entityType = "role"
schemaVersion = "role.v1"
slug = "role-13-1081-01"
socCode = "13-1081.01"
title = "Logistics Engineers"
summary = "Design or analyze operational solutions for projects such as transportation optimization, network modeling, process and methods analysis, cost containment, capacity enhancement, routing and shipment optimization, or information management."
aliases = ["Logistics Engineer", "Reliability Engineer", "Supportability Engineer", "Systems Engineer", "Acquisition Logistics Engineer", "Logistics Specialist", "Aero Logistics Engineer (Aeronautical Logistics Engineer)", "Auto Logistics Engineer (Automotive Logistics Engineer)", "Continuous Improvement Specialist", "Cost Engineer", "Cost Estimating Engineer", "Cost Reduction Engineer"]

[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 = 73.91

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 8.7

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 4.35

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 4.35

[[preparation.educationDistribution]]
label = "Post-Master's Certificate"
percentage = 4.35

[[preparation.educationDistribution]]
label = "Post-Doctoral Training"
percentage = 4.35

[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 = 0.03508771929824561
beta = 0.5175438596491228
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 cost estimates, forecasts, or cost models."
usagePercent = 0.04139123861484169
importance = 3.71

[[aiOutlook.usageTasks]]
task = "Evaluate the use of technologies, such as global positioning systems (GPS), radio-frequency identification (RFID), route navigation software, or satellite linkup systems, to improve transportation efficiency."
usagePercent = 0.036153141420407625
importance = 3.33

[[aiOutlook.usageTasks]]
task = "Determine feasibility of designing new facilities or modifying existing facilities, based on factors such as cost, available space, schedule, technical requirements, or ergonomics."
usagePercent = 0.006881421804452588
importance = 3.63

[[aiOutlook.usageTasks]]
task = "Analyze or interpret logistics data involving customer service, forecasting, procurement, manufacturing, inventory, transportation, or warehousing."
usagePercent = 0.004621850465677112
importance = 4.24

[[aiOutlook.usageTasks]]
task = "Develop or document reverse logistics management processes to ensure maximal efficiency of product recycling, reuse, or final disposal."
usagePercent = 0.0038001881606678474
importance = 3.05

[[aiOutlook.usageTasks]]
task = "Propose logistics solutions for customers."
usagePercent = 0.002567694703153951
importance = 3.74

[[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 = 9
totalSample = 492
autonomyMedian = 4
dominantCollaboration = "task iteration"
automationShare = 41.02
augmentationShare = 52.28
workUsePercent = 65.68
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 42.36

[[aiPlaybook.collaboration]]
label = "directive"
percent = 37

[[aiPlaybook.collaboration]]
label = "learning"
percent = 9.92

[[aiPlaybook.collaboration]]
label = "feedback loop"
percent = 4.02

[[aiPlaybook.useCase]]
label = "work"
percent = 65.68

[[aiPlaybook.useCase]]
label = "coursework"
percent = 24.66

[[aiPlaybook.useCase]]
label = "personal"
percent = 6.97

[[aiPlaybook.delegatedTasks]]
task = "Develop or maintain cost estimates, forecasts, or cost models."
usagePercent = 0.02470308788598575
collaboration = "task iteration"
autonomyMedian = 4
sampleCount = 247

[[aiPlaybook.delegatedTasks]]
task = "Determine feasibility of designing new facilities or modifying existing facilities, based on factors such as cost, available space, schedule, technical requirements, or ergonomics."
usagePercent = 0.007600950118764846
collaboration = "task iteration"
autonomyMedian = 4
sampleCount = 76

[[aiPlaybook.delegatedTasks]]
task = "Analyze or interpret logistics data involving customer service, forecasting, procurement, manufacturing, inventory, transportation, or warehousing."
usagePercent = 0.005000625078134767
collaboration = "directive"
autonomyMedian = 3.5
sampleCount = 50

[[aiPlaybook.boundaryTasks]]
task = "Determine feasibility of designing new facilities or modifying existing facilities, based on factors such as cost, available space, schedule, technical requirements, or ergonomics."
humanNeededPercent = 94.73684210526315
sampleCount = 76

[[aiPlaybook.boundaryTasks]]
task = "Analyze or interpret logistics data involving customer service, forecasting, procurement, manufacturing, inventory, transportation, or warehousing."
humanNeededPercent = 88
sampleCount = 50

[[aiPlaybook.boundaryTasks]]
task = "Develop or maintain cost estimates, forecasts, or cost models."
humanNeededPercent = 85.82995951417004
sampleCount = 247

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: develop or maintain cost estimates, forecasts, or cost models. I'll give feedback as we go."
collaboration = "task iteration"

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: determine feasibility of designing new facilities or modifying existing facilities, based on factors such as cost, available space, schedule, technical requirements, or ergonomics. I'll give feedback as we go."
collaboration = "task iteration"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: analyze or interpret logistics data involving customer service, forecasting, procurement, manufacturing, inventory, transportation, or warehousing. Give me a finished draft I can review and adjust."
collaboration = "directive"

[counts]
tasks = 30
skills = 44
capabilities = 120
tools = 48
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "81253e04b9cc65ef"

[[tasks]]
text = "Identify cost-reduction or process-improvement logistic opportunities."
type = "Core"
iwa = "4.A.1.b.1.b"

[[tasks]]
text = "Analyze or interpret logistics data involving customer service, forecasting, procurement, manufacturing, inventory, transportation, or warehousing."
type = "Core"
iwa = "4.A.2.a.4.g"

[[tasks]]
text = "Prepare logistic strategies or conceptual designs for production facilities."
type = "Core"
iwa = "4.A.2.b.2.c"

[[tasks]]
text = "Conduct logistics studies or analyses, such as time studies, zero-base analyses, rate analyses, network analyses, flow-path analyses, or supply chain analyses."
type = "Core"
iwa = "4.A.2.a.4.g"

[[tasks]]
text = "Develop logistic metrics, internal analysis tools, or key performance indicators for business units."
type = "Core"
iwa = "4.A.3.b.2.f"

[[tasks]]
text = "Identify or develop business rules or standard operating procedures to streamline operating processes."
type = "Core"
iwa = "4.A.1.b.1.b"

[[tasks]]
text = "Interview key staff or tour facilities to identify efficiency-improvement, cost-reduction, or service-delivery opportunities."
type = "Core"
iwa = "4.A.1.b.1.b"

[[tasks]]
text = "Design plant distribution centers."
type = "Core"
iwa = "4.A.3.b.2.b"

[[tasks]]
text = "Apply logistics modeling techniques to address issues, such as operational process improvement or facility design or layout."
type = "Core"
iwa = "4.A.2.a.4.k"

[[tasks]]
text = "Review contractual commitments, customer specifications, or related information to determine logistics or support requirements."
type = "Core"
iwa = "4.A.2.a.4.g"

[[tasks]]
text = "Evaluate the use of inventory tracking technology, Web-based warehousing software, or intelligent conveyor systems to maximize plant or distribution center efficiency."
type = "Core"
iwa = "4.A.2.a.4.g"

[[tasks]]
text = "Propose logistics solutions for customers."
type = "Core"
iwa = "4.A.4.b.6.e"

[[emergingTasks]]
text = "Evaluate the use of technologies, such as global positioning systems (GPS), radio-frequency identification (RFID), route navigation software, drone or robotic technology, or satellite linkup systems, to improve transportation efficiency."

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

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

[[activities]]
name = "Analyze jobs using observation, survey, or interview techniques."
iwa = "4.A.2.a.4.g"

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

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

[[activities]]
name = "Develop technical specifications for systems or equipment."
iwa = "4.A.3.b.2.a"

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

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

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

[[activities]]
name = "Estimate costs of goods or services."
iwa = "4.A.2.b.1.a"

[[activities]]
name = "Assess the cost effectiveness of products, projects, or services."
iwa = "4.A.2.a.1.g"

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

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

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

[[activities]]
name = "Develop business or market strategies."
iwa = "4.A.2.b.2.c"

[[activities]]
name = "Develop sustainable business strategies or practices."
iwa = "4.A.2.b.2.q"

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

[[activities]]
name = "Analyze environmental regulations to ensure organizational compliance."
iwa = "4.A.2.a.4.i"

[[capabilities]]
name = "Systems Analysis"
family = "transferable_skill"
value = 4.62

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 4.24

[[capabilities]]
name = "Writing"
family = "essential_skill"
value = 4.12

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 4.12

[[capabilities]]
name = "Systems Evaluation"
family = "transferable_skill"
value = 4.12

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 4.12

[[capabilities]]
name = "Mathematical Reasoning"
family = "ability"
value = 4.12

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

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 4

[[capabilities]]
name = "Mathematics"
family = "essential_skill"
value = 4

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 4

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 4

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 4

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

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

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

[[capabilities]]
name = "Fluency of Ideas"
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 = "Transportation"
family = "knowledge"
value = 3.96

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 3.91

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

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.88

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3.88

[[capabilities]]
name = "Originality"
family = "ability"
value = 3.88

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

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

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.87

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

[[capabilities]]
name = "Number Facility"
family = "ability"
value = 3.75

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.74

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.62

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 3.62

[[capabilities]]
name = "Economics and Accounting"
family = "knowledge"
value = 3.45

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.43

[[capabilities]]
name = "Design"
family = "knowledge"
value = 3.39

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

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.26

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Biology"
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 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 = "C++"
category = "Object or component oriented development software"
hot = true
inDemand = false

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

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

[[tools]]
example = "Microsoft Power BI"
category = "Business intelligence and data analysis 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 management system 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 Word"
category = "Word processing software"
hot = true
inDemand = false

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

[[tools]]
example = "Oracle Java"
category = "Object or component oriented development software"
hot = true
inDemand = false

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

[[tools]]
example = "Python"
category = "Object or component oriented development software"
hot = true
inDemand = false

[[tools]]
example = "SAS"
category = "Analytical or scientific 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 = "Tableau"
category = "Business intelligence and data analysis software"
hot = true
inDemand = false

[[tools]]
example = "Computer aided design and drafting CADD software"
category = "Computer aided design CAD software"
hot = false
inDemand = false

[[tools]]
example = "Failure modes and effects analysis FMEA software"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "i2 Transportation Modeler"
category = "Materials requirements planning logistics and supply chain software"
hot = false
inDemand = false

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

[[tools]]
example = "IBM ILOG CPLEX Optimization Studio"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

[[tools]]
example = "ITEM Software ITEM ToolKit"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "ITEM Software Spare Cost"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

[[tools]]
example = "JMS Software RCM WorkSaver"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Logistics Cost Estimating Tool"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Logistics management information LMI database software"
category = "Materials requirements planning logistics and supply chain software"
hot = false
inDemand = false

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

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

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

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

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

[[workContext]]
name = "E-Mail"
value = 4.83

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.61

[[workContext]]
name = "Telephone Conversations"
value = 4.52

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.43

[[workContext]]
name = "Contact With Others"
value = 4.39

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.3

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

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.96

[[workContext]]
name = "Spend Time Sitting"
value = 3.95

[[workContext]]
name = "Time Pressure"
value = 3.91

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.87

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.83

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.83

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.7

[[workContext]]
name = "Frequency of Decision Making"
value = 3.65

[[workContext]]
name = "Written Letters and Memos"
value = 3.57

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.52

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.48

[[workContext]]
name = "Conflict Situations"
value = 3.27

[[workContext]]
name = "Level of Competition"
value = 3.27

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 3.17

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.05

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 2.96

[[workContext]]
name = "Physical Proximity"
value = 2.91

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.87

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.78

[[workContext]]
name = "Consequence of Error"
value = 2.74

[[workContext]]
name = "Public Speaking"
value = 2.7

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 2.57

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 2.52

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 2.45

[[workContext]]
name = "Outdoors, Under Cover"
value = 2.35

[[workContext]]
name = "Spend Time Standing"
value = 2.35

[[workContext]]
name = "Degree of Automation"
value = 2.35

[[workContext]]
name = "Exposed to Contaminants"
value = 2.32

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2.14

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.09

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 2.09

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 1.96

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 1.95

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 5.67

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 5.22

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 5.07

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

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 4.51

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 4.02

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

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 3.76

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

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 3

[[personFit]]
name = "Intellectual Curiosity"
family = "work_style"
value = 3

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 2.78

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 2.62

[[personFit]]
name = "Business Initiatives"
family = "specific_interest_area"
value = 2.58

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 2.38

[[personFit]]
name = "Innovation"
family = "work_style"
value = 2.3

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

[[relatedRoles]]
socCode = "17-2112.00"
slug = "role-17-2112-00"
title = "Industrial 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 = "13-1081.00"
slug = "role-13-1081-00"
title = "Logisticians"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "17-2112.03"
slug = "role-17-2112-03"
title = "Manufacturing Engineers"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "41-9031.00"
slug = "role-41-9031-00"
title = "Sales Engineers"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "15-2031.00"
slug = "role-15-2031-00"
title = "Operations Research Analysts"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "11-9041.00"
slug = "role-11-9041-00"
title = "Architectural and Engineering Managers"
tier = "Supplemental"

[[relatedRoles]]
socCode = "17-3026.00"
slug = "role-17-3026-00"
title = "Industrial Engineering Technologists and Technicians"
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"
