entityType = "role"
schemaVersion = "role.v1"
slug = "role-51-1011-00"
socCode = "51-1011.00"
title = "First-Line Supervisors of Production and Operating Workers"
summary = "Directly supervise and coordinate the activities of production and operating workers, such as inspectors, precision workers, machine setters and operators, assemblers, fabricators, and plant and system operators. Excludes team or work leaders."
aliases = ["Assembly Supervisor", "Manufacturing Supervisor", "Production Manager", "Production Supervisor", "Line Supervisor", "Molding Supervisor", "Plant Supervisor", "Quality Assurance Supervisor (QA Supervisor)", "Abattoir Supervisor", "Abrasive and Polished Products Supervisor", "Acid Supervisor", "Aerosol 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 = 32.83

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 14.96

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 14.17

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 13.62

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 11.96

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 11.6

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 0.86

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

[market]
medianWage = 71190
meanWage = 74540
pct10Wage = 45790
pct25Wage = 56330
pct75Wage = 86770
pct90Wage = 106960
employment = 685140
areaTitle = "U.S."

[industries]
count = 50

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 497140
medianWage = 72800
lq = 8.77

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 38940
medianWage = 50800
lq = 0.56

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 32660
medianWage = 67920
lq = 1.22

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 14770
medianWage = 57800
lq = 0.75

[[industries.top]]
naics = "332710"
slug = "332710"
title = "Machine Shops"
level = "National industry"
employment = 12960
medianWage = 75400
lq = 11.23

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 12050
medianWage = 77740
lq = 0.25

[[industries.top]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 11810
medianWage = 126140
lq = 4.59

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 11680
medianWage = 59860
lq = 0.29

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 9470
medianWage = 76370
lq = 0.26

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 8310
medianWage = 76260
lq = 0.25

[[industries.top]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
employment = 4600
medianWage = 51490
lq = 0.07

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 4310
medianWage = 49030
lq = 0.37

[[industries.concentrated]]
naics = "221117"
slug = "221117"
title = "Biomass Electric Power Generation"
level = "National industry"
employment = 120
lq = 14.68

[[industries.concentrated]]
naics = "332710"
slug = "332710"
title = "Machine Shops"
level = "National industry"
employment = 12960
lq = 11.23

[[industries.concentrated]]
naics = "221113"
slug = "221113"
title = "Nuclear Electric Power Generation"
level = "National industry"
employment = 1780
lq = 10.79

[[industries.concentrated]]
naics = "339910"
slug = "339910"
title = "Jewelry and Silverware Manufacturing"
level = "National industry"
employment = 800
lq = 9.04

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 497140
lq = 8.77

[[industries.concentrated]]
naics = "221112"
slug = "221112"
title = "Fossil Fuel Electric Power Generation"
level = "National industry"
employment = 2740
lq = 8.65

[[industries.concentrated]]
naics = "221111"
slug = "221111"
title = "Hydroelectric Power Generation"
level = "National industry"
employment = 260
lq = 8.55

[[industries.concentrated]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 11810
lq = 4.59

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

[aiOutlook.index]
value = 60
percentile = 59
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

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

[[aiOutlook.index.components]]
percentile = 53
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 80
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.016
percentile = 12
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 = 0.15000000000000002
beta = 0.4
gamma = 0.65

[aiOutlook.bls]
growthPercent = 1.2
growthPercentile = 33
direction = "About average"
annualOpeningsThousands = 67.7
annualOpeningsPercentile = 91
employment2024Thousands = 698.6
employment2034Thousands = 706.9

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.0845282
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 = 0.65
percentile = 53
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 = 0.25019444396288815
percentile = 80
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 = "Set up and adjust machines and equipment."
usagePercent = 0.0017460323981446867
importance = 3.63

[[aiOutlook.usageTasks]]
task = "Plan and develop new products and production processes."
usagePercent = 0.0015406168218923706
importance = 3.12

[[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 = 20
skills = 49
capabilities = 120
tools = 51
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "21cca08b24e81b1f"

[[tasks]]
text = "Enforce safety and sanitation regulations."
type = "Core"
iwa = "4.A.3.a.1.k"

[[tasks]]
text = "Keep records of employees' attendance and hours worked."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Inspect materials, products, or equipment to detect defects or malfunctions."
type = "Core"
iwa = "4.A.1.b.2.g"

[[tasks]]
text = "Read and analyze charts, work orders, production schedules, and other records and reports to determine production requirements and to evaluate current production estimates and outputs."
type = "Core"
iwa = "4.A.1.a.1.b"

[[tasks]]
text = "Plan and establish work schedules, assignments, and production sequences to meet production goals."
type = "Core"
iwa = "4.A.2.b.6.b"

[[tasks]]
text = "Confer with other supervisors to coordinate operations and activities within or between departments."
type = "Core"
iwa = "4.A.4.a.2.c"

[[tasks]]
text = "Interpret specifications, blueprints, job orders, and company policies and procedures for workers."
type = "Core"
iwa = "4.A.4.b.3.e"

[[tasks]]
text = "Direct and coordinate the activities of employees engaged in the production or processing of goods, such as inspectors, machine setters, or fabricators."
type = "Core"
iwa = "4.A.4.b.4.j"

[[tasks]]
text = "Observe work and monitor gauges, dials, and other indicators to ensure that operators conform to production or processing standards."
type = "Core"
iwa = "4.A.1.a.2.a"

[[tasks]]
text = "Conduct employee training in equipment operations or work and safety procedures, or assign employee training to experienced workers."
type = "Core"
iwa = "4.A.4.b.3.e"

[[tasks]]
text = "Evaluate employee performance."
type = "Core"
iwa = "4.A.2.a.1.d"

[[tasks]]
text = "Confer with management or subordinates to resolve worker problems, complaints, or grievances."
type = "Core"
iwa = "4.A.4.b.1.a"

[[activities]]
name = "Instruct workers to use equipment or perform technical procedures."
iwa = "4.A.4.b.3.e"

[[activities]]
name = "Record operational or production data."
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Perform human resources activities."
iwa = "4.A.4.c.2.b"

[[activities]]
name = "Evaluate employee performance."
iwa = "4.A.2.a.1.d"

[[activities]]
name = "Enforce rules or regulations."
iwa = "4.A.3.a.1.k"

[[activities]]
name = "Direct operational or production activities."
iwa = "4.A.4.b.4.j"

[[activities]]
name = "Study blueprints or other instructions to determine equipment setup requirements."
iwa = "4.A.1.a.1.b"

[[activities]]
name = "Exchange information with colleagues."
iwa = "4.A.4.a.2.c"

[[activities]]
name = "Plan production or operational procedures or sequences."
iwa = "4.A.2.b.6.b"

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

[[activities]]
name = "Monitor equipment operation to ensure proper functioning."
iwa = "4.A.1.a.2.a"

[[activities]]
name = "Confer with others to resolve production problems or equipment malfunctions."
iwa = "4.A.4.b.1.a"

[[activities]]
name = "Determine metal or plastic production methods."
iwa = "4.A.2.b.1.d"

[[activities]]
name = "Advise others on ways to improve processes or products."
iwa = "4.A.4.b.6.e"

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

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

[[activities]]
name = "Install equipment attachments or components."
iwa = "4.A.3.a.2.at"

[[activities]]
name = "Calculate specific material, equipment, or labor requirements for production."
iwa = "4.A.2.b.1.h"

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 4.34

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 4.1

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

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

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 4

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

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

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3.88

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

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

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

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3.75

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

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 3.75

[[capabilities]]
name = "Deductive Reasoning"
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 = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3.62

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3.62

[[capabilities]]
name = "Personnel and Human Resources"
family = "knowledge"
value = 3.58

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

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.5

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.25

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.25

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

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.24

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.24

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 3.22

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

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.15

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

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

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

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

[[capabilities]]
name = "Operations Monitoring"
family = "transferable_skill"
value = 3.12

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

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3.12

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "SAP Business One"
type = "Specialized Skill"

[[skills]]
name = "Operational Databases"
type = "Specialized Skill"

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

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

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

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

[[skills]]
name = "Database Software"
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 = "Microsoft PowerPoint"
category = "Presentation software"
hot = true
inDemand = true

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

[[tools]]
example = "Apple Safari"
category = "Internet browser software"
hot = true
inDemand = false

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

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

[[tools]]
example = "Kronos Workforce Timekeeper"
category = "Time accounting software"
hot = true
inDemand = false

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

[[tools]]
example = "Mozilla Firefox"
category = "Internet browser software"
hot = true
inDemand = false

[[tools]]
example = "Apple iWork Pages"
category = "Word processing software"
hot = false
inDemand = false

[[tools]]
example = "Aptean Made2Manage"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

[[tools]]
example = "Bowen & Groves M1 ERP"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

[[tools]]
example = "Capterra Enterprise Resource Planning"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

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

[[tools]]
example = "Delphi Technology"
category = "Financial analysis software"
hot = false
inDemand = false

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

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

[[tools]]
example = "Epicor Vantage ERP"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

[[tools]]
example = "Epicor Vista ERP"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

[[tools]]
example = "Exact MAX"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

[[tools]]
example = "GHG Clockwise"
category = "Human resources software"
hot = false
inDemand = false

[[tools]]
example = "Giraffe Production Systems Giraffe Schedule System"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

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

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

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

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

[[tools]]
example = "Integrated materials management systems"
category = "Materials requirements planning logistics and supply chain software"
hot = false
inDemand = false

[[tools]]
example = "Materials management software"
category = "Materials requirements planning logistics and supply chain software"
hot = false
inDemand = false

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

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

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

[[tools]]
example = "Microsoft Total Quality Control Management"
category = "Data base user interface and query software"
hot = false
inDemand = false

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

[[tools]]
example = "NetSuite NetERP"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

[[tools]]
example = "Operational databases"
category = "Data base user interface and query 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 = 4.84

[[workContext]]
name = "Contact With Others"
value = 4.83

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.76

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.52

[[workContext]]
name = "Time Pressure"
value = 4.5

[[workContext]]
name = "Frequency of Decision Making"
value = 4.48

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 4.42

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

[[workContext]]
name = "Health and Safety of Other Workers"
value = 4.41

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

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.32

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.23

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 4.22

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.21

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.19

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 4.11

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 4.04

[[workContext]]
name = "Telephone Conversations"
value = 4.01

[[workContext]]
name = "Spend Time Standing"
value = 3.98

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 3.83

[[workContext]]
name = "Conflict Situations"
value = 3.7

[[workContext]]
name = "Exposed to Contaminants"
value = 3.67

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 3.66

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 3.64

[[workContext]]
name = "Physical Proximity"
value = 3.59

[[workContext]]
name = "Spend Time Walking or Running"
value = 3.53

[[workContext]]
name = "Public Speaking"
value = 3.4

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.34

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 3.3

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 3.14

[[workContext]]
name = "Consequence of Error"
value = 3.12

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 3.09

[[workContext]]
name = "Level of Competition"
value = 3.08

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.97

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 2.92

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 2.82

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.77

[[workContext]]
name = "Written Letters and Memos"
value = 2.73

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2.67

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 2.63

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 6.3

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 5.8

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 5.05

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 4.3

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 3.36

[[personFit]]
name = "Human Resources"
family = "specific_interest_area"
value = 3.23

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

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 2.92

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 2.87

[[personFit]]
name = "Leadership Orientation"
family = "work_style"
value = 2.77

[[personFit]]
name = "Business Initiatives"
family = "specific_interest_area"
value = 2.75

[[personFit]]
name = "Construction/Woodwork"
family = "specific_interest_area"
value = 2.39

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

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 2.31

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 2.14

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2.14

[[relatedRoles]]
socCode = "49-1011.00"
slug = "role-49-1011-00"
title = "First-Line Supervisors of Mechanics, Installers, and Repairers"
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 = "53-1043.00"
slug = "role-53-1043-00"
title = "First-Line Supervisors of Material-Moving Machine and Vehicle Operators"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "45-1011.00"
slug = "role-45-1011-00"
title = "First-Line Supervisors of Farming, Fishing, and Forestry Workers"
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 = "53-1044.00"
slug = "role-53-1044-00"
title = "First-Line Supervisors of Passenger Attendants"
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 = "35-1012.00"
slug = "role-35-1012-00"
title = "First-Line Supervisors of Food Preparation and Serving Workers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "33-1091.00"
slug = "role-33-1091-00"
title = "First-Line Supervisors of Security Workers"
tier = "Primary-Long"

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

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

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

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

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.016
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.0845282
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.2315802
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.0370227
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
