entityType = "role"
schemaVersion = "role.v1"
slug = "role-13-1081-02"
socCode = "13-1081.02"
title = "Logistics Analysts"
summary = "Analyze product delivery or supply chain processes to identify or recommend changes. May manage route activity including invoicing, electronic bills, and shipment tracing."
aliases = ["Logistics Analyst", "Logistics Management Analyst", "Supply Chain Analyst", "Transportation Analyst", "Global Logistics Analyst", "Material Supply Planner", "Acquisition Analyst", "Acquisitions Logistics Analyst", "Demand Planner", "Demand Planning Analyst", "Inventory Analyst", "Inventory Control Analyst"]
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 = 63.64

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 22.73

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 4.55

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 4.55

[[preparation.educationDistribution]]
label = "Post-Master's Certificate"
percentage = 4.55

[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 = 79
percentile = 81
band = "High"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 87
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 95
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 = 0.1320754716981132
beta = 0.5660377358490566
gamma = 1

[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 = 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 = 0.1623173857191718
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 or maintain payment systems to ensure accuracy of vendor payments."
usagePercent = 0.021568635506493187
importance = 3.83

[[aiOutlook.usageTasks]]
task = "Prepare reports on logistics performance measures."
usagePercent = 0.009962655448237328
importance = 4.05

[[aiOutlook.usageTasks]]
task = "Recommend improvements to existing or planned logistics processes."
usagePercent = 0.004108311525046321
importance = 4.14

[[aiOutlook.usageTasks]]
task = "Route or reroute drivers in real time with remote route navigation software, satellite linkup systems, or global positioning systems (GPS) to improve operational efficiencies."
usagePercent = 0.004108311525046321
importance = 3.27

[[aiOutlook.usageTasks]]
task = "Develop or maintain models for logistics uses, such as cost estimating or demand forecasting."
usagePercent = 0.0034920647962893734
importance = 3.42

[[aiOutlook.usageTasks]]
task = "Analyze logistics data, using methods such as data mining, data modeling, or cost or benefit analysis."
usagePercent = 0.003286649220037057
importance = 3.95

[[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 = 5
totalSample = 183
autonomyMedian = 3
dominantCollaboration = "directive"
automationShare = 31.36
augmentationShare = 39.83
workUsePercent = 78.81
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "directive"
percent = 31.36

[[aiPlaybook.collaboration]]
label = "learning"
percent = 20.34

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 19.49

[[aiPlaybook.useCase]]
label = "work"
percent = 78.81

[[aiPlaybook.useCase]]
label = "personal"
percent = 15.25

[[aiPlaybook.delegatedTasks]]
task = "Develop or maintain payment systems to ensure accuracy of vendor payments."
usagePercent = 0.007900987623452932
collaboration = "learning"
autonomyMedian = 3
sampleCount = 79

[[aiPlaybook.delegatedTasks]]
task = "Determine packaging requirements."
usagePercent = 0.0039004875609451183
collaboration = "directive"
autonomyMedian = 3
sampleCount = 39

[[aiPlaybook.boundaryTasks]]
task = "Determine packaging requirements."
humanNeededPercent = 100
sampleCount = 39

[[aiPlaybook.boundaryTasks]]
task = "Develop or maintain payment systems to ensure accuracy of vendor payments."
humanNeededPercent = 96.20253164556962
sampleCount = 79

[[aiPlaybook.seedPrompts]]
prompt = "Teach me how to develop or maintain payment systems to ensure accuracy of vendor payments, then check my work as I try it myself."
collaboration = "learning"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: determine packaging requirements. Give me a finished draft I can review and adjust."
collaboration = "directive"

[counts]
tasks = 31
skills = 51
capabilities = 120
tools = 53
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "385074faaa344868"

[[tasks]]
text = "Maintain databases of logistics information."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Remotely monitor the flow of vehicles or inventory, using Web-based logistics information systems to track vehicles or containers."
type = "Core"
iwa = "4.A.4.c.3.g"

[[tasks]]
text = "Communicate with or monitor service providers, such as ocean carriers, air freight forwarders, global consolidators, customs brokers, or trucking companies."
type = "Core"
iwa = "4.A.1.a.2.b"

[[tasks]]
text = "Reorganize shipping schedules to consolidate loads, maximize vehicle usage, or limit the movement of empty vehicles or containers."
type = "Supplemental"
iwa = "4.A.2.a.4.g"

[[tasks]]
text = "Track product flow from origin to final delivery."
type = "Core"
iwa = "4.A.4.c.3.g"

[[tasks]]
text = "Interpret data on logistics elements, such as availability, maintainability, reliability, supply chain management, strategic sourcing or distribution, supplier management, or transportation."
type = "Core"
iwa = "4.A.2.a.4.g"

[[tasks]]
text = "Recommend improvements to existing or planned logistics processes."
type = "Core"
iwa = "4.A.4.b.6.e"

[[tasks]]
text = "Apply analytic methods or tools to understand, predict, or control logistics operations or processes."
type = "Core"
iwa = "4.A.2.a.4.g"

[[tasks]]
text = "Contact potential vendors to determine material availability."
type = "Supplemental"
iwa = "4.A.1.a.1.g"

[[tasks]]
text = "Prepare reports on logistics performance measures."
type = "Core"
iwa = "4.A.3.b.6.o"

[[tasks]]
text = "Enter logistics-related data into databases."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Provide ongoing analyses in areas such as transportation costs, parts procurement, back orders, or delivery processes."
type = "Core"
iwa = "4.A.2.a.4.g"

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

[[activities]]
name = "Analyze industry trends."
iwa = "4.A.2.a.4.b"

[[activities]]
name = "Maintain data in information systems or databases."
iwa = "4.A.3.b.6.h"

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

[[activities]]
name = "Calculate specific material, equipment, or labor requirements for production."
iwa = "4.A.2.b.1.h"

[[activities]]
name = "Obtain information about goods or services."
iwa = "4.A.1.a.1.g"

[[activities]]
name = "Monitor organizational processes."
iwa = "4.A.1.a.2.b"

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

[[activities]]
name = "Establish organizational guidelines or policies."
iwa = "4.A.2.b.4.a"

[[activities]]
name = "Prepare financial documents."
iwa = "4.A.3.b.6.a"

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

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

[[activities]]
name = "Prepare operational reports."
iwa = "4.A.3.b.6.o"

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

[[activities]]
name = "Apply mathematical models of financial or business conditions."
iwa = "4.A.2.a.4.k"

[[activities]]
name = "Develop financial analysis methods."
iwa = "4.A.3.b.2.f"

[[activities]]
name = "Discuss business strategies, practices, or policies with managers."
iwa = "4.A.4.a.2.e"

[[activities]]
name = "Calculate data to inform organizational operations."
iwa = "4.A.2.a.4.g"

[[activities]]
name = "Evaluate logistics methods to reduce environmental impact."
iwa = "4.A.2.a.4.g"

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

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 4.18

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 4

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

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

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

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

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.88

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

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.88

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.86

[[capabilities]]
name = "Transportation"
family = "knowledge"
value = 3.82

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

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

[[capabilities]]
name = "Systems Analysis"
family = "transferable_skill"
value = 3.75

[[capabilities]]
name = "Systems Evaluation"
family = "transferable_skill"
value = 3.75

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

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

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

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 3.75

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

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.62

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.62

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

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.5

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

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.45

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

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

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3.25

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

[[capabilities]]
name = "Number Facility"
family = "ability"
value = 3.25

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

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 3.25

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.14

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

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3.12

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

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

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 3.05

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 3.05

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Microsoft Windows"
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 = "Amazon Redshift"
type = "Specialized Skill"

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

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

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

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

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

[[skills]]
name = "Oracle Hyperion"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

[[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 Power BI"
category = "Business intelligence and data analysis 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 = "Structured query language SQL"
category = "Data base user interface and query software"
hot = true
inDemand = true

[[tools]]
example = "Tableau"
category = "Business intelligence and data analysis software"
hot = true
inDemand = true

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

[[tools]]
example = "IBM SPSS Statistics"
category = "Analytical or scientific 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 Visual Basic"
category = "Development environment software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Visual Basic for Applications VBA"
category = "Development environment software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Windows"
category = "Operating system software"
hot = true
inDemand = false

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

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

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

[[tools]]
example = "The MathWorks MATLAB"
category = "Analytical or scientific software"
hot = true
inDemand = false

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

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

[[tools]]
example = "Advanced business application programming ABAP"
category = "Object or component oriented development 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 = "ESRI ArcLogistics"
category = "Geographic information system"
hot = false
inDemand = false

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

[[tools]]
example = "Flow chart software"
category = "Process mapping and design 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 = "Graphics software"
category = "Graphics or photo imaging software"
hot = false
inDemand = false

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

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

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

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

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

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

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

[[tools]]
example = "Minitab"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

[[workContext]]
name = "Telephone Conversations"
value = 4.82

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.68

[[workContext]]
name = "Contact With Others"
value = 4.59

[[workContext]]
name = "Spend Time Sitting"
value = 4.5

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.32

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.27

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.18

[[workContext]]
name = "Time Pressure"
value = 4.18

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.14

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.09

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 4

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.64

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.55

[[workContext]]
name = "Frequency of Decision Making"
value = 3.45

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.41

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.41

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.32

[[workContext]]
name = "Conflict Situations"
value = 3.23

[[workContext]]
name = "Written Letters and Memos"
value = 3.18

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

[[workContext]]
name = "Physical Proximity"
value = 3

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 2.95

[[workContext]]
name = "Degree of Automation"
value = 2.95

[[workContext]]
name = "Level of Competition"
value = 2.95

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.86

[[workContext]]
name = "Consequence of Error"
value = 2.64

[[workContext]]
name = "Health and Safety of Other Workers"
value = 2.55

[[workContext]]
name = "Public Speaking"
value = 2.5

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 2.41

[[workContext]]
name = "Spend Time Standing"
value = 2.18

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 1.91

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 1.86

[[workContext]]
name = "Exposed to Contaminants"
value = 1.86

[[workContext]]
name = "Outdoors, Under Cover"
value = 1.82

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 1.82

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 1.82

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 1.77

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 1.73

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 6.79

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 4.9

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 4.47

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 4.04

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 3.98

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

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 3.08

[[personFit]]
name = "Business Initiatives"
family = "specific_interest_area"
value = 2.89

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 2.89

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 2.88

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2.57

[[personFit]]
name = "Dependability"
family = "work_style"
value = 2.47

[[personFit]]
name = "Finance"
family = "specific_interest_area"
value = 2.21

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 1.97

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 1.82

[[personFit]]
name = "Achievement Orientation"
family = "work_style"
value = 1.74

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

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

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

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

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

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

[[relatedRoles]]
socCode = "43-5061.00"
slug = "role-43-5061-00"
title = "Production, Planning, and Expediting Clerks"
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 = "11-3051.00"
slug = "role-11-3051-00"
title = "Industrial Production Managers"
tier = "Primary-Long"

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

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

[[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"
