entityType = "role"
schemaVersion = "role.v1"
slug = "role-49-1011-00"
socCode = "49-1011.00"
title = "First-Line Supervisors of Mechanics, Installers, and Repairers"
summary = "Directly supervise and coordinate the activities of mechanics, installers, and repairers. May also advise customers on recommended services. Excludes team or work leaders."
aliases = ["Maintenance Foreman", "Maintenance Manager", "Maintenance Supervisor", "Service Manager", "Electrical and Instrumentation Supervisor (E and I Supervisor)", "Facilities Maintenance Supervisor", "Facility Maintenance Supervisor", "Maintenance Coordinator", "Maintenance Planner", "Maintenance Superintendent", "AC Installer Supervisor (Air-Conditioning Installer Supervisor)", "AC Supervisor (Air Conditioning Supervisor)"]
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 = "High School Diploma"
percentage = 54.15

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 16.91

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 13.08

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 7.57

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 3.2

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 3.05

[[preparation.educationDistribution]]
label = "Doctoral Degree"
percentage = 2.05

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

[market]
medianWage = 78300
meanWage = 82930
pct10Wage = 48460
pct25Wage = 61240
pct75Wage = 99630
pct90Wage = 124280
employment = 600680
areaTitle = "U.S."

[industries]
count = 56

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 72420
medianWage = 64480
lq = 1.19

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 64640
medianWage = 80270
lq = 2.04

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 63560
medianWage = 68770
lq = 3.69

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 63050
medianWage = 92510
lq = 1.27

[[industries.top]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 58270
medianWage = 65080
lq = 6.32

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 41680
medianWage = 80830
lq = 1.77

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 39960
medianWage = 92210
lq = 1.39

[[industries.top]]
naics = "238220"
slug = "238220"
title = "Plumbing, Heating, and Air-Conditioning Contractors"
level = "National industry"
employment = 27660
medianWage = 79260
lq = 5.61

[[industries.top]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 24670
medianWage = 122610
lq = 10.93

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 22600
medianWage = 72920
lq = 0.64

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 18110
medianWage = 69290
lq = 0.2

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 17180
medianWage = 74470
lq = 0.32

[[industries.concentrated]]
naics = "237130"
slug = "237130"
title = "Power and Communication Line and Related Structures Construction"
level = "National industry"
employment = 13360
lq = 14.65

[[industries.concentrated]]
naics = "221115"
slug = "221115"
title = "Wind Electric Power Generation"
level = "National industry"
employment = 430
lq = 11.12

[[industries.concentrated]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 24670
lq = 10.93

[[industries.concentrated]]
naics = "221112"
slug = "221112"
title = "Fossil Fuel Electric Power Generation"
level = "National industry"
employment = 3010
lq = 10.84

[[industries.concentrated]]
naics = "221111"
slug = "221111"
title = "Hydroelectric Power Generation"
level = "National industry"
employment = 270
lq = 10.13

[[industries.concentrated]]
naics = "423820"
slug = "423820"
title = "Farm and Garden Machinery and Equipment Merchant Wholesalers"
level = "National industry"
employment = 3810
lq = 8.57

[[industries.concentrated]]
naics = "221113"
slug = "221113"
title = "Nuclear Electric Power Generation"
level = "National industry"
employment = 1020
lq = 7.05

[[industries.concentrated]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 58270
lq = 6.32

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

[aiOutlook.index]
value = 51
percentile = 51
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 47
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 64
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 42
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.003
percentile = 0
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 = 0.02564102564102564
beta = 0.41025641025641024
gamma = 0.7948717948717948

[aiOutlook.bls]
growthPercent = 3.1
growthPercentile = 53
direction = "About average"
annualOpeningsThousands = 52.4
annualOpeningsPercentile = 90
employment2024Thousands = 617.5
employment2034Thousands = 636.5

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.0205169
percentile = 47
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 = 0.7948717948717948
percentile = 64
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 = 0.12612640460164426
percentile = 42
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 = "Examine objects, systems, or facilities and analyze information to determine needed installations, services, or repairs."
usagePercent = 0.009757239871985013
importance = 3.64

[[aiOutlook.usageTasks]]
task = "Develop or implement electronic maintenance programs or computer information management systems."
usagePercent = 0.008935577566975748
importance = 3.36

[[aiOutlook.usageTasks]]
task = "Counsel employees about work-related issues and assist employees to correct job-skill deficiencies."
usagePercent = 0.0022595713387754766
importance = 3.64

[[aiOutlook.usageTasks]]
task = "Compute estimates and actual costs of factors such as materials, labor, or outside contractors."
usagePercent = 0.0017460323981446867
importance = 3.75

[[aiOutlook.sources]]
source = "bls_employment_projections"
version = "2024-2034"

[[aiOutlook.sources]]
source = "dingel_neiman"
version = "dingel-neiman-workathome"

[[aiOutlook.sources]]
source = "felten_aioe"
version = "felten-raj-seamans-aioe"

[[aiOutlook.sources]]
source = "frey_osborne"
version = "frey-osborne-automation"

[[aiOutlook.sources]]
source = "microsoft_working_with_ai"
version = "working-with-ai"

[[aiOutlook.sources]]
source = "openai_gpts_are_gpts"
version = "gpts-are-gpts"

[aiPlaybook]
trustedTaskCount = 2
taskCount = 4
totalSample = 157
autonomyMedian = 3.5
dominantCollaboration = "directive"
automationShare = 35
augmentationShare = 28.34
workUsePercent = 78.33
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "directive"
percent = 35

[[aiPlaybook.collaboration]]
label = "learning"
percent = 14.17

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 14.17

[[aiPlaybook.useCase]]
label = "work"
percent = 78.33

[[aiPlaybook.delegatedTasks]]
task = "Develop or implement electronic maintenance programs or computer information management systems."
usagePercent = 0.0074009251156394555
collaboration = "directive"
autonomyMedian = 4
sampleCount = 74

[[aiPlaybook.delegatedTasks]]
task = "Examine objects, systems, or facilities and analyze information to determine needed installations, services, or repairs."
usagePercent = 0.004600575071883986
collaboration = "directive"
autonomyMedian = 3
sampleCount = 46

[[aiPlaybook.boundaryTasks]]
task = "Examine objects, systems, or facilities and analyze information to determine needed installations, services, or repairs."
humanNeededPercent = 100
sampleCount = 46

[[aiPlaybook.boundaryTasks]]
task = "Develop or implement electronic maintenance programs or computer information management systems."
humanNeededPercent = 83.78378378378379
sampleCount = 74

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: develop or implement electronic maintenance programs or computer information management systems. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: examine objects, systems, or facilities and analyze information to determine needed installations, services, or repairs. Give me a finished draft I can review and adjust."
collaboration = "directive"

[counts]
tasks = 22
skills = 48
capabilities = 120
tools = 35
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "78ae70724670e042"

[[tasks]]
text = "Inspect, test, and measure completed work, using devices such as hand tools or gauges to verify conformance to standards or repair requirements."
type = "Core"
iwa = "4.A.1.b.2.f"

[[tasks]]
text = "Inspect and monitor work areas, examine tools and equipment, and provide employee safety training to prevent, detect, and correct unsafe conditions or violations of procedures and safety rules."
type = "Core"
iwa = "4.A.1.a.2.g"

[[tasks]]
text = "Monitor employees' work levels and review work performance."
type = "Core"
iwa = "4.A.4.b.4.a"

[[tasks]]
text = "Interpret specifications, blueprints, or job orders to construct templates and lay out reference points for workers."
type = "Core"
iwa = "4.A.1.a.1.b"

[[tasks]]
text = "Perform skilled repair or maintenance operations, using equipment such as hand or power tools, hydraulic presses or shears, or welding equipment."
type = "Core"
iwa = "4.A.3.a.2.ai"

[[tasks]]
text = "Participate in budget preparation and administration, coordinating purchasing and documentation and monitoring departmental expenditures."
type = "Supplemental"
iwa = "4.A.4.a.2.c"

[[tasks]]
text = "Compute estimates and actual costs of factors such as materials, labor, or outside contractors."
type = "Core"
iwa = "4.A.1.b.3.b"

[[tasks]]
text = "Monitor tool and part inventories and the condition and maintenance of shops to ensure adequate working conditions."
type = "Core"
iwa = "4.A.4.c.3.a"

[[tasks]]
text = "Requisition materials and supplies, such as tools, equipment, or replacement parts."
type = "Core"
iwa = "4.A.4.c.3.e"

[[tasks]]
text = "Confer with personnel, such as management, engineering, quality control, customer, or union workers' representatives, to coordinate work activities, resolve employee grievances, or identify and review resource needs."
type = "Core"
iwa = "4.A.4.a.2.c"

[[tasks]]
text = "Determine schedules, sequences, and assignments for work activities, based on work priority, quantity of equipment, and skill of personnel."
type = "Core"
iwa = "4.A.2.b.5.b"

[[tasks]]
text = "Examine objects, systems, or facilities and analyze information to determine needed installations, services, or repairs."
type = "Core"
iwa = "4.A.1.b.2.g"

[[activities]]
name = "Maintain inventories of materials, equipment, or products."
iwa = "4.A.4.c.3.a"

[[activities]]
name = "Monitor work areas or procedures to ensure compliance with safety procedures."
iwa = "4.A.1.a.2.g"

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

[[activities]]
name = "Direct organizational operations, projects, or services."
iwa = "4.A.4.b.4.j"

[[activities]]
name = "Schedule repair, installation or maintenance activities."
iwa = "4.A.2.b.5.b"

[[activities]]
name = "Supervise employees."
iwa = "4.A.4.b.4.a"

[[activities]]
name = "Inspect systems to determine if they are operating properly."
iwa = "4.A.1.b.2.g"

[[activities]]
name = "Confer with coworkers to coordinate work activities."
iwa = "4.A.4.a.2.c"

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

[[activities]]
name = "Estimate costs for labor or materials."
iwa = "4.A.1.b.3.b"

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

[[activities]]
name = "Investigate industrial or transportation accidents."
iwa = "4.A.1.a.1.u"

[[activities]]
name = "Prepare accident or incident reports."
iwa = "4.A.3.b.6.o"

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

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

[[activities]]
name = "Document operational activities."
iwa = "4.A.3.b.6.h"

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

[[activities]]
name = "Plan work procedures."
iwa = "4.A.2.b.6.b"

[[activities]]
name = "Inspect completed work to ensure proper functioning."
iwa = "4.A.1.b.2.f"

[[activities]]
name = "Measure distances or dimensions."
iwa = "4.A.1.b.3.a"

[[activities]]
name = "Explain use of products or services."
iwa = "4.A.4.a.1.a"

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

[[activities]]
name = "Develop equipment or component configurations."
iwa = "4.A.3.b.2.c"

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

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 4

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 4

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 4

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.95

[[capabilities]]
name = "Management of Personnel Resources"
family = "transferable_skill"
value = 3.88

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

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

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

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 3.83

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

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.75

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

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

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3.75

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

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

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

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

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.72

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

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

[[capabilities]]
name = "Quality Control Analysis"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Operations Monitoring"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 3.33

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

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

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 3.25

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

[[capabilities]]
name = "Far Vision"
family = "ability"
value = 3.25

[[capabilities]]
name = "Personnel and Human Resources"
family = "knowledge"
value = 3.19

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.19

[[capabilities]]
name = "Learning Strategies"
family = "essential_skill"
value = 3.12

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3.12

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

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

[[capabilities]]
name = "Systems Evaluation"
family = "transferable_skill"
value = 3.12

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Microsoft Internet Explorer"
type = "Common Skill"

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

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

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

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

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

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

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

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

[[tools]]
example = "Microsoft Outlook"
category = "Electronic mail software"
hot = true
inDemand = true

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

[[tools]]
example = "Microsoft Access"
category = "Data base user interface and query software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft PowerPoint"
category = "Presentation software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Project"
category = "Project management software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft SharePoint"
category = "Document management 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 Primavera Enterprise Project Portfolio Management"
category = "Project management software"
hot = true
inDemand = false

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

[[tools]]
example = "Yardi software"
category = "Data base user interface and query software"
hot = true
inDemand = false

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

[[tools]]
example = "ComputerEase construction accounting software"
category = "Project management software"
hot = false
inDemand = false

[[tools]]
example = "Computerized maintenance management system CMMS"
category = "Facilities management software"
hot = false
inDemand = false

[[tools]]
example = "Cost accounting software"
category = "Accounting software"
hot = false
inDemand = false

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

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

[[tools]]
example = "HCSS HeavyBid"
category = "Project management software"
hot = false
inDemand = false

[[tools]]
example = "HCSS HeavyJob"
category = "Project management software"
hot = false
inDemand = false

[[tools]]
example = "IBM Domino"
category = "Communications server software"
hot = false
inDemand = false

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

[[tools]]
example = "Infor ERP SyteLine"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

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

[[tools]]
example = "Microsoft Dynamics"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

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

[[tools]]
example = "Oracle JD Edwards EnterpriseOne"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

[[tools]]
example = "Payroll software"
category = "Time accounting software"
hot = false
inDemand = false

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

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

[[tools]]
example = "Scheduling software"
category = "Calendar and scheduling software"
hot = false
inDemand = false

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

[[tools]]
example = "Vehicle management software"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[tools]]
example = "WorkTech MAXIMO"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

[[workContext]]
name = "Telephone Conversations"
value = 4.84

[[workContext]]
name = "Contact With Others"
value = 4.81

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.53

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.5

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.43

[[workContext]]
name = "E-Mail"
value = 4.41

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 4.41

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.36

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.35

[[workContext]]
name = "Health and Safety of Other Workers"
value = 4.25

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 4.24

[[workContext]]
name = "Frequency of Decision Making"
value = 4.09

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.97

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 3.95

[[workContext]]
name = "Time Pressure"
value = 3.93

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.87

[[workContext]]
name = "Exposed to Contaminants"
value = 3.81

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 3.78

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 3.54

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 3.42

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.38

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 3.38

[[workContext]]
name = "Physical Proximity"
value = 3.37

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 3.35

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 3.26

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 3.13

[[workContext]]
name = "Spend Time Sitting"
value = 3.11

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 3.04

[[workContext]]
name = "Spend Time Standing"
value = 3.01

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.91

[[workContext]]
name = "Level of Competition"
value = 2.91

[[workContext]]
name = "Written Letters and Memos"
value = 2.89

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.89

[[workContext]]
name = "Conflict Situations"
value = 2.87

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 2.74

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.73

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 2.67

[[workContext]]
name = "Consequence of Error"
value = 2.49

[[workContext]]
name = "Exposed to High Places"
value = 2.43

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 5.99

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 5.64

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 5.13

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

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.75

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 4.13

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 4

[[personFit]]
name = "Human Resources"
family = "specific_interest_area"
value = 3.75

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 3.56

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 3.56

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

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 2.64

[[personFit]]
name = "Leadership Orientation"
family = "work_style"
value = 2.64

[[personFit]]
name = "Teaching/Education"
family = "specific_interest_area"
value = 2.31

[[personFit]]
name = "Construction/Woodwork"
family = "specific_interest_area"
value = 2.29

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 2.21

[[relatedRoles]]
socCode = "51-1011.00"
slug = "role-51-1011-00"
title = "First-Line Supervisors of Production and Operating Workers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "47-1011.00"
slug = "role-47-1011-00"
title = "First-Line Supervisors of Construction Trades and Extraction Workers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "53-1042.00"
slug = "role-53-1042-00"
title = "First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "53-1044.00"
slug = "role-53-1044-00"
title = "First-Line Supervisors of Passenger Attendants"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "53-1043.00"
slug = "role-53-1043-00"
title = "First-Line Supervisors of Material-Moving Machine and Vehicle Operators"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "43-1011.00"
slug = "role-43-1011-00"
title = "First-Line Supervisors of Office and Administrative Support Workers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "37-1011.00"
slug = "role-37-1011-00"
title = "First-Line Supervisors of Housekeeping and Janitorial Workers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "39-1014.00"
slug = "role-39-1014-00"
title = "First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "45-1011.00"
slug = "role-45-1011-00"
title = "First-Line Supervisors of Farming, Fishing, and Forestry Workers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "41-1012.00"
slug = "role-41-1012-00"
title = "First-Line Supervisors of Non-Retail Sales Workers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "37-1012.00"
slug = "role-37-1012-00"
title = "First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers"
tier = "Supplemental"

[[relatedRoles]]
socCode = "11-1021.00"
slug = "role-11-1021-00"
title = "General and Operations Managers"
tier = "Supplemental"

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

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

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

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

[[studyPrograms]]
title = "Business, Management, Marketing, and Related Support Services"
slug = "business-management-marketing-and-related-support-services"

[[studyPrograms]]
title = "Construction Trades"
slug = "construction-trades"

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

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.003
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.0205169
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.0602245
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.114278
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
