entityType = "role"
schemaVersion = "role.v1"
slug = "role-49-9044-00"
socCode = "49-9044.00"
title = "Millwrights"
summary = "Install, dismantle, or move machinery and heavy equipment according to layout plans, blueprints, or other drawings."
aliases = ["Maintenance Millwright", "Millwright", "Millwright Foreman", "Millwright Instructor", "Maintenance Mechanic", "Millwright Business Representative (Millwright Business Rep)", "Millwright General Foreman", "Precision Millwright", "Automated Equipment Engineer", "Automated Equipment Engineering Technician (Automated Equipment Engineering Tech)", "Automated Equipment Technician (Automated Equipment Tech)", "Automobile Equipment Engineer Technician (Auto Equipment Engineer Tech)"]

[preparation]
jobZone = "2"
jobZoneName = "Job Zone 1-2: Very Little to Some Preparation Needed"
education = "Usually requires a high school diploma or GED, though some occupations may not."
experience = "Some occupations may need little or no previous experience; others require several months to a year of experience. For example, landscaping and groundskeeping workers might require very little training or previous experience, while agricultural equipment operators can benefit from on-the job training."
svpRange = "(Below 6.0)"

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 45.45

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 36.36

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 9.09

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 4.55

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 4.55

[educationLevel]
category = "High school diploma or equivalent"
slug = "high-school-diploma-or-equivalent"

[market]
medianWage = 65170
meanWage = 68640
pct10Wage = 45100
pct25Wage = 55420
pct75Wage = 80580
pct90Wage = 93740
employment = 40660
areaTitle = "U.S."

[industries]
count = 19

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 17600
medianWage = 63870
lq = 8.22

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 14500
medianWage = 67550
lq = 4.31

[[industries.top]]
naics = "238290"
slug = "238290"
title = "Other Building Equipment Contractors"
level = "National industry"
employment = 8150
medianWage = 64510
lq = 201.26

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 3390
medianWage = 63940
lq = 2.9

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 1820
medianWage = 50610
lq = 0.76

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 1560
medianWage = 47910
lq = 2.23

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 1510
medianWage = 51780
lq = 0.95

[[industries.top]]
naics = "238220"
slug = "238220"
title = "Plumbing, Heating, and Air-Conditioning Contractors"
level = "National industry"
employment = 1450
medianWage = 62840
lq = 4.34

[[industries.top]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 580
medianWage = 80280
lq = 3.84

[[industries.top]]
naics = "332710"
slug = "332710"
title = "Machine Shops"
level = "National industry"
employment = 560
medianWage = 54400
lq = 8.18

[[industries.top]]
naics = "237130"
slug = "237130"
title = "Power and Communication Line and Related Structures Construction"
level = "National industry"
employment = 440
medianWage = 97700
lq = 7.13

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 400
medianWage = 75680
lq = 0.14

[[industries.concentrated]]
naics = "238290"
slug = "238290"
title = "Other Building Equipment Contractors"
level = "National industry"
employment = 8150
lq = 201.26

[[industries.concentrated]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 17600
lq = 8.22

[[industries.concentrated]]
naics = "332710"
slug = "332710"
title = "Machine Shops"
level = "National industry"
employment = 560
lq = 8.18

[[industries.concentrated]]
naics = "237130"
slug = "237130"
title = "Power and Communication Line and Related Structures Construction"
level = "National industry"
employment = 440
lq = 7.13

[[industries.concentrated]]
naics = "423820"
slug = "423820"
title = "Farm and Garden Machinery and Equipment Merchant Wholesalers"
level = "National industry"
employment = 170
lq = 5.65

[[industries.concentrated]]
naics = "238220"
slug = "238220"
title = "Plumbing, Heating, and Air-Conditioning Contractors"
level = "National industry"
employment = 1450
lq = 4.34

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 14500
lq = 4.31

[[industries.concentrated]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 580
lq = 3.84

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

[aiOutlook.index]
value = 11
percentile = 7
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 9
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 7
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 16
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.59
percentile = 50
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
beta = 0.021739130434782608
gamma = 0.043478260869565216

[aiOutlook.bls]
growthPercent = 0
growthPercentile = 26
direction = "About average"
annualOpeningsThousands = 3.6
annualOpeningsPercentile = 40
employment2024Thousands = 41.3
employment2034Thousands = 41.3

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -1.266085
percentile = 9
band = "Low"
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 = 0.043478260869565216
percentile = 7
band = "Low"
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 = 0.06296047417373524
percentile = 16
band = "Low"
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 = "Troubleshoot equipment, electrical components, hydraulics, or other mechanical systems."
usagePercent = 0.004211019313172479
importance = 4

[[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"

[counts]
tasks = 23
skills = 34
capabilities = 120
tools = 7
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "6594cefdfb8c00d3"

[[tasks]]
text = "Replace defective parts of machine, or adjust clearances and alignment of moving parts."
type = "Core"
iwa = "4.A.3.a.2.i"

[[tasks]]
text = "Align machines or equipment, using hoists, jacks, hand tools, squares, rules, micrometers, lasers, or plumb bobs."
type = "Core"
iwa = "4.A.3.a.2.ao"

[[tasks]]
text = "Insert shims, adjust tension on nuts and bolts, or position parts, using hand tools and measuring instruments, to set specified clearances between moving and stationary parts."
type = "Core"
iwa = "4.A.3.a.2.i"

[[tasks]]
text = "Signal crane operator to lower basic assembly units to bedplate, and align unit to centerline."
type = "Core"
iwa = "4.A.3.a.2.ao"

[[tasks]]
text = "Conduct preventative maintenance and repair, and lubricate machines and equipment."
type = "Core"
iwa = "4.A.3.b.5.a"

[[tasks]]
text = "Assemble and install equipment, using hand tools and power tools."
type = "Core"
iwa = "4.A.3.a.2.d"

[[tasks]]
text = "Assemble machines, and bolt, weld, rivet, or otherwise fasten them to foundation or other structures, using hand tools and power tools."
type = "Core"
iwa = "4.A.3.a.2.d"

[[tasks]]
text = "Move machinery and equipment, using hoists, dollies, rollers, and trucks."
type = "Core"
iwa = "4.A.3.a.1.j"

[[tasks]]
text = "Level bedplate and establish centerline, using straightedge, levels, and transit."
type = "Core"
iwa = "4.A.3.a.2.v"

[[tasks]]
text = "Dismantle machines, using hammers, wrenches, crowbars, and other hand tools."
type = "Core"
iwa = "4.A.3.a.2.s"

[[tasks]]
text = "Bolt parts, such as side and deck plates, jaw plates, and journals, to basic assembly unit."
type = "Core"
iwa = "4.A.3.a.2.d"

[[tasks]]
text = "Lay out mounting holes, using measuring instruments, and drill holes with power drill."
type = "Core"
iwa = "4.A.3.a.2.ad"

[[emergingTasks]]
text = "Inventory and store parts, tools, and equipment."

[[activities]]
name = "Lubricate equipment to allow proper functioning."
iwa = "4.A.3.b.5.a"

[[activities]]
name = "Maintain work equipment or machinery."
iwa = "4.A.3.b.5.a"

[[activities]]
name = "Fabricate parts or components."
iwa = "4.A.3.a.2.aa"

[[activities]]
name = "Operate welding equipment."
iwa = "4.A.3.a.2.ai"

[[activities]]
name = "Repair worn, damaged, or defective mechanical parts."
iwa = "4.A.3.b.4.c"

[[activities]]
name = "Troubleshoot equipment or systems operation problems."
iwa = "4.A.2.b.1.b"

[[activities]]
name = "Align equipment or machinery."
iwa = "4.A.3.a.2.ao"

[[activities]]
name = "Adjust equipment to ensure optimal performance."
iwa = "4.A.3.a.2.i"

[[activities]]
name = "Replace worn, damaged, or defective mechanical parts."
iwa = "4.A.3.b.4.c"

[[activities]]
name = "Test mechanical equipment to ensure proper functioning."
iwa = "4.A.1.b.2.l"

[[activities]]
name = "Assemble mechanical components or machine parts."
iwa = "4.A.3.a.2.d"

[[activities]]
name = "Position equipment using hand tools, power tools, or heavy equipment."
iwa = "4.A.3.a.2.v"

[[activities]]
name = "Communicate with coworkers to coordinate installations or repairs."
iwa = "4.A.4.a.2.c"

[[activities]]
name = "Adjust the tension of nuts or bolts."
iwa = "4.A.3.a.2.i"

[[activities]]
name = "Move materials, equipment, or supplies."
iwa = "4.A.3.a.1.j"

[[activities]]
name = "Operate cranes, hoists, or other moving or lifting equipment."
iwa = "4.A.3.a.3.h"

[[activities]]
name = "Bolt objects into place."
iwa = "4.A.3.a.2.d"

[[activities]]
name = "Drill holes in parts, equipment, or materials."
iwa = "4.A.3.a.2.ad"

[[activities]]
name = "Lay out work according to specifications."
iwa = "4.A.3.a.2.ao"

[[activities]]
name = "Level machines or equipment."
iwa = "4.A.3.a.2.v"

[[activities]]
name = "Dismantle heavy equipment or machinery."
iwa = "4.A.3.a.2.s"

[[activities]]
name = "Operate heating or drying equipment."
iwa = "4.A.3.a.3.f"

[[activities]]
name = "Install programs onto computer or computer-controlled equipment."
iwa = "4.A.3.b.1.c"

[[activities]]
name = "Grind parts to required dimensions."
iwa = "4.A.3.a.2.o"

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 4.81

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 4.36

[[capabilities]]
name = "Building and Construction"
family = "knowledge"
value = 4.23

[[capabilities]]
name = "Manual Dexterity"
family = "ability"
value = 4.12

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 4

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

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 3.88

[[capabilities]]
name = "Finger Dexterity"
family = "ability"
value = 3.88

[[capabilities]]
name = "Control Precision"
family = "ability"
value = 3.88

[[capabilities]]
name = "Multilimb Coordination"
family = "ability"
value = 3.88

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.77

[[capabilities]]
name = "Installation"
family = "transferable_skill"
value = 3.75

[[capabilities]]
name = "Equipment Maintenance"
family = "transferable_skill"
value = 3.75

[[capabilities]]
name = "Troubleshooting"
family = "transferable_skill"
value = 3.75

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

[[capabilities]]
name = "Static Strength"
family = "ability"
value = 3.75

[[capabilities]]
name = "Trunk Strength"
family = "ability"
value = 3.75

[[capabilities]]
name = "Extent Flexibility"
family = "ability"
value = 3.75

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.62

[[capabilities]]
name = "Operations Monitoring"
family = "transferable_skill"
value = 3.62

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

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

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 3.48

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.45

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.41

[[capabilities]]
name = "Operation and Control"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 3.38

[[capabilities]]
name = "Design"
family = "knowledge"
value = 3.27

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

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

[[capabilities]]
name = "Hearing Sensitivity"
family = "ability"
value = 3.25

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 3.18

[[capabilities]]
name = "Physics"
family = "knowledge"
value = 3.18

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

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

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.12

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

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 3.12

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[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 Outlook"
category = "Electronic mail 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

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 5

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.91

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.91

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 4.77

[[workContext]]
name = "Health and Safety of Other Workers"
value = 4.68

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.68

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.64

[[workContext]]
name = "Time Pressure"
value = 4.59

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 4.5

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 4.5

[[workContext]]
name = "Contact With Others"
value = 4.41

[[workContext]]
name = "Consequence of Error"
value = 4.41

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 4.36

[[workContext]]
name = "Physical Proximity"
value = 4.36

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.36

[[workContext]]
name = "Exposed to Contaminants"
value = 4.32

[[workContext]]
name = "Frequency of Decision Making"
value = 4.32

[[workContext]]
name = "Spend Time Standing"
value = 4.27

[[workContext]]
name = "Telephone Conversations"
value = 4.23

[[workContext]]
name = "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection"
value = 4.23

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 4.14

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 4.09

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 4.05

[[workContext]]
name = "E-Mail"
value = 3.95

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.91

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 3.91

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.91

[[workContext]]
name = "Exposed to High Places"
value = 3.86

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 3.77

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.73

[[workContext]]
name = "Outdoors, Under Cover"
value = 3.73

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 3.67

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.64

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.64

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

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 3.45

[[workContext]]
name = "In an Open Vehicle or Operating Equipment"
value = 3.41

[[workContext]]
name = "Level of Competition"
value = 3.36

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 3.09

[[workContext]]
name = "Spend Time Walking or Running"
value = 3.09

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

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 6.06

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 6.06

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 4.79

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 3.63

[[personFit]]
name = "Construction/Woodwork"
family = "specific_interest_area"
value = 2.71

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 2.68

[[personFit]]
name = "Dependability"
family = "work_style"
value = 2.59

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 2.52

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2.47

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 1.96

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 1.59

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 1.59

[[personFit]]
name = "Perseverance"
family = "work_style"
value = 1.58

[[personFit]]
name = "Physical Science"
family = "specific_interest_area"
value = 1.35

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 1.27

[[relatedRoles]]
socCode = "51-2011.00"
slug = "role-51-2011-00"
title = "Aircraft Structure, Surfaces, Rigging, and Systems Assemblers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "49-9071.00"
slug = "role-49-9071-00"
title = "Maintenance and Repair Workers, General"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "49-9041.00"
slug = "role-49-9041-00"
title = "Industrial Machinery Mechanics"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-2031.00"
slug = "role-51-2031-00"
title = "Engine and Other Machine Assemblers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "47-2011.00"
slug = "role-47-2011-00"
title = "Boilermakers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-4041.00"
slug = "role-51-4041-00"
title = "Machinists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "47-2221.00"
slug = "role-47-2221-00"
title = "Structural Iron and Steel Workers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "49-3042.00"
slug = "role-49-3042-00"
title = "Mobile Heavy Equipment Mechanics, Except Engines"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-2041.00"
slug = "role-51-2041-00"
title = "Structural Metal Fabricators and Fitters"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-4122.00"
slug = "role-51-4122-00"
title = "Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "47-3013.00"
slug = "role-47-3013-00"
title = "Helpers--Electricians"
tier = "Supplemental"

[[relatedRoles]]
socCode = "49-9098.00"
slug = "role-49-9098-00"
title = "Helpers--Installation, Maintenance, and Repair Workers"
tier = "Supplemental"

[[careerClusters]]
cluster = "Construction"
slug = "construction"

[[studyPrograms]]
title = "Mechanic and Repair Technologies/Technicians"
slug = "mechanic-and-repair-technologies-technicians"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.59
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -1.266085
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.9461099
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -1.283911
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
