entityType = "role"
schemaVersion = "role.v1"
slug = "role-13-1081-00"
socCode = "13-1081.00"
title = "Logisticians"
summary = "Analyze and coordinate the ongoing logistical functions of a firm or organization. Responsible for the entire life cycle of a product, including acquisition, distribution, internal allocation, delivery, and final disposal of resources."
aliases = ["Client Services Administrator", "Logistician", "Production Planner", "Supply Management Specialist", "Acquisition Analyst", "Automated Logistics Specialist", "Delivery Coordinator", "Demand Planner", "Distribution Associate", "Distribution Specialist", "Inventory Analyst", "Logistics Associate"]
emergingTasks = []

[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)"

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 75

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 8.33

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 8.33

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 8.33

[educationLevel]
category = "Bachelor's degree"
slug = "bachelor-s-degree"

[market]
medianWage = 80880
meanWage = 87600
pct10Wage = 49260
pct25Wage = 62920
pct75Wage = 104330
pct90Wage = 132110
employment = 235640
areaTitle = "U.S."

[industries]
count = 43

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 54140
medianWage = 83720
lq = 2.78

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 35170
medianWage = 82330
lq = 2.14

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 27970
medianWage = 62710
lq = 2.48

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 25500
medianWage = 84960
lq = 5.94

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 25260
medianWage = 73090
lq = 2.74

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 9070
medianWage = 63510
lq = 0.66

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 6030
medianWage = 91170
lq = 3.41

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 4680
medianWage = 64310
lq = 0.13

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 3810
medianWage = 96120
lq = 0.86

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 3470
medianWage = 56410
lq = 0.86

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 3320
medianWage = 70840
lq = 0.14

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 2310
medianWage = 79720
lq = 0.19

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 25500
lq = 5.94

[[industries.concentrated]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 6030
lq = 3.41

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 54140
lq = 2.78

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 25260
lq = 2.74

[[industries.concentrated]]
naics = "541380"
slug = "541380"
title = "Testing Laboratories and Services"
level = "National industry"
employment = 680
lq = 2.61

[[industries.concentrated]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 27970
lq = 2.48

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 35170
lq = 2.14

[[industries.concentrated]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 1680
lq = 1.92

[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 = 87
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 79
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 55
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.012
percentile = 8
band = "Low"
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 = 0.09090909090909091
beta = 0.5
gamma = 0.9090909090909092

[aiOutlook.bls]
growthPercent = 16.7
growthPercentile = 98
direction = "Growing fast"
annualOpeningsThousands = 26.4
annualOpeningsPercentile = 82
employment2024Thousands = 241
employment2034Thousands = 281.3

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 1.297303
percentile = 87
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 = 0.9090909090909092
percentile = 79
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 = 0.1623173857191718
percentile = 55
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 = "Develop proposals that include documentation for estimates."
usagePercent = 0.016844077252689917
importance = 4.13

[[aiOutlook.usageTasks]]
task = "Redesign the movement of goods to maximize value and minimize costs."
usagePercent = 0.009140993143228065
importance = 4.04

[[aiOutlook.usageTasks]]
task = "Explain proposed solutions to customers, management, or other interested parties through written proposals and oral presentations."
usagePercent = 0.006265175075695639
importance = 4.04

[[aiOutlook.usageTasks]]
task = "Protect and control proprietary materials."
usagePercent = 0.005957051711317166
importance = 3.87

[[aiOutlook.usageTasks]]
task = "Develop an understanding of customers' needs and take actions to ensure that such needs are met."
usagePercent = 0.005443512770686376
importance = 4.33

[[aiOutlook.usageTasks]]
task = "Develop and implement technical project management tools, such as plans, schedules, and responsibility and compliance matrices."
usagePercent = 0.0035947725844155307
importance = 3.65

[[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 = 3
taskCount = 5
totalSample = 196
autonomyMedian = 4
dominantCollaboration = "task iteration"
automationShare = 25.77
augmentationShare = 46.63
workUsePercent = 55.83
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 46.63

[[aiPlaybook.collaboration]]
label = "directive"
percent = 25.77

[[aiPlaybook.useCase]]
label = "work"
percent = 55.83

[[aiPlaybook.useCase]]
label = "personal"
percent = 26.99

[[aiPlaybook.delegatedTasks]]
task = "Support the development of training materials and technical manuals."
usagePercent = 0.006700837604700588
collaboration = "task iteration"
autonomyMedian = 3
sampleCount = 67

[[aiPlaybook.delegatedTasks]]
task = "Develop an understanding of customers' needs and take actions to ensure that such needs are met."
usagePercent = 0.005900737592199025
collaboration = "task iteration"
autonomyMedian = 4
sampleCount = 59

[[aiPlaybook.delegatedTasks]]
task = "Develop and implement technical project management tools, such as plans, schedules, and responsibility and compliance matrices."
usagePercent = 0.0037004625578197278
collaboration = "task iteration"
autonomyMedian = 4
sampleCount = 37

[[aiPlaybook.boundaryTasks]]
task = "Support the development of training materials and technical manuals."
humanNeededPercent = 97.01492537313433
sampleCount = 67

[[aiPlaybook.boundaryTasks]]
task = "Develop an understanding of customers' needs and take actions to ensure that such needs are met."
humanNeededPercent = 96.61016949152543
sampleCount = 59

[[aiPlaybook.boundaryTasks]]
task = "Develop and implement technical project management tools, such as plans, schedules, and responsibility and compliance matrices."
humanNeededPercent = 86.48648648648648
sampleCount = 37

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: support the development of training materials and technical manuals. I'll give feedback as we go."
collaboration = "task iteration"

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: develop an understanding of customers' needs and take actions to ensure that such needs are met. I'll give feedback as we go."
collaboration = "task iteration"

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: develop and implement technical project management tools, such as plans, schedules, and responsibility and compliance matrices. I'll give feedback as we go."
collaboration = "task iteration"

[counts]
tasks = 22
skills = 45
capabilities = 120
tools = 27
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "23c2fb4bd2579c58"

[[tasks]]
text = "Maintain and develop positive business relationships with a customer's key personnel involved in, or directly relevant to, a logistics activity."
type = "Core"
iwa = "4.A.4.a.4.a"

[[tasks]]
text = "Develop an understanding of customers' needs and take actions to ensure that such needs are met."
type = "Core"
iwa = "4.A.1.a.1.n"

[[tasks]]
text = "Manage subcontractor activities, reviewing proposals, developing performance specifications, and serving as liaisons between subcontractors and organizations."
type = "Core"
iwa = "4.A.4.b.4.a"

[[tasks]]
text = "Develop proposals that include documentation for estimates."
type = "Core"
iwa = "4.A.3.b.6.g"

[[tasks]]
text = "Review logistics performance with customers against targets, benchmarks, and service agreements."
type = "Core"
iwa = "4.A.2.a.4.g"

[[tasks]]
text = "Direct availability and allocation of materials, supplies, and finished products."
type = "Core"
iwa = "4.A.4.c.3.c"

[[tasks]]
text = "Explain proposed solutions to customers, management, or other interested parties through written proposals and oral presentations."
type = "Core"
iwa = "4.A.3.b.6.g"

[[tasks]]
text = "Redesign the movement of goods to maximize value and minimize costs."
type = "Core"
iwa = "4.A.4.b.4.j"

[[tasks]]
text = "Perform managerial duties such as hiring and training employees and overseeing facility needs or requirements."
type = "Core"
iwa = "4.A.4.b.4.j"

[[tasks]]
text = "Direct team activities, establishing task priorities, scheduling and tracking work assignments, providing guidance, and ensuring the availability of resources."
type = "Core"
iwa = "4.A.4.b.4.a"

[[tasks]]
text = "Collaborate with other departments as necessary to meet customer requirements, to take advantage of sales opportunities or, in the case of shortages, to minimize negative impacts on a business."
type = "Core"
iwa = "4.A.4.a.2.e"

[[tasks]]
text = "Report project plans, progress, and results."
type = "Core"
iwa = "4.A.4.a.2.c"

[[activities]]
name = "Manage operations, research, or logistics projects."
iwa = "4.A.4.b.4.j"

[[activities]]
name = "Develop business relationships."
iwa = "4.A.4.a.4.a"

[[activities]]
name = "Gather customer or product information to determine customer needs."
iwa = "4.A.1.a.1.n"

[[activities]]
name = "Collect data about customer needs."
iwa = "4.A.1.a.1.n"

[[activities]]
name = "Allocate physical resources within organizations."
iwa = "4.A.4.c.3.c"

[[activities]]
name = "Confer with personnel to coordinate business operations."
iwa = "4.A.4.a.2.e"

[[activities]]
name = "Analyze logistics processes."
iwa = "4.A.2.a.4.g"

[[activities]]
name = "Develop business or financial information systems."
iwa = "4.A.3.b.2.f"

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

[[activities]]
name = "Report information to managers or other personnel."
iwa = "4.A.4.a.2.c"

[[activities]]
name = "Coordinate regulatory documentation activities."
iwa = "4.A.4.b.1.g"

[[activities]]
name = "Prepare proposal documents."
iwa = "4.A.3.b.6.g"

[[activities]]
name = "Present business-related information to audiences."
iwa = "4.A.4.a.3.c"

[[activities]]
name = "Coordinate logistics or other business operations."
iwa = "4.A.4.b.4.j"

[[activities]]
name = "Advise others on analytical techniques."
iwa = "4.A.4.b.6.e"

[[activities]]
name = "Measure effectiveness of business strategies or practices."
iwa = "4.A.2.a.1.b"

[[activities]]
name = "Develop training materials."
iwa = "4.A.3.b.6.l"

[[activities]]
name = "Update professional knowledge."
iwa = "4.A.2.b.3.a"

[[activities]]
name = "Develop financial or business plans."
iwa = "4.A.2.b.2.h"

[[activities]]
name = "Analyze business or financial data."
iwa = "4.A.2.a.4.k"

[[capabilities]]
name = "Transportation"
family = "knowledge"
value = 4.75

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 4

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 4

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

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

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

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 4

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 4

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 4

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 4

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.96

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.92

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

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

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

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

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 3.88

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

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

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.75

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.71

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

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.62

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

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

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

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

[[capabilities]]
name = "Originality"
family = "ability"
value = 3.5

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

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

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

[[capabilities]]
name = "Economics and Accounting"
family = "knowledge"
value = 3.33

[[capabilities]]
name = "Geography"
family = "knowledge"
value = 3.33

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.33

[[capabilities]]
name = "Sales and Marketing"
family = "knowledge"
value = 3.29

[[capabilities]]
name = "Persuasion"
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 = "Systems Evaluation"
family = "transferable_skill"
value = 3.25

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Oracle E-Business Suite"
type = "Specialized Skill"

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

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

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

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

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

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

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

[[skills]]
name = "Project Management Software"
type = "Specialized Skill"

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

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

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

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

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

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

[[tools]]
example = "Autodesk AutoCAD"
category = "Computer aided design CAD 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 Project"
category = "Project management software"
hot = true
inDemand = false

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

[[tools]]
example = "IBM Cognos Impromptu"
category = "Business intelligence and data analysis software"
hot = false
inDemand = false

[[tools]]
example = "IBM Power Systems software"
category = "Enterprise system management software"
hot = false
inDemand = false

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

[[tools]]
example = "Oracle E-Business Suite"
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 = "Purchasing software"
category = "Procurement software"
hot = false
inDemand = false

[[tools]]
example = "Radio frequency identification RFID software"
category = "Inventory management software"
hot = false
inDemand = false

[[tools]]
example = "RedPrairie E2e"
category = "Materials requirements planning logistics and supply chain software"
hot = false
inDemand = false

[[tools]]
example = "SmugMug Flickr"
category = "Graphics or photo imaging 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 = "Telephone Conversations"
value = 5

[[workContext]]
name = "E-Mail"
value = 4.92

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.61

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.58

[[workContext]]
name = "Contact With Others"
value = 4.54

[[workContext]]
name = "Time Pressure"
value = 4.42

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.08

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.04

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

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.96

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.96

[[workContext]]
name = "Spend Time Sitting"
value = 3.92

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.88

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.79

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.71

[[workContext]]
name = "Frequency of Decision Making"
value = 3.71

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.42

[[workContext]]
name = "Level of Competition"
value = 3.38

[[workContext]]
name = "Physical Proximity"
value = 3.33

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.33

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.29

[[workContext]]
name = "Conflict Situations"
value = 3.08

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 3

[[workContext]]
name = "Degree of Automation"
value = 2.83

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.58

[[workContext]]
name = "Consequence of Error"
value = 2.58

[[workContext]]
name = "Public Speaking"
value = 2.42

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 2.42

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 2.33

[[workContext]]
name = "Spend Time Standing"
value = 2.25

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 2.21

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 2.12

[[workContext]]
name = "Exposed to Contaminants"
value = 2.12

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 2.08

[[workContext]]
name = "Outdoors, Under Cover"
value = 1.96

[[workContext]]
name = "In an Open Vehicle or Operating Equipment"
value = 1.92

[[workContext]]
name = "Spend Time Walking or Running"
value = 1.92

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 1.92

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

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 5.47

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 5.44

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 5.02

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

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 4

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 3.81

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 3.75

[[personFit]]
name = "Business Initiatives"
family = "specific_interest_area"
value = 3.3

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

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 2.88

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 2.74

[[personFit]]
name = "Public Speaking"
family = "specific_interest_area"
value = 2.65

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 2.6

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 2.35

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

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 2.33

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

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

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

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

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

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

[[relatedRoles]]
socCode = "13-1111.00"
slug = "role-13-1111-00"
title = "Management Analysts"
tier = "Primary-Long"

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

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

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

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

[[relatedRoles]]
socCode = "53-1043.00"
slug = "role-53-1043-00"
title = "First-Line Supervisors of Material-Moving Machine and Vehicle Operators"
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 = 0.012
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 1.297303
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 1.568699
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 1.081353
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
