entityType = "role"
schemaVersion = "role.v1"
slug = "role-49-9041-00"
socCode = "49-9041.00"
title = "Industrial Machinery Mechanics"
summary = "Repair, install, adjust, or maintain industrial production and processing machinery or refinery and pipeline distribution systems. May also install, dismantle, or move machinery and heavy equipment according to plans."
aliases = ["Industrial Machinery Mechanic", "Maintenance Technician", "Mechanic", "Overhauler", "Industrial Mechanic", "Loom Fixer", "Loom Technician", "Machine Adjuster", "Machine Mechanic", "Sewing Machine Mechanic", "Anode Rebuilder", "Appliance Fixer"]
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 = "Post-Secondary Certificate"
percentage = 47.22

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 39.09

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 13.7

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

[market]
medianWage = 63760
meanWage = 67160
pct10Wage = 45090
pct25Wage = 52710
pct75Wage = 78070
pct90Wage = 92730
employment = 421940
areaTitle = "U.S."

[industries]
count = 39

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 223700
medianWage = 64680
lq = 6.4

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 62970
medianWage = 62340
lq = 3.81

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 52870
medianWage = 60290
lq = 4.36

[[industries.top]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 18570
medianWage = 64230
lq = 11.83

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 10160
medianWage = 76030
lq = 0.5

[[industries.top]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 10060
medianWage = 96370
lq = 6.34

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 8490
medianWage = 59050
lq = 0.34

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 7670
medianWage = 59790
lq = 0.35

[[industries.top]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 6270
medianWage = 49980
lq = 0.97

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 4260
medianWage = 70220
lq = 0.14

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 2990
medianWage = 48880
lq = 0.41

[[industries.top]]
naics = "332710"
slug = "332710"
title = "Machine Shops"
level = "National industry"
employment = 2500
medianWage = 60510
lq = 3.52

[[industries.concentrated]]
naics = "221116"
slug = "221116"
title = "Geothermal Electric Power Generation"
level = "National industry"
employment = 120
lq = 65.45

[[industries.concentrated]]
naics = "221117"
slug = "221117"
title = "Biomass Electric Power Generation"
level = "National industry"
employment = 130
lq = 25.82

[[industries.concentrated]]
naics = "221111"
slug = "221111"
title = "Hydroelectric Power Generation"
level = "National industry"
employment = 370
lq = 19.77

[[industries.concentrated]]
naics = "221118"
slug = "221118"
title = "Other Electric Power Generation"
level = "National industry"
employment = 150
lq = 15.71

[[industries.concentrated]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 18570
lq = 11.83

[[industries.concentrated]]
naics = "221112"
slug = "221112"
title = "Fossil Fuel Electric Power Generation"
level = "National industry"
employment = 2260
lq = 11.58

[[industries.concentrated]]
naics = "221113"
slug = "221113"
title = "Nuclear Electric Power Generation"
level = "National industry"
employment = 1130
lq = 11.12

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 223700
lq = 6.4

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

[aiOutlook.index]
value = 26
percentile = 24
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 13
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 35
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 31
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.67
percentile = 56
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 = 0.1935483870967742
beta = 0.27419354838709675
gamma = 0.3548387096774194

[aiOutlook.bls]
growthPercent = 16.1
growthPercentile = 97
direction = "Growing fast"
annualOpeningsThousands = 45.7
annualOpeningsPercentile = 89
employment2024Thousands = 439.6
employment2034Thousands = 510.3

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -1.133177
percentile = 13
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 = 0.3548387096774194
percentile = 35
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 = 0.10350199317756668
percentile = 31
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 = "Enter codes and instructions to program computer-controlled machinery."
usagePercent = 0.016844077252689917
importance = 3.7

[[aiOutlook.usageTasks]]
task = "Analyze test results, machine error messages, or information obtained from operators to diagnose equipment problems."
usagePercent = 0.0039028959487940056
importance = 3.81

[[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 = 424
autonomyMedian = 4
dominantCollaboration = "directive"
automationShare = 73.68
augmentationShare = 22.81
workUsePercent = 64.16
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "directive"
percent = 37.59

[[aiPlaybook.collaboration]]
label = "feedback loop"
percent = 36.09

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 12.28

[[aiPlaybook.collaboration]]
label = "learning"
percent = 10.53

[[aiPlaybook.useCase]]
label = "work"
percent = 64.16

[[aiPlaybook.useCase]]
label = "personal"
percent = 22.56

[[aiPlaybook.useCase]]
label = "coursework"
percent = 13.28

[[aiPlaybook.delegatedTasks]]
task = "Enter codes and instructions to program computer-controlled machinery."
usagePercent = 0.03990498812351544
collaboration = "directive"
autonomyMedian = 4
sampleCount = 399

[[aiPlaybook.boundaryTasks]]
task = "Enter codes and instructions to program computer-controlled machinery."
humanNeededPercent = 68.1704260651629
sampleCount = 399

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: enter codes and instructions to program computer-controlled machinery. Give me a finished draft I can review and adjust."
collaboration = "directive"

[counts]
tasks = 16
skills = 37
capabilities = 120
tools = 15
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "0e3af4a6e5589f81"

[[tasks]]
text = "Repair or maintain the operating condition of industrial production or processing machinery or equipment."
type = "Core"
iwa = "4.A.3.b.5.a"

[[tasks]]
text = "Repair or replace broken or malfunctioning components of machinery or equipment."
type = "Core"
iwa = "4.A.3.b.4.c"

[[tasks]]
text = "Clean, lubricate, or adjust parts, equipment, or machinery."
type = "Core"
iwa = "4.A.3.a.1.c"

[[tasks]]
text = "Disassemble machinery or equipment to remove parts and make repairs."
type = "Core"
iwa = "4.A.3.a.2.s"

[[tasks]]
text = "Reassemble equipment after completion of inspections, testing, or repairs."
type = "Core"
iwa = "4.A.3.a.2.d"

[[tasks]]
text = "Examine parts for defects, such as breakage or excessive wear."
type = "Core"
iwa = "4.A.1.b.2.g"

[[tasks]]
text = "Operate newly repaired machinery or equipment to verify the adequacy of repairs."
type = "Core"
iwa = "4.A.1.b.2.l"

[[tasks]]
text = "Record repairs and maintenance performed."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Record parts or materials used and order or requisition new parts or materials, as necessary."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Observe and test the operation of machinery or equipment to diagnose malfunctions, using voltmeters or other testing devices."
type = "Core"
iwa = "4.A.1.a.2.a"

[[tasks]]
text = "Analyze test results, machine error messages, or information obtained from operators to diagnose equipment problems."
type = "Core"
iwa = "4.A.2.a.4.l"

[[tasks]]
text = "Study blueprints or manufacturers' manuals to determine correct installation or operation of machinery."
type = "Core"
iwa = "4.A.1.a.1.b"

[[activities]]
name = "Disassemble equipment for maintenance or repair."
iwa = "4.A.3.a.2.s"

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

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

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

[[activities]]
name = "Inspect mechanical equipment to locate damage, defects, or wear."
iwa = "4.A.1.b.2.g"

[[activities]]
name = "Reassemble equipment after repair."
iwa = "4.A.3.a.2.d"

[[activities]]
name = "Observe equipment in operation to detect potential problems."
iwa = "4.A.1.a.2.a"

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

[[activities]]
name = "Clean equipment, parts, or tools to repair or maintain them in good working order."
iwa = "4.A.3.a.1.c"

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

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

[[activities]]
name = "Analyze test or performance data to assess equipment operation."
iwa = "4.A.2.a.4.l"

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

[[activities]]
name = "Interpret blueprints, specifications, or diagrams to inform installation, development or operation activities."
iwa = "4.A.1.a.1.b"

[[activities]]
name = "Record information about parts, materials or repair procedures."
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Order materials, supplies, or equipment."
iwa = "4.A.4.c.3.e"

[[activities]]
name = "Cut materials according to specifications or needs."
iwa = "4.A.3.a.2.l"

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

[[activities]]
name = "Train others in operational procedures."
iwa = "4.A.4.b.3.d"

[[activities]]
name = "Enter codes or other information into computers."
iwa = "4.A.3.b.1.f"

[[activities]]
name = "Plan employee work schedules."
iwa = "4.A.4.b.1.f"

[[activities]]
name = "Assign duties or work schedules to employees."
iwa = "4.A.4.b.1.f"

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 4.27

[[capabilities]]
name = "Operations Monitoring"
family = "transferable_skill"
value = 4

[[capabilities]]
name = "Operation and Control"
family = "transferable_skill"
value = 4

[[capabilities]]
name = "Equipment Maintenance"
family = "transferable_skill"
value = 4

[[capabilities]]
name = "Troubleshooting"
family = "transferable_skill"
value = 4

[[capabilities]]
name = "Repairing"
family = "transferable_skill"
value = 4

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

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

[[capabilities]]
name = "Quality Control Analysis"
family = "transferable_skill"
value = 3.75

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 3.75

[[capabilities]]
name = "Reaction Time"
family = "ability"
value = 3.75

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

[[capabilities]]
name = "Multilimb Coordination"
family = "ability"
value = 3.62

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.51

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

[[capabilities]]
name = "Hearing Sensitivity"
family = "ability"
value = 3.5

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 3.42

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 3.34

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

[[capabilities]]
name = "Visualization"
family = "ability"
value = 3.25

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

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

[[capabilities]]
name = "Active Learning"
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 = "Equipment Selection"
family = "transferable_skill"
value = 3.12

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

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 3.12

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

[[capabilities]]
name = "Static Strength"
family = "ability"
value = 3.12

[[capabilities]]
name = "Trunk Strength"
family = "ability"
value = 3.12

[[capabilities]]
name = "Extent Flexibility"
family = "ability"
value = 3.12

[[capabilities]]
name = "Auditory Attention"
family = "ability"
value = 3.12

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.06

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 3

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3

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

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

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

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

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

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

[[skills]]
name = "Equipment Selection"
type = "Specialized 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 = "Active Learning"
type = "Common Skill"

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Presentation Software"
type = "Specialized Skill"

[[skills]]
name = "Industrial Control Software"
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 Outlook"
category = "Electronic mail software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft PowerPoint"
category = "Presentation 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 = "BIT Corp ProMACS PLC"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "Extranet Machine Tools Suite"
category = "Computer aided manufacturing CAM software"
hot = false
inDemand = false

[[tools]]
example = "Inventory tracking software"
category = "Inventory management software"
hot = false
inDemand = false

[[tools]]
example = "KEYENCE PLC Ladder Logic"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "Maintenance management software"
category = "Facilities management software"
hot = false
inDemand = false

[[tools]]
example = "Maintenance planning and control software"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[tools]]
example = "Programmable logic controller PLC software"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "Supervisory control and data acquisition SCADA software"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "Web browser software"
category = "Internet browser software"
hot = false
inDemand = false

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 4.65

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.56

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.45

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.36

[[workContext]]
name = "Contact With Others"
value = 4.22

[[workContext]]
name = "Exposed to Contaminants"
value = 4.1

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 4.06

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 3.99

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

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.94

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 3.93

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.9

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.72

[[workContext]]
name = "Time Pressure"
value = 3.69

[[workContext]]
name = "Physical Proximity"
value = 3.68

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 3.56

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.51

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.5

[[workContext]]
name = "Spend Time Walking or Running"
value = 3.45

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 3.37

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 3.33

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.25

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 3.21

[[workContext]]
name = "Telephone Conversations"
value = 3.13

[[workContext]]
name = "Exposed to High Places"
value = 3.08

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.07

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.94

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 2.93

[[workContext]]
name = "E-Mail"
value = 2.9

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 2.9

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

[[workContext]]
name = "Frequency of Decision Making"
value = 2.79

[[workContext]]
name = "In an Open Vehicle or Operating Equipment"
value = 2.75

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 2.69

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.68

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.65

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 2.6

[[workContext]]
name = "Conflict Situations"
value = 2.53

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2.52

[[workContext]]
name = "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection"
value = 2.5

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

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 6.6

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 5.3

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 4.99

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.33

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 3.01

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

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

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 2.35

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 2.1

[[personFit]]
name = "Construction/Woodwork"
family = "specific_interest_area"
value = 1.96

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 1.92

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 1.82

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

[[personFit]]
name = "Physical Science"
family = "specific_interest_area"
value = 1.51

[[personFit]]
name = "Integrity"
family = "work_style"
value = 1.48

[[relatedRoles]]
socCode = "49-9043.00"
slug = "role-49-9043-00"
title = "Maintenance Workers, Machinery"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "49-2092.00"
slug = "role-49-2092-00"
title = "Electric Motor, Power Tool, and Related Repairers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-4081.00"
slug = "role-51-4081-00"
title = "Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic"
tier = "Primary-Short"

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

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

[[relatedRoles]]
socCode = "51-4035.00"
slug = "role-51-4035-00"
title = "Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-4033.00"
slug = "role-51-4033-00"
title = "Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "49-9012.00"
slug = "role-49-9012-00"
title = "Control and Valve Installers and Repairers, Except Mechanical Door"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "49-9044.00"
slug = "role-49-9044-00"
title = "Millwrights"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-4034.00"
slug = "role-51-4034-00"
title = "Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "51-2022.00"
slug = "role-51-2022-00"
title = "Electrical and Electronic Equipment Assemblers"
tier = "Supplemental"

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

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

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

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.67
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -1.133177
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.8465762
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -1.217021
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
