entityType = "role"
schemaVersion = "role.v1"
slug = "role-11-3071-00"
socCode = "11-3071.00"
title = "Transportation, Storage, and Distribution Managers"
summary = "Plan, direct, or coordinate transportation, storage, or distribution activities in accordance with organizational policies and applicable government laws or regulations. Includes logistics managers."
aliases = ["Distribution Center Manager", "Fleet Manager", "Logistics Operations Manager", "Supply Chain Logistics Manager", "Distribution Manager", "Global Transportation Manager", "Logistics Director", "Shipping Manager", "Transportation Manager", "Warehouse Supervisor", "Aerial Planting and Cultivation Manager", "Air Export Logistics Manager"]

[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 = 102010
meanWage = 116010
pct10Wage = 61200
pct25Wage = 78360
pct75Wage = 136050
pct90Wage = 180590
employment = 213000
areaTitle = "U.S."

[industries]
count = 42

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 68620
medianWage = 99610
lq = 6.72

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 36200
medianWage = 95340
lq = 4.34

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 27300
medianWage = 114180
lq = 1.55

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 15270
medianWage = 148130
lq = 3.93

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 10810
medianWage = 75030
lq = 0.5

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 8950
medianWage = 129000
lq = 0.6

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 6120
medianWage = 97160
lq = 0.49

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 4790
medianWage = 80630
lq = 0.43

[[industries.top]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 4740
medianWage = 63550
lq = 1.45

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 3490
medianWage = 93770
lq = 0.19

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 3300
medianWage = 98910
lq = 0.1

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 1840
medianWage = 114580
lq = 0.46

[[industries.concentrated]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 68620
lq = 6.72

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 36200
lq = 4.34

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 15270
lq = 3.93

[[industries.concentrated]]
naics = "541380"
slug = "541380"
title = "Testing Laboratories and Services"
level = "National industry"
employment = 500
lq = 2.12

[[industries.concentrated]]
naics = "423820"
slug = "423820"
title = "Farm and Garden Machinery and Equipment Merchant Wholesalers"
level = "National industry"
employment = 320
lq = 2.03

[[industries.concentrated]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 1350
lq = 1.69

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 27300
lq = 1.55

[[industries.concentrated]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 4740
lq = 1.45

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

[aiOutlook.index]
value = 74
percentile = 75
band = "High"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 70
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 83
source = "openai_gpts_are_gpts"

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

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.59
percentile = 50
band = "Moderate"
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 = 0.03571428571428571
beta = 0.4821428571428571
gamma = 0.9285714285714285

[aiOutlook.bls]
growthPercent = 6.1
growthPercentile = 81
direction = "About average"
annualOpeningsThousands = 18.5
annualOpeningsPercentile = 77
employment2024Thousands = 216.7
employment2034Thousands = 229.8

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 0.8907923
percentile = 70
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 = 0.9285714285714285
percentile = 83
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 = 0.20525444802186177
percentile = 69
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 = "Analyze expenditures and other financial information to develop plans, policies, or budgets for increasing profits or improving services."
usagePercent = 0.017460323981446865
importance = 3.74

[[aiOutlook.usageTasks]]
task = "Analyze all aspects of corporate logistics to determine the most cost-effective or efficient means of transporting products or supplies."
usagePercent = 0.010681609965120435
importance = 4.07

[[aiOutlook.usageTasks]]
task = "Resolve problems concerning transportation, logistics systems, imports or exports, or customer issues."
usagePercent = 0.006881421804452588
importance = 4.07

[[aiOutlook.usageTasks]]
task = "Analyze the financial impact of proposed logistics changes, such as routing, shipping modes, product volumes or mixes, or carriers."
usagePercent = 0.003697480372541689
importance = 4

[[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 = 30
skills = 51
capabilities = 120
tools = 103
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "1a893968a6a71241"

[[tasks]]
text = "Supervise the activities of workers engaged in receiving, storing, testing, and shipping products or materials."
type = "Core"
iwa = "4.A.4.b.4.a"

[[tasks]]
text = "Plan, develop, or implement warehouse safety and security programs and activities."
type = "Core"
iwa = "4.A.2.b.1.i"

[[tasks]]
text = "Inspect physical conditions of warehouses, vehicle fleets, or equipment and order testing, maintenance, repairs, or replacements."
type = "Core"
iwa = "4.A.1.b.2.e"

[[tasks]]
text = "Plan, organize, or manage the work of subordinate staff to ensure that the work is accomplished in a manner consistent with organizational requirements."
type = "Core"
iwa = "4.A.4.b.4.a"

[[tasks]]
text = "Collaborate with other departments to integrate logistics with business systems or processes, such as customer sales, order management, accounting, or shipping."
type = "Core"
iwa = "4.A.4.a.2.c"

[[tasks]]
text = "Analyze all aspects of corporate logistics to determine the most cost-effective or efficient means of transporting products or supplies."
type = "Core"
iwa = "4.A.2.a.4.g"

[[tasks]]
text = "Resolve problems concerning transportation, logistics systems, imports or exports, or customer issues."
type = "Core"
iwa = "4.A.4.a.8.c"

[[tasks]]
text = "Develop and document standard and emergency operating procedures for receiving, handling, storing, shipping, or salvaging products or materials."
type = "Core"
iwa = "4.A.2.b.2.p"

[[tasks]]
text = "Monitor operations to ensure that staff members comply with administrative policies and procedures, safety rules, union contracts, environmental policies, or government regulations."
type = "Core"
iwa = "4.A.1.a.2.f"

[[tasks]]
text = "Analyze the financial impact of proposed logistics changes, such as routing, shipping modes, product volumes or mixes, or carriers."
type = "Core"
iwa = "4.A.2.a.4.k"

[[tasks]]
text = "Monitor inventory levels of products or materials in warehouses."
type = "Core"
iwa = "4.A.4.c.3.g"

[[tasks]]
text = "Establish or monitor specific supply chain-based performance measurement systems."
type = "Core"
iwa = "4.A.1.a.2.b"

[[emergingTasks]]
text = "Direct the use of drones and autonomous vehicles for efficient and cost-effective delivery of goods and inventory management."

[[activities]]
name = "Supervise employees."
iwa = "4.A.4.b.4.a"

[[activities]]
name = "Implement organizational process or policy changes."
iwa = "4.A.2.b.1.i"

[[activities]]
name = "Develop safety standards, policies, or procedures."
iwa = "4.A.2.b.2.e"

[[activities]]
name = "Inspect condition or functioning of facilities or equipment."
iwa = "4.A.1.b.2.e"

[[activities]]
name = "Purchase materials, equipment, or other resources."
iwa = "4.A.4.c.3.e"

[[activities]]
name = "Confer with organizational members to accomplish work activities."
iwa = "4.A.4.a.2.c"

[[activities]]
name = "Analyze data to inform operational decisions or activities."
iwa = "4.A.2.a.4.g"

[[activities]]
name = "Implement transportation changes to reduce environmental impact."
iwa = "4.A.2.b.1.i"

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

[[activities]]
name = "Develop emergency response plans or procedures."
iwa = "4.A.2.b.2.p"

[[activities]]
name = "Document organizational or operational procedures."
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Monitor activities of individuals to ensure safety or compliance with rules."
iwa = "4.A.1.a.2.f"

[[activities]]
name = "Analyze financial records to improve efficiency."
iwa = "4.A.2.a.4.k"

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

[[activities]]
name = "Monitor organizational procedures to ensure proper functioning."
iwa = "4.A.1.a.2.b"

[[activities]]
name = "Prepare operational budgets."
iwa = "4.A.4.b.4.h"

[[activities]]
name = "Monitor organizational compliance with regulations."
iwa = "4.A.1.a.2.k"

[[activities]]
name = "Advise others on business or operational matters."
iwa = "4.A.4.b.6.e"

[[activities]]
name = "Interview employees, customers, or others to collect information."
iwa = "4.A.1.a.1.w"

[[activities]]
name = "Conduct employee training programs."
iwa = "4.A.4.b.3.d"

[[activities]]
name = "Hire personnel."
iwa = "4.A.4.c.2.a"

[[activities]]
name = "Analyze financial records to improve budgeting or planning."
iwa = "4.A.2.a.4.k"

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

[[activities]]
name = "Examine financial records to ensure compliance with policies or regulations."
iwa = "4.A.2.a.3.c"

[[activities]]
name = "Develop operating strategies, plans, or procedures for green or sustainable operations."
iwa = "4.A.2.b.2.q"

[[activities]]
name = "Monitor performance of organizational members or partners."
iwa = "4.A.1.a.2.f"

[[activities]]
name = "Negotiate contracts for transportation, distribution, or logistics services."
iwa = "4.A.4.a.7.b"

[[activities]]
name = "Plan facility layouts or designs."
iwa = "4.A.3.b.2.b"

[[activities]]
name = "Direct organizational operations, projects, or services."
iwa = "4.A.4.b.4.j"

[[activities]]
name = "Develop operating strategies, plans, or procedures."
iwa = "4.A.2.b.4.a"

[[activities]]
name = "Approve expenditures."
iwa = "4.A.2.b.1.c"

[[activities]]
name = "Analyze forecasting data to improve business decisions."
iwa = "4.A.2.a.4.g"

[[capabilities]]
name = "Transportation"
family = "knowledge"
value = 4.46

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 4.14

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

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

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

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.98

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.88

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

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

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.88

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3.88

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.8

[[capabilities]]
name = "Monitoring"
family = "essential_skill"
value = 3.75

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

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

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

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.75

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.75

[[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 = "Active Learning"
family = "essential_skill"
value = 3.62

[[capabilities]]
name = "Negotiation"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Instructing"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Systems Analysis"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3.62

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

[[capabilities]]
name = "Personnel and Human Resources"
family = "knowledge"
value = 3.55

[[capabilities]]
name = "Persuasion"
family = "transferable_skill"
value = 3.5

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

[[capabilities]]
name = "Systems Evaluation"
family = "transferable_skill"
value = 3.5

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 3.5

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.5

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.49

[[capabilities]]
name = "Learning Strategies"
family = "essential_skill"
value = 3.38

[[capabilities]]
name = "Management of Personnel Resources"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3.38

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Oracle Business Intelligence Enterprise Edition"
type = "Specialized Skill"

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

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

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

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

[[skills]]
name = "IBM Notes"
type = "Specialized Skill"

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

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

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

[[skills]]
name = "Foreign Language"
type = "Common 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 = "Autodesk AutoCAD Civil 3D"
category = "Computer aided design CAD software"
hot = true
inDemand = false

[[tools]]
example = "Bentley MicroStation"
category = "Computer aided design CAD software"
hot = true
inDemand = false

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

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

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

[[tools]]
example = "Microsoft Visio"
category = "Process mapping and design software"
hot = true
inDemand = false

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

[[tools]]
example = "Oracle Primavera Enterprise Project Portfolio Management"
category = "Project management software"
hot = true
inDemand = false

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

[[tools]]
example = "Structured query language SQL"
category = "Data base user interface and query software"
hot = true
inDemand = false

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

[[tools]]
example = "3PL Central"
category = "Materials requirements planning logistics and supply chain software"
hot = false
inDemand = false

[[tools]]
example = "ABOL Manifest Systems"
category = "Label making software"
hot = false
inDemand = false

[[tools]]
example = "Airline global distribution systems GDS software"
category = "Data base user interface and query software"
hot = false
inDemand = false

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

[[tools]]
example = "ALK Technologies FleetSuite"
category = "Route navigation software"
hot = false
inDemand = false

[[tools]]
example = "ALK Technologies PC*Miler"
category = "Route navigation software"
hot = false
inDemand = false

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

[[tools]]
example = "Argos Software ABECAS Insight FMS"
category = "Accounting software"
hot = false
inDemand = false

[[tools]]
example = "Automated expense reporting system software"
category = "Accounting software"
hot = false
inDemand = false

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

[[tools]]
example = "Cadre Technologies Accuplus Integrated Distribution Logistics System"
category = "Materials requirements planning logistics and supply chain software"
hot = false
inDemand = false

[[tools]]
example = "Cadre Technologies Cadence Transportation Management System"
category = "Materials requirements planning logistics and supply chain software"
hot = false
inDemand = false

[[tools]]
example = "Cadre Technologies Cadence Warehouse Management System"
category = "Materials requirements planning logistics and supply chain software"
hot = false
inDemand = false

[[tools]]
example = "Catalyst International CatalystConnect"
category = "Materials requirements planning logistics and supply chain software"
hot = false
inDemand = false

[[tools]]
example = "CoPilot Truck"
category = "Route navigation software"
hot = false
inDemand = false

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

[[tools]]
example = "DSA Foxware Warehouse Management"
category = "Inventory management software"
hot = false
inDemand = false

[[tools]]
example = "Eaton Fleet Advisor"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

[[tools]]
example = "ESRI ArcLogistics"
category = "Geographic information system"
hot = false
inDemand = false

[[tools]]
example = "FedEx Ship Manager"
category = "Materials requirements planning logistics and supply chain software"
hot = false
inDemand = false

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

[[tools]]
example = "Four Soft 4S eLog"
category = "Materials requirements planning logistics and supply chain software"
hot = false
inDemand = false

[[tools]]
example = "Four Soft 4S VisiLog"
category = "Materials requirements planning logistics and supply chain software"
hot = false
inDemand = false

[[tools]]
example = "Freight Rail Crew Optimization Scheduling FRCOS software"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[workContext]]
name = "E-Mail"
value = 4.93

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

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.79

[[workContext]]
name = "Contact With Others"
value = 4.62

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.44

[[workContext]]
name = "Frequency of Decision Making"
value = 4.4

[[workContext]]
name = "Time Pressure"
value = 4.38

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.16

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.15

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 4.08

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.08

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.02

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.01

[[workContext]]
name = "Written Letters and Memos"
value = 4

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.94

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.92

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.72

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 3.65

[[workContext]]
name = "Conflict Situations"
value = 3.63

[[workContext]]
name = "Spend Time Sitting"
value = 3.6

[[workContext]]
name = "Level of Competition"
value = 3.37

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 3.35

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.25

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 3.22

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.16

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 3.09

[[workContext]]
name = "Consequence of Error"
value = 3.04

[[workContext]]
name = "Physical Proximity"
value = 2.89

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.83

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 2.77

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.66

[[workContext]]
name = "Public Speaking"
value = 2.62

[[workContext]]
name = "Degree of Automation"
value = 2.53

[[workContext]]
name = "Spend Time Standing"
value = 2.52

[[workContext]]
name = "Exposed to Contaminants"
value = 2.43

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.35

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 2.31

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 2.28

[[workContext]]
name = "In an Open Vehicle or Operating Equipment"
value = 2.09

[[workContext]]
name = "Outdoors, Under Cover"
value = 2

[[personFit]]
name = "Dependability"
family = "work_style"
value = 7

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 6.55

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 6

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 5.99

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 5.74

[[personFit]]
name = "Integrity"
family = "work_style"
value = 5

[[personFit]]
name = "Business Initiatives"
family = "specific_interest_area"
value = 4.55

[[personFit]]
name = "Achievement Orientation"
family = "work_style"
value = 4

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 3.6

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 3.03

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 3.03

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

[[personFit]]
name = "Human Resources"
family = "specific_interest_area"
value = 2.98

[[personFit]]
name = "Finance"
family = "specific_interest_area"
value = 2.84

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 2.77

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

[[relatedRoles]]
socCode = "13-1081.00"
slug = "role-13-1081-00"
title = "Logisticians"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "13-1081.02"
slug = "role-13-1081-02"
title = "Logistics Analysts"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "13-1081.01"
slug = "role-13-1081-01"
title = "Logistics Engineers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "11-3071.04"
slug = "role-11-3071-04"
title = "Supply Chain Managers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "11-1021.00"
slug = "role-11-1021-00"
title = "General and Operations Managers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "11-3051.00"
slug = "role-11-3051-00"
title = "Industrial Production Managers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "11-3013.00"
slug = "role-11-3013-00"
title = "Facilities Managers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "19-3099.01"
slug = "role-19-3099-01"
title = "Transportation Planners"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "13-1082.00"
slug = "role-13-1082-00"
title = "Project Management Specialists"
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 = "Supplemental"

[[relatedRoles]]
socCode = "43-5011.01"
slug = "role-43-5011-01"
title = "Freight Forwarders"
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"

[[studyPrograms]]
title = "Public Administration and Social Service Professions"
slug = "public-administration-and-social-service-professions"

[[studyPrograms]]
title = "Transportation and Materials Moving"
slug = "transportation-and-materials-moving"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.59
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 0.8907923
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.7731217
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 0.9045479
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
