer exporters to experts in areas such as trade financing, international marketing, government export requirements, international banking, or marine insurance."
type = "Supplemental"
iwa = "4.A.4.a.5.a"

[[tasks]]
text = "Prepare invoices or cost quotations for freight transportation."
type = "Core"
iwa = "4.A.3.b.6.m"

[[tasks]]
text = "Select shipment routes, based on nature of goods shipped, transit times, or security needs."
type = "Core"
iwa = "4.A.2.a.4.g"

[[tasks]]
text = "Calculate weight, volume, or cost of goods to be moved."
type = "Core"
iwa = "4.A.2.b.1.a"

[[tasks]]
text = "Arrange delivery or storage of goods at destinations."
type = "Core"
iwa = "4.A.2.a.4.g"

[[activities]]
name = "Analyze shipping information to make routing decisions."
iwa = "4.A.2.a.4.g"

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

[[activities]]
name = "Assist individuals with paperwork."
iwa = "4.A.4.a.5.h"

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

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

[[activities]]
name = "Identify opportunities to improve operational efficiency."
iwa = "4.A.1.b.1.b"

[[activities]]
name = "Explain regulations, policies, or procedures."
iwa = "4.A.4.a.1.b"

[[activities]]
name = "Record shipping information."
iwa = "4.A.3.b.6.h"

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

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

[[activities]]
name = "Negotiate financial arrangements."
iwa = "4.A.4.a.7.b"

[[activities]]
name = "Arrange insurance coverage."
iwa = "4.A.4.c.1.c"

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

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

[[activities]]
name = "Verify shipping documentation."
iwa = "4.A.2.a.3.a"

[[activities]]
name = "Examine documents to verify adherence to requirements."
iwa = "4.A.2.a.3.a"

[[activities]]
name = "Complete documentation required by programs or regulations."
iwa = "4.A.3.b.6.n"

[[activities]]
name = "Confer with others to conduct or arrange operational activities."
iwa = "4.A.4.a.2.c"

[[activities]]
name = "Refer customers to appropriate personnel."
iwa = "4.A.4.a.5.a"

[[capabilities]]
name = "Transportation"
family = "knowledge"
value = 4.8

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 4.59

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 4.51

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 4.29

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 4.25

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 4.03

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.9

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

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

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 3.88

[[capabilities]]
name = "Geography"
family = "knowledge"
value = 3.87

[[capabilities]]
name = "Personnel and Human Resources"
family = "knowledge"
value = 3.76

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.75

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 3.75

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.62

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.59

[[capabilities]]
name = "Telecommunications"
family = "knowledge"
value = 3.56

[[capabilities]]
name = "Economics and Accounting"
family = "knowledge"
value = 3.51

[[capabilities]]
name = "Monitoring"
family = "essential_skill"
value = 3.5

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

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.5

[[capabilities]]
name = "Communications and Media"
family = "knowledge"
value = 3.47

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.38

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.38

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

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.38

[[capabilities]]
name = "Law and Government"
family = "knowledge"
value = 3.32

[[capabilities]]
name = "Writing"
family = "essential_skill"
value = 3.25

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 3.25

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Negotiation"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 3.13

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3.12

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

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.12

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

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

[[capabilities]]
name = "Number Facility"
family = "ability"
value = 3.12

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Industrial Control 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 = false

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

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

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

[[tools]]
example = "Arcline ArcFreight"
category = "Materials requirements planning logistics and supply chain software"
hot = false
inDemand = false

[[tools]]
example = "CargoWise ediEnterprise"
category = "Materials requirements planning logistics and supply chain software"
hot = false
inDemand = false

[[tools]]
example = "CEDAS Gateway"
category = "Materials requirements planning logistics and supply chain software"
hot = false
inDemand = false

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

[[tools]]
example = "IES Ecellerate"
category = "Compliance software"
hot = false
inDemand = false

[[tools]]
example = "Kewill Global Trade and Logistics"
category = "Materials requirements planning logistics and supply chain software"
hot = false
inDemand = false

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

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

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

[[tools]]
example = "Package tracking software"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "QuestaWeb TradeMaster QW"
category = "Compliance software"
hot = false
inDemand = false

[[tools]]
example = "RedBerry Logistics"
category = "Materials requirements planning logistics and supply chain software"
hot = false
inDemand = false

[[tools]]
example = "Riege Software International Procars"
category = "Materials requirements planning logistics and supply chain software"
hot = false
inDemand = false

[[tools]]
example = "Star Tec Software Hercules Export"
category = "Materials requirements planning logistics and supply chain software"
hot = false
inDemand = false

[[tools]]
example = "Tailwind Management Systems Tailwind"
category = "Materials requirements planning logistics and supply chain software"
hot = false
inDemand = false

[[tools]]
example = "TMW Enterprise Transportation Management Systems"
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 = "Telephone Conversations"
value = 5

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

[[workContext]]
name = "Time Pressure"
value = 4.95

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.94

[[workContext]]
name = "Contact With Others"
value = 4.69

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 4.5

[[workContext]]
name = "Spend Time Sitting"
value = 4.47

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.34

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.33

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 4.27

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.17

[[workContext]]
name = "Conflict Situations"
value = 4.05

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.01

[[workContext]]
name = "Frequency of Decision Making"
value = 4.01

[[workContext]]
name = "Level of Competition"
value = 3.65

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.64

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.58

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.53

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.51

[[workContext]]
name = "Written Letters and Memos"
value = 3.45

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 3.42

[[workContext]]
name = "Physical Proximity"
value = 3.05

[[workContext]]
name = "Consequence of Error"
value = 3

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.41

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.4

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 2.25

[[workContext]]
name = "Degree of Automation"
value = 2.22

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.18

[[workContext]]
name = "Health and Safety of Other Workers"
value = 2.03

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 1.96

[[workContext]]
name = "Public Speaking"
value = 1.8

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 1.79

[[workContext]]
name = "Spend Time Standing"
value = 1.7

[[workContext]]
name = "Spend Time Walking or Running"
value = 1.61

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 1.59

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 1.5

[[workContext]]
name = "Exposed to Contaminants"
value = 1.49

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 1.49

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 1.39

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 1.21

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 5.6

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 4.36

[[personFit]]
name = "Dependability"
family = "work_style"
value = 4

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 3.94

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 3.51

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 3.29

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 3

[[personFit]]
name = "Law"
family = "specific_interest_area"
value = 2.65

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 2.64

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 2.59

[[personFit]]
name = "Business Initiatives"
family = "specific_interest_area"
value = 2.52

[[personFit]]
name = "Finance"
family = "specific_interest_area"
value = 2.34

[[personFit]]
name = "Sales"
family = "specific_interest_area"
value = 2.28

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 2.14

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 2.11

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

[[relatedRoles]]
socCode = "43-5011.00"
slug = "role-43-5011-00"
title = "Cargo and Freight Agents"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "13-1041.08"
slug = "role-13-1041-08"
title = "Customs Brokers"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "53-1041.00"
slug = "role-53-1041-00"
title = "Aircraft Cargo Handling Supervisors"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "43-5032.00"
slug = "role-43-5032-00"
title = "Dispatchers, Except Police, Fire, and Ambulance"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "43-4181.00"
slug = "role-43-4181-00"
title = "Reservation and Transportation Ticket Agents and Travel Clerks"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "53-1043.00"
slug = "role-53-1043-00"
title = "First-Line Supervisors of Material-Moving Machine and Vehicle Operators"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "43-5052.00"
slug = "role-43-5052-00"
title = "Postal Service Mail Carriers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "43-5021.00"
slug = "role-43-5021-00"
title = "Couriers and Messengers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "11-3071.00"
slug = "role-11-3071-00"
title = "Transportation, Storage, and Distribution Managers"
tier = "Supplemental"

[[relatedRoles]]
socCode = "13-1081.02"
slug = "role-13-1081-02"
title = "Logistics Analysts"
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 = 0.99
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 1.405415
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 1.237608
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 1.254537
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
