entityType = "role"
schemaVersion = "role.v1"
slug = "role-53-6051-00"
socCode = "53-6051.00"
title = "Transportation Inspectors"
summary = "Inspect equipment or goods in connection with the safe transport of cargo or people. Includes rail transportation inspectors, such as freight inspectors, rail inspectors, and other inspectors of transportation vehicles not elsewhere classified."
aliases = ["Cargo Surveyor", "Marine Cargo Surveyor", "Marine Surveyor", "Petroleum Inspector", "Inspector", "Admeasurer", "Bridge Inspector", "Cargo Inspector", "Container Inspector", "Damaged Freight Inspector", "Equipment Inspector", "Freight Car Inspector"]
emergingTasks = []
studyPrograms = []

[preparation]
jobZone = "4"
jobZoneName = "Job Zone Four: Considerable Preparation Needed"
education = "Most of these occupations require a four-year bachelor's degree, but some do not."
experience = "A considerable amount of work-related skill, knowledge, or experience is needed for these occupations. For example, an accountant must complete four years of college and work for several years in accounting to be considered qualified."
svpRange = "(7.0 to < 8.0)"
educationDistribution = []

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

[market]
medianWage = 85750
meanWage = 86490
pct10Wage = 40090
pct25Wage = 58650
pct75Wage = 105020
pct90Wage = 137120
employment = 23320
areaTitle = "U.S."

[industries]
count = 10

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 7520
medianWage = 79860
lq = 6.73

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 1800
medianWage = 40830
lq = 2.69

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 1410
medianWage = 81920
lq = 0.73

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 640
medianWage = 45960
lq = 0.7

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 350
medianWage = 76780
lq = 0.26

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 310
medianWage = 66560
lq = 0.19

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 190
medianWage = 41200
lq = 0.08

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 120
medianWage = 88920
lq = 0.69

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 70
medianWage = 84460

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 50
medianWage = 66560

[[industries.concentrated]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 7520
lq = 6.73

[[industries.concentrated]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 1800
lq = 2.69

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 1410
lq = 0.73

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 640
lq = 0.7

[[industries.concentrated]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 120
lq = 0.69

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 350
lq = 0.26

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 310
lq = 0.19

[[industries.concentrated]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 190
lq = 0.08

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

[aiOutlook.index]
value = 46
percentile = 45
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 44
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 50
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 43
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.9
percentile = 78
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 = 0.2727272727272727
beta = 0.4393939393939394
gamma = 0.6060606060606061

[aiOutlook.bls]
growthPercent = 1.7
growthPercentile = 38
direction = "About average"
annualOpeningsThousands = 2.5
annualOpeningsPercentile = 33
employment2024Thousands = 25.7
employment2034Thousands = 26.1

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.18376
percentile = 44
band = "Moderate"
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 = 0.6060606060606061
percentile = 50
band = "Moderate"
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 = 0.13355204107276616
percentile = 43
band = "Moderate"
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 and submit reports after completion of freight shipments."
usagePercent = 0.002875818067532425
importance = 4.51

[[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"

[counts]
tasks = 17
skills = 36
capabilities = 120
tools = 8
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "98493137d4d6e3d2"

[[tasks]]
text = "Prepare and submit reports after completion of freight shipments."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Inspect shipments to ensure that freight is securely braced and blocked."
type = "Core"
iwa = "4.A.1.a.2.b"

[[tasks]]
text = "Record details about freight conditions, handling of freight, and any problems encountered."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Advise crews in techniques of stowing dangerous and heavy cargo."
type = "Core"
iwa = "4.A.4.a.1.b"

[[tasks]]
text = "Observe loading of freight to ensure that crews comply with procedures."
type = "Core"
iwa = "4.A.1.a.2.b"

[[tasks]]
text = "Post warning signs on vehicles containing explosives or flammable or radioactive materials."
type = "Supplemental"
iwa = "4.A.1.b.1.a"

[[tasks]]
text = "Recommend remedial procedures to correct any violations found during inspections."
type = "Core"
iwa = "4.A.4.b.6.e"

[[tasks]]
text = "Measure heights and widths of loads to ensure they will pass over bridges or through tunnels on scheduled routes."
type = "Supplemental"
iwa = "4.A.1.b.3.a"

[[tasks]]
text = "Inspect loaded cargo, cargo lashed to decks or in storage facilities, and cargo handling devices to determine compliance with health and safety regulations and need for maintenance."
type = "Core"
iwa = "4.A.1.a.2.b"

[[tasks]]
text = "Notify workers of any special treatment required for shipments."
type = "Core"
iwa = "4.A.4.a.2.c"

[[tasks]]
text = "Direct crews to reload freight or to insert additional bracing or packing as necessary."
type = "Core"
iwa = "4.A.4.b.4.j"

[[tasks]]
text = "Check temperatures and humidities of shipping and storage areas to ensure that they are at appropriate levels to protect cargo."
type = "Core"
iwa = "4.A.1.b.2.e"

[[activities]]
name = "Record details of deliveries or shipments."
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Inspect cargo to ensure it is properly loaded or secured."
iwa = "4.A.1.a.2.b"

[[activities]]
name = "Record operational or production data."
iwa = "4.A.3.b.6.h"

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

[[activities]]
name = "Monitor loading processes to ensure they are performed properly."
iwa = "4.A.1.a.2.b"

[[activities]]
name = "Recommend changes or corrective procedures."
iwa = "4.A.4.b.6.e"

[[activities]]
name = "Communicate with others to coordinate vehicle movement."
iwa = "4.A.4.a.2.c"

[[activities]]
name = "Direct material handling or moving activities."
iwa = "4.A.4.b.4.j"

[[activities]]
name = "Monitor cargo area conditions."
iwa = "4.A.1.b.2.e"

[[activities]]
name = "Review work orders or schedules to determine operations or procedures."
iwa = "4.A.1.a.1.b"

[[activities]]
name = "Measure the level or depth of water or other liquids."
iwa = "4.A.1.b.3.a"

[[activities]]
name = "Mark materials or objects for identification."
iwa = "4.A.1.b.1.a"

[[activities]]
name = "Measure product or material dimensions."
iwa = "4.A.1.b.3.a"

[[activities]]
name = "Calculate weights, volumes or other characteristics of materials."
iwa = "4.A.1.b.3.a"

[[activities]]
name = "Examine condition of property or products."
iwa = "4.A.1.b.2.j"

[[capabilities]]
name = "Transportation"
family = "knowledge"
value = 3.91

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

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

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.88

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.84

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.75

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.62

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

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

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.62

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 3.62

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3.62

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3.62

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.62

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.52

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.5

[[capabilities]]
name = "Monitoring"
family = "essential_skill"
value = 3.38

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.38

[[capabilities]]
name = "Far Vision"
family = "ability"
value = 3.38

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

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.25

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 3.25

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.25

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.21

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.18

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3.12

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

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

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

[[capabilities]]
name = "Visualization"
family = "ability"
value = 3.12

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 3.12

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.05

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 3.02

[[capabilities]]
name = "Law and Government"
family = "knowledge"
value = 3.02

[[capabilities]]
name = "Systems Evaluation"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Systems Analysis"
family = "transferable_skill"
value = 2.88

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

[[capabilities]]
name = "Mathematical Reasoning"
family = "ability"
value = 2.88

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Equipment Maintenance"
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 Word"
category = "Word processing software"
hot = true
inDemand = true

[[tools]]
example = "Adobe Acrobat"
category = "Document management software"
hot = true
inDemand = false

[[tools]]
example = "Google Android"
category = "Operating system software"
hot = true
inDemand = false

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

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

[[workContext]]
name = "Telephone Conversations"
value = 4.86

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.63

[[workContext]]
name = "E-Mail"
value = 4.59

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.51

[[workContext]]
name = "Contact With Others"
value = 4.49

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.44

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.35

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 4.18

[[workContext]]
name = "Frequency of Decision Making"
value = 4.17

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.13

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 4.11

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 4

[[workContext]]
name = "Time Pressure"
value = 3.78

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.74

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.68

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.6

[[workContext]]
name = "Written Letters and Memos"
value = 3.58

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 3.58

[[workContext]]
name = "Exposed to Contaminants"
value = 3.56

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 3.47

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.46

[[workContext]]
name = "Outdoors, Under Cover"
value = 3.46

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.44

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.43

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 3.41

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.38

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 3.37

[[workContext]]
name = "Physical Proximity"
value = 3.35

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 3.26

[[workContext]]
name = "Spend Time Standing"
value = 3.1

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 3.07

[[workContext]]
name = "Exposed to High Places"
value = 3.05

[[workContext]]
name = "Consequence of Error"
value = 2.9

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.85

[[workContext]]
name = "Level of Competition"
value = 2.85

[[workContext]]
name = "Spend Time Sitting"
value = 2.8

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.69

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 2.65

[[workContext]]
name = "Conflict Situations"
value = 2.59

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 2.57

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 6.17

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 5.69

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

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 3.49

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

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 2.91

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 2.72

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 2.64

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 2.62

[[personFit]]
name = "Protective Service"
family = "specific_interest_area"
value = 2.48

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 2.41

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 2.4

[[personFit]]
name = "Integrity"
family = "work_style"
value = 2.28

[[personFit]]
name = "Law"
family = "specific_interest_area"
value = 2.06

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 2.01

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

[[relatedRoles]]
socCode = "53-6051.07"
slug = "role-53-6051-07"
title = "Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "53-6051.01"
slug = "role-53-6051-01"
title = "Aviation Inspectors"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "47-4011.00"
slug = "role-47-4011-00"
title = "Construction and Building Inspectors"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "53-5031.00"
slug = "role-53-5031-00"
title = "Ship Engineers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "43-5011.00"
slug = "role-43-5011-00"
title = "Cargo and Freight Agents"
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 = "53-4031.00"
slug = "role-53-4031-00"
title = "Railroad Conductors and Yardmasters"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-9061.00"
slug = "role-51-9061-00"
title = "Inspectors, Testers, Sorters, Samplers, and Weighers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "53-2022.00"
slug = "role-53-2022-00"
title = "Airfield Operations Specialists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "53-4011.00"
slug = "role-53-4011-00"
title = "Locomotive Engineers"
tier = "Supplemental"

[[relatedRoles]]
socCode = "45-2011.00"
slug = "role-45-2011-00"
title = "Agricultural Inspectors"
tier = "Supplemental"

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

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.9
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.18376
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.1508499
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.3175816
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
