entityType = "role"
schemaVersion = "role.v1"
slug = "role-17-2011-00"
socCode = "17-2011.00"
title = "Aerospace Engineers"
summary = "Perform engineering duties in designing, constructing, and testing aircraft, missiles, and spacecraft. May conduct basic and applied research to evaluate adaptability of materials and equipment to aircraft design and manufacture. May recommend improvements in testing equipment and techniques."
aliases = ["Aerospace Engineer", "Design Engineer", "Flight Test Engineer", "Systems Engineer", "Aeronautical Engineer", "Aerospace Stress Engineer", "Avionics Engineer", "Flight Controls Engineer", "Structural Analysis Engineer", "Test Engineer", "Aerodynamicist", "Aerodynamics 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 = 59.05

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 33.34

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 7.61

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

[market]
medianWage = 134830
meanWage = 141180
pct10Wage = 85350
pct25Wage = 104740
pct75Wage = 174480
pct90Wage = 205850
employment = 68440
areaTitle = "U.S."

[industries]
count = 12

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 30890
medianWage = 134830
lq = 5.45

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 22670
medianWage = 133470
lq = 4.74

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 10860
medianWage = 130410
lq = 21.16

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 1570
medianWage = 103520
lq = 0.48

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 1090
medianWage = 135760
lq = 0.87

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 980
medianWage = 176300
lq = 0.24

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 610
medianWage = 99850
lq = 0.1

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 390
medianWage = 131920
lq = 0.15

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 390
medianWage = 134000
lq = 0.3

[[industries.top]]
naics = "541380"
slug = "541380"
title = "Testing Laboratories and Services"
level = "National industry"
employment = 120
medianWage = 137070
lq = 1.59

[[industries.top]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 60
medianWage = 125780

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
medianWage = 176300

[[industries.concentrated]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 10860
lq = 21.16

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 30890
lq = 5.45

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 22670
lq = 4.74

[[industries.concentrated]]
naics = "541380"
slug = "541380"
title = "Testing Laboratories and Services"
level = "National industry"
employment = 120
lq = 1.59

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 1090
lq = 0.87

[[industries.concentrated]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 1570
lq = 0.48

[[industries.concentrated]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 390
lq = 0.3

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 980
lq = 0.24

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

[aiOutlook.index]
value = 80
percentile = 83
band = "High"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 90
source = "felten_aioe"

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

[[aiOutlook.index.components]]
percentile = 66
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.017
percentile = 13
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 = 0.21428571428571427
beta = 0.5714285714285714
gamma = 0.9285714285714285

[aiOutlook.bls]
growthPercent = 6.1
growthPercentile = 81
direction = "About average"
annualOpeningsThousands = 4.5
annualOpeningsPercentile = 46
employment2024Thousands = 71.6
employment2034Thousands = 75.9

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 1.338738
percentile = 90
band = "High"
note = "How much this job's abilities overlap with what AI systems can do, across many AI capabilities. A relative research score, not a forecast of job loss."

[[aiOutlook.exposure]]
source = "eloundou_gamma"
label = "LLM task exposure, γ (OpenAI / Eloundou)"
value = 0.9285714285714285
percentile = 83
band = "High"
note = "Share of this job's tasks where a large language model plus simple tools could cut the time to do them by at least half. γ is capped at 1.0 and many jobs reach that ceiling, so treat a top score as 'in the top group', not a precise rank."

[[aiOutlook.exposure]]
source = "microsoft_applicability"
label = "AI assistant applicability (Microsoft)"
value = 0.19553063564042197
percentile = 66
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 = "Write technical reports or other documentation, such as handbooks or bulletins, for use by engineering staff, management, or customers."
usagePercent = 0.016330538312059127
importance = 3.83

[[aiOutlook.usageTasks]]
task = "Formulate mathematical models or other methods of computer analysis to develop, evaluate, or modify design, according to customer engineering requirements."
usagePercent = 0.002567694703153951
importance = 4.07

[[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 = 1
taskCount = 1
totalSample = 158
autonomyMedian = 3
dominantCollaboration = "task iteration"
automationShare = 40.51
augmentationShare = 49.37
workUsePercent = 68.35
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 49.37

[[aiPlaybook.collaboration]]
label = "directive"
percent = 40.51

[[aiPlaybook.useCase]]
label = "work"
percent = 68.35

[[aiPlaybook.useCase]]
label = "coursework"
percent = 27.85

[[aiPlaybook.delegatedTasks]]
task = "Write technical reports or other documentation, such as handbooks or bulletins, for use by engineering staff, management, or customers."
usagePercent = 0.015801975246905863
collaboration = "task iteration"
autonomyMedian = 3
sampleCount = 158

[[aiPlaybook.boundaryTasks]]
task = "Write technical reports or other documentation, such as handbooks or bulletins, for use by engineering staff, management, or customers."
humanNeededPercent = 89.24050632911393
sampleCount = 158

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: write technical reports or other documentation, such as handbooks or bulletins, for use by engineering staff, management, or customers. I'll give feedback as we go."
collaboration = "task iteration"

[counts]
tasks = 16
skills = 50
capabilities = 120
tools = 84
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "83ecaea849cc7537"

[[tasks]]
text = "Formulate mathematical models or other methods of computer analysis to develop, evaluate, or modify design, according to customer engineering requirements."
type = "Core"
iwa = "4.A.3.b.2.d"

[[tasks]]
text = "Plan or conduct experimental, environmental, operational, or stress tests on models or prototypes of aircraft or aerospace systems or equipment."
type = "Core"
iwa = "4.A.1.b.2.l"

[[tasks]]
text = "Plan or coordinate investigation and resolution of customers' reports of technical problems with aircraft or aerospace vehicles."
type = "Core"
iwa = "4.A.4.b.4.g"

[[tasks]]
text = "Formulate conceptual design of aeronautical or aerospace products or systems to meet customer requirements or conform to environmental regulations."
type = "Core"
iwa = "4.A.3.b.2.e"

[[tasks]]
text = "Write technical reports or other documentation, such as handbooks or bulletins, for use by engineering staff, management, or customers."
type = "Core"
iwa = "4.A.3.b.6.i"

[[tasks]]
text = "Direct or coordinate activities of engineering or technical personnel involved in designing, fabricating, modifying, or testing of aircraft or aerospace products."
type = "Core"
iwa = "4.A.4.b.4.e"

[[tasks]]
text = "Diagnose performance problems by reviewing reports or documentation from customers or field engineers or by inspecting malfunctioning or damaged products."
type = "Supplemental"
iwa = "4.A.1.a.1.v"

[[tasks]]
text = "Evaluate product data or design from inspections or reports for conformance to engineering principles, customer requirements, environmental regulations, or quality standards."
type = "Core"
iwa = "4.A.2.a.4.e"

[[tasks]]
text = "Direct aerospace research and development programs."
type = "Supplemental"
iwa = "4.A.4.b.4.e"

[[tasks]]
text = "Develop design criteria for aeronautical or aerospace products or systems, including testing methods, production costs, quality standards, environmental standards, or completion dates."
type = "Core"
iwa = "4.A.3.b.2.a"

[[tasks]]
text = "Analyze project requests, proposals, or engineering data to determine feasibility, productibility, cost, or production time of aerospace or aeronautical products."
type = "Core"
iwa = "4.A.2.a.4.e"

[[tasks]]
text = "Maintain records of performance reports for future reference."
type = "Core"
iwa = "4.A.3.b.6.h"

[[emergingTasks]]
text = "Develop and test autonomous systems for uncrewed aerospace vehicles."

[[emergingTasks]]
text = "Develop software for aerospace systems."

[[activities]]
name = "Direct design or development activities."
iwa = "4.A.4.b.4.e"

[[activities]]
name = "Test performance of electrical, electronic, mechanical, or integrated systems or equipment."
iwa = "4.A.1.b.2.l"

[[activities]]
name = "Create models of engineering designs or methods."
iwa = "4.A.3.b.2.d"

[[activities]]
name = "Prepare procedural documents."
iwa = "4.A.3.b.6.i"

[[activities]]
name = "Analyze design or requirements information for mechanical equipment or systems."
iwa = "4.A.2.a.4.e"

[[activities]]
name = "Gather organizational performance information."
iwa = "4.A.1.a.1.f"

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

[[activities]]
name = "Direct quality control activities."
iwa = "4.A.4.b.4.g"

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

[[activities]]
name = "Design systems to reduce harmful emissions."
iwa = "4.A.2.b.2.m"

[[activities]]
name = "Research design or application of green technologies."
iwa = "4.A.1.a.1.t"

[[activities]]
name = "Design electromechanical equipment or systems."
iwa = "4.A.3.b.2.e"

[[activities]]
name = "Evaluate designs or specifications to ensure quality."
iwa = "4.A.2.a.4.e"

[[activities]]
name = "Determine design criteria or specifications."
iwa = "4.A.3.b.2.a"

[[activities]]
name = "Investigate system, equipment, or product failures."
iwa = "4.A.1.a.1.v"

[[activities]]
name = "Inspect equipment or systems."
iwa = "4.A.1.b.2.g"

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 4.76

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 4.25

[[capabilities]]
name = "Design"
family = "knowledge"
value = 4.13

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 4.12

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

[[capabilities]]
name = "Physics"
family = "knowledge"
value = 4.03

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

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

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

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

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

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

[[capabilities]]
name = "Operations Analysis"
family = "transferable_skill"
value = 3.88

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

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 3.88

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

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

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.85

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.82

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

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.75

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

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3.62

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

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

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3.5

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.5

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

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

[[capabilities]]
name = "Systems Analysis"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Originality"
family = "ability"
value = 3.38

[[capabilities]]
name = "Number Facility"
family = "ability"
value = 3.38

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 3.38

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 3.27

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 3.25

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

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

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

[[skills]]
name = "Reading Comprehension"
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 = "Writing"
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 = "Active Learning"
type = "Common Skill"

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Shell Script"
type = "Specialized Skill"

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

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

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

[[skills]]
name = "Microsoft Visual Studio"
type = "Specialized Skill"

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

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

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

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

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

[[skills]]
name = "PTC Creo Parametric"
type = "Specialized Skill"

[[skills]]
name = "IBM Rational Clearquest"
type = "Specialized Skill"

[[skills]]
name = "IBM Rational ClearCase"
type = "Specialized Skill"

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

[[skills]]
name = "Ansys Simulation Software"
type = "Specialized Skill"

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

[[tools]]
example = "C"
category = "Development environment software"
hot = true
inDemand = true

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

[[tools]]
example = "Dassault Systemes SolidWorks"
category = "Computer aided design CAD 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 PowerPoint"
category = "Presentation software"
hot = true
inDemand = true

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

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

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

[[tools]]
example = "Extensible markup language XML"
category = "Enterprise application integration software"
hot = true
inDemand = false

[[tools]]
example = "Linux"
category = "Operating system 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 Project"
category = "Project management 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 Studio"
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 Java"
category = "Object or component oriented development software"
hot = true
inDemand = false

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

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

[[tools]]
example = "Shell script"
category = "Operating system software"
hot = true
inDemand = false

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

[[tools]]
example = "Dassault Systemes CATIA"
category = "Computer aided design CAD software"
hot = false
inDemand = true

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

[[tools]]
example = "1CadCam Unigraphics"
category = "Computer aided manufacturing CAM software"
hot = false
inDemand = false

[[tools]]
example = "Ada"
category = "Development environment software"
hot = false
inDemand = false

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

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

[[tools]]
example = "Altera Quartus II"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Analytical Graphics STK Expert Edition"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

[[tools]]
example = "Collier Research HyperSizer"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Computational fluid dynamics CFD software"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

[[tools]]
example = "Computer-aided engineering CAE software"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Cullimore & Ring Technologies SINDA/FLUINT"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Cullimore & Ring Technologies Thermal Desktop"
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 = 4.92

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.79

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.47

[[workContext]]
name = "Telephone Conversations"
value = 4.4

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.35

[[workContext]]
name = "Spend Time Sitting"
value = 4.25

[[workContext]]
name = "Contact With Others"
value = 4.24

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.07

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.9

[[workContext]]
name = "Time Pressure"
value = 3.56

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.43

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.42

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 3.36

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.31

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.1

[[workContext]]
name = "Physical Proximity"
value = 2.99

[[workContext]]
name = "Frequency of Decision Making"
value = 2.98

[[workContext]]
name = "Conflict Situations"
value = 2.97

[[workContext]]
name = "Written Letters and Memos"
value = 2.85

[[workContext]]
name = "Level of Competition"
value = 2.82

[[workContext]]
name = "Consequence of Error"
value = 2.76

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 2.69

[[workContext]]
name = "Public Speaking"
value = 2.41

[[workContext]]
name = "Health and Safety of Other Workers"
value = 2.41

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.41

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.34

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 2.28

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

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.06

[[workContext]]
name = "Spend Time Standing"
value = 1.95

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 1.89

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 1.82

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 1.82

[[workContext]]
name = "Outdoors, Under Cover"
value = 1.76

[[workContext]]
name = "Spend Time Walking or Running"
value = 1.72

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 1.56

[[workContext]]
name = "Degree of Automation"
value = 1.55

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 1.53

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

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 6.87

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 6.05

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

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 5.65

[[personFit]]
name = "Physical Science"
family = "specific_interest_area"
value = 5.51

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 5.51

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

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 4.57

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.44

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 4

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 3.81

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

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 2.76

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 2.52

[[personFit]]
name = "Innovation"
family = "work_style"
value = 2.51

[[relatedRoles]]
socCode = "17-3021.00"
slug = "role-17-3021-00"
title = "Aerospace Engineering and Operations Technologists and Technicians"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "17-3024.00"
slug = "role-17-3024-00"
title = "Electro-Mechanical and Mechatronics Technologists and Technicians"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "49-2091.00"
slug = "role-49-2091-00"
title = "Avionics Technicians"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "17-3027.00"
slug = "role-17-3027-00"
title = "Mechanical Engineering Technologists and Technicians"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "17-2141.00"
slug = "role-17-2141-00"
title = "Mechanical Engineers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "49-3011.00"
slug = "role-49-3011-00"
title = "Aircraft Mechanics and Service Technicians"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "17-2141.02"
slug = "role-17-2141-02"
title = "Automotive Engineers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "17-2072.00"
slug = "role-17-2072-00"
title = "Electronics Engineers, Except Computer"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "17-2199.05"
slug = "role-17-2199-05"
title = "Mechatronics Engineers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "17-2121.00"
slug = "role-17-2121-00"
title = "Marine Engineers and Naval Architects"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "17-3023.00"
slug = "role-17-3023-00"
title = "Electrical and Electronic Engineering Technologists and Technicians"
tier = "Supplemental"

[[relatedRoles]]
socCode = "17-2112.00"
slug = "role-17-2112-00"
title = "Industrial Engineers"
tier = "Supplemental"

[[careerClusters]]
cluster = "Advanced Manufacturing"
slug = "advanced-manufacturing"

[[studyPrograms]]
title = "Engineering"
slug = "engineering"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.017
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 1.338738
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 1.711465
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 1.11685
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
