entityType = "role"
schemaVersion = "role.v1"
slug = "role-17-3027-01"
socCode = "17-3027.01"
title = "Automotive Engineering Technicians"
summary = "Assist engineers in determining the practicality of proposed product design changes and plan and carry out tests on experimental test devices or equipment for performance, durability, or efficiency."
aliases = ["Laboratory Technician (Lab Technician)", "Research Technician", "Automotive Design Checker (Auto Design Checker)", "Automotive Engineering Technician", "Automotive Technician (Auto Technician)", "Automotive Test Technician (Auto Test Technician)", "Durability Technician", "Performance Technician", "Transportation Engineering Technician"]
emergingTasks = []

[preparation]
jobZone = "3"
jobZoneName = "Job Zone Three: Medium Preparation Needed"
education = "Most occupations in this zone require training in vocational schools, related on-the-job experience, or an associate's degree."
experience = "Previous work-related skill, knowledge, or experience is required for these occupations. For example, an electrician must have completed three or four years of apprenticeship or several years of vocational training, and often must have passed a licensing exam, in order to perform the job."
svpRange = "(6.0 to < 7.0)"

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 37.04

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 29.63

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 14.81

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 11.11

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 3.7

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 3.7

[educationLevel]
category = "Associate's degree"
slug = "associate-s-degree"

[market]
medianWage = 68730
meanWage = 72450
pct10Wage = 46940
pct25Wage = 57330
pct75Wage = 82980
pct90Wage = 100890
employment = 37450
areaTitle = "U.S."

[industries]
count = 21

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 19270
medianWage = 69640
lq = 6.22

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 10280
medianWage = 72560
lq = 3.93

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 4410
medianWage = 74340
lq = 15.7

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 2350
medianWage = 59350
lq = 1.6

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 1790
medianWage = 61960
lq = 0.82

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 1290
medianWage = 58240
lq = 2

[[industries.top]]
naics = "541380"
slug = "541380"
title = "Testing Laboratories and Services"
level = "National industry"
employment = 1020
medianWage = 64670
lq = 24.64

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 930
medianWage = 76360
lq = 1.36

[[industries.top]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 590
medianWage = 78390
lq = 4.24

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 430
medianWage = 54750
lq = 0.13

[[industries.top]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 250
medianWage = 94270
lq = 1.78

[[industries.top]]
naics = "332710"
slug = "332710"
title = "Machine Shops"
level = "National industry"
employment = 210
medianWage = 58250
lq = 3.33

[[industries.concentrated]]
naics = "541380"
slug = "541380"
title = "Testing Laboratories and Services"
level = "National industry"
employment = 1020
lq = 24.64

[[industries.concentrated]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 4410
lq = 15.7

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 19270
lq = 6.22

[[industries.concentrated]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 590
lq = 4.24

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 10280
lq = 3.93

[[industries.concentrated]]
naics = "332710"
slug = "332710"
title = "Machine Shops"
level = "National industry"
employment = 210
lq = 3.33

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 1290
lq = 2

[[industries.concentrated]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 250
lq = 1.78

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

[aiOutlook.index]
value = 55
percentile = 54
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 46
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 44
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 75
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.38
percentile = 43
band = "Moderate"
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 = 0.05555555555555555
beta = 0.2777777777777778
gamma = 0.5

[aiOutlook.bls]
growthPercent = 0
growthPercentile = 26
direction = "About average"
annualOpeningsThousands = 3.2
annualOpeningsPercentile = 39
employment2024Thousands = 38.3
employment2034Thousands = 38.3

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.1192367
percentile = 46
band = "Moderate"
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 = 0.5
percentile = 44
band = "Moderate"
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 = 0.22508751084312686
percentile = 75
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 = "Document test results, using cameras, spreadsheets, documents, or other tools."
usagePercent = 0.013968259185157494
importance = 4.26

[[aiOutlook.usageTasks]]
task = "Analyze test data for automotive systems, subsystems, or component parts."
usagePercent = 0.006162467287569483
importance = 4.11

[[aiOutlook.usageTasks]]
task = "Read and interpret blueprints, schematics, work specifications, drawings, or charts."
usagePercent = 0.0030812336437847413
importance = 4.19

[[aiOutlook.usageTasks]]
task = "Set up mechanical, hydraulic, or electric test equipment in accordance with engineering specifications, standards, or test procedures."
usagePercent = 0.0023622791269016347
importance = 4.22

[[aiOutlook.usageTasks]]
task = "Participate in research or testing of computerized automotive applications, such as telemetrics, intelligent transportation systems, artificial intelligence, or automatic control."
usagePercent = 0.0015406168218923706
importance = 3.36

[[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 = 2
totalSample = 60
autonomyMedian = 3
dominantCollaboration = "directive"
automationShare = 43.59
workUsePercent = 53.85
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "directive"
percent = 43.59

[[aiPlaybook.useCase]]
label = "work"
percent = 53.85

[[aiPlaybook.useCase]]
label = "personal"
percent = 41.03

[[aiPlaybook.delegatedTasks]]
task = "Read and interpret blueprints, schematics, work specifications, drawings, or charts."
usagePercent = 0.0039004875609451183
collaboration = "directive"
autonomyMedian = 3
sampleCount = 39

[[aiPlaybook.boundaryTasks]]
task = "Read and interpret blueprints, schematics, work specifications, drawings, or charts."
humanNeededPercent = 100
sampleCount = 39

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: read and interpret blueprints, schematics, work specifications, drawings, or charts. Give me a finished draft I can review and adjust."
collaboration = "directive"

[counts]
tasks = 18
skills = 36
capabilities = 120
tools = 11
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "8a700041ff3d3907"

[[tasks]]
text = "Document test results, using cameras, spreadsheets, documents, or other tools."
type = "Core"
iwa = "4.A.3.b.6.i"

[[tasks]]
text = "Set up mechanical, hydraulic, or electric test equipment in accordance with engineering specifications, standards, or test procedures."
type = "Core"
iwa = "4.A.3.a.3.f"

[[tasks]]
text = "Read and interpret blueprints, schematics, work specifications, drawings, or charts."
type = "Core"
iwa = "4.A.1.a.1.b"

[[tasks]]
text = "Inspect or test parts to determine nature or cause of defects or malfunctions."
type = "Core"
iwa = "4.A.1.b.2.f"

[[tasks]]
text = "Monitor computer-controlled test equipment, according to written or verbal instructions."
type = "Core"
iwa = "4.A.1.a.2.b"

[[tasks]]
text = "Analyze test data for automotive systems, subsystems, or component parts."
type = "Core"
iwa = "4.A.2.a.4.l"

[[tasks]]
text = "Install equipment, such as instrumentation, test equipment, engines, or aftermarket products, to ensure proper interfaces."
type = "Core"
iwa = "4.A.3.a.2.t"

[[tasks]]
text = "Perform or execute manual or automated tests of automotive system or component performance, efficiency, or durability."
type = "Core"
iwa = "4.A.1.b.2.l"

[[tasks]]
text = "Maintain test equipment in operational condition by performing routine maintenance or making minor repairs or adjustments as needed."
type = "Core"
iwa = "4.A.3.b.5.c"

[[tasks]]
text = "Analyze performance of vehicles or components that have been redesigned to increase fuel efficiency, such as camless or dual-clutch engines or alternative types of air-conditioning systems."
type = "Core"
iwa = "4.A.2.a.4.g"

[[tasks]]
text = "Improve fuel efficiency by testing vehicles or components that use lighter materials, such as aluminum, magnesium alloy, or plastic."
type = "Core"
iwa = "4.A.1.b.2.c"

[[tasks]]
text = "Fabricate new or modify existing prototype components or fixtures."
type = "Core"
iwa = "4.A.3.b.2.d"

[[activities]]
name = "Design electronic or computer equipment or instrumentation."
iwa = "4.A.3.b.2.e"

[[activities]]
name = "Purchase materials, equipment, or other resources."
iwa = "4.A.4.c.3.e"

[[activities]]
name = "Operate industrial equipment."
iwa = "4.A.3.a.3.f"

[[activities]]
name = "Recommend technical design or process changes to improve efficiency, quality, or performance."
iwa = "4.A.4.b.6.e"

[[activities]]
name = "Monitor the productivity or efficiency of industrial operations."
iwa = "4.A.1.a.2.b"

[[activities]]
name = "Review technical documents to plan work."
iwa = "4.A.1.a.1.b"

[[activities]]
name = "Maintain test equipment."
iwa = "4.A.3.b.5.c"

[[activities]]
name = "Install instrumentation or electronic equipment or systems."
iwa = "4.A.3.a.2.t"

[[activities]]
name = "Inspect finished products to locate flaws."
iwa = "4.A.1.b.2.f"

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

[[activities]]
name = "Document design or operational test results."
iwa = "4.A.3.b.6.i"

[[activities]]
name = "Create physical models or prototypes."
iwa = "4.A.3.b.2.d"

[[activities]]
name = "Analyze test or validation data."
iwa = "4.A.2.a.4.l"

[[activities]]
name = "Analyze operational data to evaluate operations, processes or products."
iwa = "4.A.2.a.4.g"

[[activities]]
name = "Test products for functionality or quality."
iwa = "4.A.1.b.2.c"

[[activities]]
name = "Research advanced engineering designs or applications."
iwa = "4.A.1.a.1.t"

[[activities]]
name = "Test green technologies or processes."
iwa = "4.A.1.b.2.b"

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 4.52

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 4.22

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 4.11

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.93

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

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

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.81

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.75

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

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

[[capabilities]]
name = "Physics"
family = "knowledge"
value = 3.67

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.62

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 3.62

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 3.5

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.5

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 3.5

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.5

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3.38

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.38

[[capabilities]]
name = "Finger Dexterity"
family = "ability"
value = 3.38

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

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

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.25

[[capabilities]]
name = "Writing"
family = "essential_skill"
value = 3.25

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.25

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

[[capabilities]]
name = "Quality Control Analysis"
family = "transferable_skill"
value = 3.25

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

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 3.25

[[capabilities]]
name = "Transportation"
family = "knowledge"
value = 3.15

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

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

[[capabilities]]
name = "Repairing"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Design"
family = "knowledge"
value = 3.12

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

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

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

[[capabilities]]
name = "Manual Dexterity"
family = "ability"
value = 3.12

[[capabilities]]
name = "Far Vision"
family = "ability"
value = 3.12

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Autodesk Inventor"
type = "Specialized Skill"

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

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

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

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

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

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

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

[[tools]]
example = "A&D Technology iTest"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

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

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

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

[[tools]]
example = "National Instruments LabVIEW"
category = "Development environment software"
hot = false
inDemand = false

[[tools]]
example = "PTC Creo Parametric"
category = "Computer aided design CAD software"
hot = false
inDemand = false

[[workContext]]
name = "E-Mail"
value = 4.96

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.89

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.77

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 4.67

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.41

[[workContext]]
name = "Telephone Conversations"
value = 4.37

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

[[workContext]]
name = "Contact With Others"
value = 4.19

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.93

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.85

[[workContext]]
name = "Time Pressure"
value = 3.81

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 3.7

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 3.67

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 3.67

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.56

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.56

[[workContext]]
name = "Physical Proximity"
value = 3.52

[[workContext]]
name = "Frequency of Decision Making"
value = 3.48

[[workContext]]
name = "Written Letters and Memos"
value = 3.41

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 3.33

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.33

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.33

[[workContext]]
name = "Consequence of Error"
value = 3.3

[[workContext]]
name = "Exposed to Contaminants"
value = 3.19

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 3.15

[[workContext]]
name = "Spend Time Standing"
value = 3.15

[[workContext]]
name = "Level of Competition"
value = 3.11

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.07

[[workContext]]
name = "Conflict Situations"
value = 2.89

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 2.85

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 2.85

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 2.85

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 2.81

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 2.78

[[workContext]]
name = "Spend Time Sitting"
value = 2.74

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.67

[[workContext]]
name = "Outdoors, Under Cover"
value = 2.63

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2.59

[[workContext]]
name = "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection"
value = 2.48

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.46

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 7

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 6.47

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 6.24

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 5.37

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.45

[[personFit]]
name = "Physical Science"
family = "specific_interest_area"
value = 3.34

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 2.98

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 2.8

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 2.6

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

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

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 2.45

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 1.93

[[personFit]]
name = "Intellectual Curiosity"
family = "work_style"
value = 1.86

[[personFit]]
name = "Innovation"
family = "work_style"
value = 1.77

[[personFit]]
name = "Integrity"
family = "work_style"
value = 1.7

[[relatedRoles]]
socCode = "17-3028.00"
slug = "role-17-3028-00"
title = "Calibration Technologists and Technicians"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "17-3021.00"
slug = "role-17-3021-00"
title = "Aerospace Engineering and Operations Technologists and 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 = "17-3023.00"
slug = "role-17-3023-00"
title = "Electrical and Electronic Engineering Technologists and Technicians"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "17-3024.01"
slug = "role-17-3024-01"
title = "Robotics Technicians"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "49-3023.00"
slug = "role-49-3023-00"
title = "Automotive Service Technicians and Mechanics"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "49-2093.00"
slug = "role-49-2093-00"
title = "Electrical and Electronics Installers and Repairers, Transportation Equipment"
tier = "Primary-Long"

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

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

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

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

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

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

[[careerClusters]]
cluster = "Supply Chain & Transportation"
slug = "supply-chain-transportation"

[[studyPrograms]]
title = "Engineering/Engineering-Related Technologies/Technicians"
slug = "engineering-engineering-related-technologies-technicians"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.38
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.1192367
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.2558563
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.273681
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
