entityType = "role"
schemaVersion = "role.v1"
slug = "role-19-3099-01"
socCode = "19-3099.01"
title = "Transportation Planners"
summary = "Prepare studies for proposed transportation projects. Gather, compile, and analyze data. Study the use and operation of transportation systems. Develop transportation models or simulations."
aliases = ["Planner", "Program Officer", "Transportation Data Programs Manager", "Transportation Planner", "Transportation Analyst", "Airway Transportation Systems Specialist (ATSS)", "Fleet Coordinator", "Traffic Analyst", "Transit Planner", "Transportation Consultant", "Transportation Designer", "Transportation Logistics 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 = 55

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 45

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

[market]
medianWage = 100340
meanWage = 106440
pct10Wage = 62570
pct25Wage = 79210
pct75Wage = 127880
pct90Wage = 160810
employment = 36970
areaTitle = "U.S."

[industries]
count = 13

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 4870
medianWage = 104310
lq = 1.89

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 4520
medianWage = 83100
lq = 1.38

[[industries.top]]
naics = "541720"
slug = "541720"
title = "Research and Development in the Social Sciences and Humanities"
level = "National industry"
employment = 2450
medianWage = 104680
lq = 168.09

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 1610
medianWage = 171320
lq = 2.39

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 490
medianWage = 66260
lq = 0.09

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 450
medianWage = 80760
lq = 0.42

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 80
medianWage = 85070

[[industries.top]]
naics = "621330"
slug = "621330"
title = "Offices of Mental Health Practitioners (except Physicians)"
level = "National industry"
employment = 70
medianWage = 39690

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 60
medianWage = 68080

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 50
medianWage = 66570

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 40
medianWage = 134250

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
medianWage = 96360

[[industries.concentrated]]
naics = "541720"
slug = "541720"
title = "Research and Development in the Social Sciences and Humanities"
level = "National industry"
employment = 2450
lq = 168.09

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 1610
lq = 2.39

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 4870
lq = 1.89

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 4520
lq = 1.38

[[industries.concentrated]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 450
lq = 0.42

[[industries.concentrated]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 490
lq = 0.09

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

[aiOutlook.index]
value = 90
percentile = 95
band = "High"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 89
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 86
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 94
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.04
percentile = 22
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 = 0.09302325581395349
beta = 0.5232558139534884
gamma = 0.9534883720930233

[aiOutlook.bls]
growthPercent = -1.7
growthPercentile = 20
direction = "Declining"
annualOpeningsThousands = 3.2
annualOpeningsPercentile = 39
employment2024Thousands = 40.8
employment2034Thousands = 40.1

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 1.328048
percentile = 89
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 = 0.9534883720930233
percentile = 86
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 = 0.3293075794929735
percentile = 94
band = "High"
note = "How applicable today's AI assistants are to this job's activities, measured from real Microsoft Copilot conversations. Applicability is not the same as replacement."

[[aiOutlook.usageTasks]]
task = "Prepare or review engineering studies or specifications."
usagePercent = 0.0281419339465673
importance = 3.65

[[aiOutlook.usageTasks]]
task = "Analyze information from traffic counting programs."
usagePercent = 0.008422038626344958
importance = 3.85

[[aiOutlook.usageTasks]]
task = "Prepare reports or recommendations on transportation planning."
usagePercent = 0.006162467287569483
importance = 4.22

[[aiOutlook.usageTasks]]
task = "Design transportation surveys to identify areas of public concern."
usagePercent = 0.006162467287569483
importance = 4.05

[[aiOutlook.usageTasks]]
task = "Develop computer models to address transportation planning issues."
usagePercent = 0.0026704024912801087
importance = 4.11

[[aiOutlook.usageTasks]]
task = "Review development plans for transportation system effects, infrastructure requirements, or compliance with applicable transportation regulations."
usagePercent = 0.0026704024912801087
importance = 3.79

[[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 = 7
totalSample = 197
autonomyMedian = 3.75
dominantCollaboration = "directive"
automationShare = 47.19
augmentationShare = 37.08
workUsePercent = 70.79
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "directive"
percent = 47.19

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 37.08

[[aiPlaybook.useCase]]
label = "work"
percent = 70.79

[[aiPlaybook.delegatedTasks]]
task = "Prepare or review engineering studies or specifications."
usagePercent = 0.005500687585948244
collaboration = "directive"
autonomyMedian = 4
sampleCount = 55

[[aiPlaybook.delegatedTasks]]
task = "Prepare reports or recommendations on transportation planning."
usagePercent = 0.0034004250531316418
collaboration = "task iteration"
autonomyMedian = 3.5
sampleCount = 34

[[aiPlaybook.boundaryTasks]]
task = "Prepare reports or recommendations on transportation planning."
humanNeededPercent = 94.11764705882352
sampleCount = 34

[[aiPlaybook.boundaryTasks]]
task = "Prepare or review engineering studies or specifications."
humanNeededPercent = 90.9090909090909
sampleCount = 55

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: prepare or review engineering studies or specifications. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: prepare reports or recommendations on transportation planning. I'll give feedback as we go."
collaboration = "task iteration"

[counts]
tasks = 22
skills = 44
capabilities = 120
tools = 45
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "5b63fb20610b48b2"

[[tasks]]
text = "Define regional or local transportation planning problems or priorities."
type = "Core"
iwa = "4.A.2.a.4.g"

[[tasks]]
text = "Participate in public meetings or hearings to explain planning proposals, to gather feedback from those affected by projects, or to achieve consensus on project designs."
type = "Core"
iwa = "4.A.4.a.2.a"

[[tasks]]
text = "Prepare reports or recommendations on transportation planning."
type = "Core"
iwa = "4.A.3.b.6.c"

[[tasks]]
text = "Collaborate with engineers to research, analyze, or resolve complex transportation design issues."
type = "Core"
iwa = "4.A.4.b.1.a"

[[tasks]]
text = "Recommend transportation system improvements or projects, based on economic, population, land-use, or traffic projections."
type = "Core"
iwa = "4.A.4.b.6.h"

[[tasks]]
text = "Develop computer models to address transportation planning issues."
type = "Core"
iwa = "4.A.2.b.2.u"

[[tasks]]
text = "Analyze information related to transportation, such as land use policies, environmental impact of projects, or long-range planning needs."
type = "Core"
iwa = "4.A.2.a.4.i"

[[tasks]]
text = "Design transportation surveys to identify areas of public concern."
type = "Core"
iwa = "4.A.2.b.2.s"

[[tasks]]
text = "Interpret data from traffic modeling software, geographic information systems, or associated databases."
type = "Core"
iwa = "4.A.2.a.4.g"

[[tasks]]
text = "Collaborate with other professionals to develop sustainable transportation strategies at the local, regional, or national level."
type = "Core"
iwa = "4.A.4.b.1.a"

[[tasks]]
text = "Evaluate transportation project needs or costs."
type = "Core"
iwa = "4.A.2.a.4.e"

[[tasks]]
text = "Analyze information from traffic counting programs."
type = "Core"
iwa = "4.A.2.a.4.d"

[[activities]]
name = "Prepare scientific or technical reports or presentations."
iwa = "4.A.3.b.6.c"

[[activities]]
name = "Represent the interests of clients in legal proceedings."
iwa = "4.A.4.a.3.a"

[[activities]]
name = "Represent the organization in external relations."
iwa = "4.A.4.b.1.c"

[[activities]]
name = "Direct scientific activities."
iwa = "4.A.4.b.4.e"

[[activities]]
name = "Develop theories or models of physical phenomena."
iwa = "4.A.2.b.2.u"

[[activities]]
name = "Prepare information or documentation related to legal or regulatory matters."
iwa = "4.A.3.b.6.n"

[[activities]]
name = "Analyze data to identify trends or relationships among variables."
iwa = "4.A.2.a.4.d"

[[activities]]
name = "Analyze traffic data."
iwa = "4.A.2.a.4.g"

[[activities]]
name = "Evaluate civic projects or public policies."
iwa = "4.A.2.a.1.b"

[[activities]]
name = "Prepare research or technical reports on environmental issues."
iwa = "4.A.3.b.6.c"

[[activities]]
name = "Communicate with the public on environmental issues."
iwa = "4.A.4.a.2.a"

[[activities]]
name = "Develop methods of social or economic research."
iwa = "4.A.2.b.2.s"

[[activities]]
name = "Collaborate with technical specialists to resolve design or development problems."
iwa = "4.A.4.b.1.a"

[[activities]]
name = "Advise others on matters of public policy."
iwa = "4.A.4.b.6.h"

[[activities]]
name = "Analyze data to identify or resolve operational problems."
iwa = "4.A.2.a.4.g"

[[activities]]
name = "Determine causes of operational problems or failures."
iwa = "4.A.2.b.1.b"

[[activities]]
name = "Appraise environmental impact of regulations or policies."
iwa = "4.A.2.a.4.i"

[[activities]]
name = "Interpret research or operational data."
iwa = "4.A.2.a.4.g"

[[activities]]
name = "Design civil structures or systems."
iwa = "4.A.3.b.2.b"

[[activities]]
name = "Analyze costs and benefits of proposed designs or projects."
iwa = "4.A.2.a.4.e"

[[activities]]
name = "Prepare documentation for permits or licenses."
iwa = "4.A.3.b.6.m"

[[capabilities]]
name = "Transportation"
family = "knowledge"
value = 4.84

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

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

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

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

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

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
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 = "Written Expression"
family = "ability"
value = 4

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 4

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

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

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.89

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.88

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

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

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.85

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3.75

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

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

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

[[capabilities]]
name = "Geography"
family = "knowledge"
value = 3.7

[[capabilities]]
name = "Law and Government"
family = "knowledge"
value = 3.68

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

[[capabilities]]
name = "Originality"
family = "ability"
value = 3.62

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.62

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

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

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.47

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.4

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

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 3.3

[[capabilities]]
name = "Operations Analysis"
family = "transferable_skill"
value = 3.25

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

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

[[capabilities]]
name = "Monitoring"
family = "essential_skill"
value = 3.12

[[capabilities]]
name = "Mathematical Reasoning"
family = "ability"
value = 3.12

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 3.12

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "ESRI ArcGIS software"
category = "Geographic information system"
hot = true
inDemand = true

[[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 = "Microsoft Word"
category = "Word processing 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 = "Adobe Acrobat"
category = "Document management software"
hot = true
inDemand = false

[[tools]]
example = "Adobe Illustrator"
category = "Graphics or photo imaging software"
hot = true
inDemand = false

[[tools]]
example = "Adobe InDesign"
category = "Desktop publishing software"
hot = true
inDemand = false

[[tools]]
example = "Adobe Photoshop"
category = "Graphics or photo imaging software"
hot = true
inDemand = false

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

[[tools]]
example = "Autodesk AutoCAD Civil 3D"
category = "Computer aided design CAD software"
hot = true
inDemand = false

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

[[tools]]
example = "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 Visual Basic"
category = "Development environment 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 = "Geographic information system GIS systems"
category = "Geographic information system"
hot = false
inDemand = true

[[tools]]
example = "Transportation management system TMS software"
category = "Mobile location based services software"
hot = false
inDemand = true

[[tools]]
example = "Caliper TransCAD"
category = "Computer aided design CAD software"
hot = false
inDemand = false

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

[[tools]]
example = "Crash Mapping Analysis Tool CMAT"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Dowling Associates TRAFFIX"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

[[tools]]
example = "Geographic information system GIS software"
category = "Geographic information system"
hot = false
inDemand = false

[[tools]]
example = "Iteris Turbo Architecture"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "MapInfo"
category = "Map creation software"
hot = false
inDemand = false

[[tools]]
example = "McTrans Center TSIS-CORSIM"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "McTrans HCS+"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

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

[[tools]]
example = "Roundabout Delay RODEL"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Strong Concepts TEAPAC"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.78

[[workContext]]
name = "Telephone Conversations"
value = 4.74

[[workContext]]
name = "Spend Time Sitting"
value = 4.55

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.5

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.45

[[workContext]]
name = "Contact With Others"
value = 3.95

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.85

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.85

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.8

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.75

[[workContext]]
name = "Written Letters and Memos"
value = 3.63

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.6

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.47

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.45

[[workContext]]
name = "Time Pressure"
value = 3.1

[[workContext]]
name = "Frequency of Decision Making"
value = 3

[[workContext]]
name = "Level of Competition"
value = 3

[[workContext]]
name = "Public Speaking"
value = 2.75

[[workContext]]
name = "Conflict Situations"
value = 2.75

[[workContext]]
name = "Physical Proximity"
value = 2.55

[[workContext]]
name = "Health and Safety of Other Workers"
value = 2.45

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.32

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 2.2

[[workContext]]
name = "Spend Time Standing"
value = 2.05

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 1.95

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 1.95

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 1.9

[[workContext]]
name = "Consequence of Error"
value = 1.89

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 1.8

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 1.8

[[workContext]]
name = "Degree of Automation"
value = 1.8

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 1.6

[[workContext]]
name = "Spend Time Walking or Running"
value = 1.5

[[workContext]]
name = "Outdoors, Under Cover"
value = 1.47

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 1.4

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 1.25

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 1.25

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 1.25

[[workContext]]
name = "Dealing with Violent or Physically Aggressive People"
value = 1.22

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 5.6

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.87

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 4.86

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 3.59

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 3.53

[[personFit]]
name = "Public Speaking"
family = "specific_interest_area"
value = 3.31

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 3.14

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 3.01

[[personFit]]
name = "Politics"
family = "specific_interest_area"
value = 3

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

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 2.97

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2.6

[[personFit]]
name = "Law"
family = "specific_interest_area"
value = 2.53

[[personFit]]
name = "Social Science"
family = "specific_interest_area"
value = 2.5

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 2.47

[[personFit]]
name = "Business Initiatives"
family = "specific_interest_area"
value = 2.06

[[relatedRoles]]
socCode = "17-2051.01"
slug = "role-17-2051-01"
title = "Transportation Engineers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "19-3051.00"
slug = "role-19-3051-00"
title = "Urban and Regional Planners"
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 = "13-1081.00"
slug = "role-13-1081-00"
title = "Logisticians"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "53-6041.00"
slug = "role-53-6041-00"
title = "Traffic Technicians"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "17-2051.00"
slug = "role-17-2051-00"
title = "Civil Engineers"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "17-3022.00"
slug = "role-17-3022-00"
title = "Civil Engineering Technologists and Technicians"
tier = "Primary-Long"

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

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

[[careerClusters]]
cluster = "Education"
slug = "education"

[[careerClusters]]
cluster = "Energy & Natural Resources"
slug = "energy-natural-resources"

[[careerClusters]]
cluster = "Healthcare & Human Services"
slug = "healthcare-human-services"

[[careerClusters]]
cluster = "Public Service & Safety"
slug = "public-service-safety"

[[studyPrograms]]
title = "Education"
slug = "education"

[[studyPrograms]]
title = "Family and Consumer Sciences/Human Sciences"
slug = "family-and-consumer-sciences-human-sciences"

[[studyPrograms]]
title = "Foreign Languages, Literatures, and Linguistics"
slug = "foreign-languages-literatures-and-linguistics"

[[studyPrograms]]
title = "Health Professions and Related Programs"
slug = "health-professions-and-related-programs"

[[studyPrograms]]
title = "Multi/Interdisciplinary Studies"
slug = "multi-interdisciplinary-studies"

[[studyPrograms]]
title = "Natural Resources and Conservation"
slug = "natural-resources-and-conservation"

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

[[studyPrograms]]
title = "Social Sciences"
slug = "social-sciences"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.04
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 1.328048
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 1.902576
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 1.084824
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
