entityType = "role"
schemaVersion = "role.v1"
slug = "role-37-1011-00"
socCode = "37-1011.00"
title = "First-Line Supervisors of Housekeeping and Janitorial Workers"
summary = "Directly supervise and coordinate work activities of cleaning personnel in hotels, hospitals, offices, and other establishments."
aliases = ["Environmental Services Supervisor (EVS)", "Executive Housekeeper", "Housekeeping Supervisor", "Maintenance Supervisor", "Building Services Supervisor", "Buildings and Grounds Supervisor", "Custodian Supervisor", "Janitorial Supervisor", "Laundry Supervisor", "Building Cleaning Supervisor", "Building Superintendent", "Building Supervisor"]
emergingTasks = []

[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 = 43.26

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 19.19

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 14.45

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 12.25

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 7.78

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 3.07

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

[market]
medianWage = 47520
meanWage = 51170
pct10Wage = 34390
pct25Wage = 38600
pct75Wage = 60330
pct90Wage = 74190
employment = 174660
areaTitle = "U.S."

[industries]
count = 31

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 69140
medianWage = 46420
lq = 6.76

[[industries.top]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
employment = 43320
medianWage = 44960
lq = 2.69

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 21830
medianWage = 53880
lq = 1.41

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 21290
medianWage = 48970
lq = 0.81

[[industries.top]]
naics = "561710"
slug = "561710"
title = "Exterminating and Pest Control Services"
level = "National industry"
employment = 5360
medianWage = 60610
lq = 31.96

[[industries.top]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 4120
medianWage = 46820
lq = 1.38

[[industries.top]]
naics = "721120"
slug = "721120"
title = "Casino Hotels"
level = "National industry"
employment = 3870
medianWage = 51520
lq = 10.14

[[industries.top]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 2810
medianWage = 52640
lq = 1.05

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 1900
medianWage = 49960
lq = 0.38

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 1780
medianWage = 59400
lq = 0.12

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 1480
medianWage = 42070
lq = 0.49

[[industries.top]]
naics = "713940"
slug = "713940"
title = "Fitness and Recreational Sports Centers"
level = "National industry"
employment = 930
medianWage = 44190
lq = 1.3

[[industries.concentrated]]
naics = "561710"
slug = "561710"
title = "Exterminating and Pest Control Services"
level = "National industry"
employment = 5360
lq = 31.96

[[industries.concentrated]]
naics = "721120"
slug = "721120"
title = "Casino Hotels"
level = "National industry"
employment = 3870
lq = 10.14

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 69140
lq = 6.76

[[industries.concentrated]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
employment = 43320
lq = 2.69

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 21830
lq = 1.41

[[industries.concentrated]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 4120
lq = 1.38

[[industries.concentrated]]
naics = "713940"
slug = "713940"
title = "Fitness and Recreational Sports Centers"
level = "National industry"
employment = 930
lq = 1.3

[[industries.concentrated]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 2810
lq = 1.05

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

[aiOutlook.index]
value = 41
percentile = 39
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 32
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 36
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 54
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.94
percentile = 86
band = "High"
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 = 0.16326530612244897
beta = 0.26530612244897955
gamma = 0.36734693877551017

[aiOutlook.bls]
growthPercent = 2.5
growthPercentile = 47
direction = "About average"
annualOpeningsThousands = 33
annualOpeningsPercentile = 85
employment2024Thousands = 269.8
employment2034Thousands = 276.4

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.5854128
percentile = 32
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 = 0.36734693877551017
percentile = 36
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 = 0.15810501848793432
percentile = 54
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 = "Recommend changes that could improve service and increase operational efficiency."
usagePercent = 0.02988796634471199
importance = 3.81

[[aiOutlook.usageTasks]]
task = "Select the most suitable cleaning materials for different types of linens, furniture, flooring, and surfaces."
usagePercent = 0.028758180675324246
importance = 4.39

[[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 = 3
taskCount = 7
totalSample = 861
autonomyMedian = 4
dominantCollaboration = "directive"
automationShare = 44.93
augmentationShare = 48.52
workUsePercent = 33.25
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "directive"
percent = 39.41

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 28.88

[[aiPlaybook.collaboration]]
label = "learning"
percent = 19.64

[[aiPlaybook.collaboration]]
label = "feedback loop"
percent = 5.52

[[aiPlaybook.useCase]]
label = "personal"
percent = 58.54

[[aiPlaybook.useCase]]
label = "work"
percent = 33.25

[[aiPlaybook.useCase]]
label = "coursework"
percent = 5.52

[[aiPlaybook.delegatedTasks]]
task = "Select the most suitable cleaning materials for different types of linens, furniture, flooring, and surfaces."
usagePercent = 0.047305913239154895
collaboration = "directive"
autonomyMedian = 4
sampleCount = 473

[[aiPlaybook.delegatedTasks]]
task = "Prepare reports on activity, personnel, and information such as occupancy, hours worked, facility usage, work performed, and departmental expenses."
usagePercent = 0.02320290036254532
collaboration = "task iteration"
autonomyMedian = 3
sampleCount = 232

[[aiPlaybook.delegatedTasks]]
task = "Recommend changes that could improve service and increase operational efficiency."
usagePercent = 0.0074009251156394555
collaboration = "task iteration"
autonomyMedian = 4
sampleCount = 74

[[aiPlaybook.boundaryTasks]]
task = "Select the most suitable cleaning materials for different types of linens, furniture, flooring, and surfaces."
humanNeededPercent = 99.78858350951374
sampleCount = 473

[[aiPlaybook.boundaryTasks]]
task = "Recommend changes that could improve service and increase operational efficiency."
humanNeededPercent = 97.2972972972973
sampleCount = 74

[[aiPlaybook.boundaryTasks]]
task = "Prepare reports on activity, personnel, and information such as occupancy, hours worked, facility usage, work performed, and departmental expenses."
humanNeededPercent = 94.39655172413794
sampleCount = 232

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: select the most suitable cleaning materials for different types of linens, furniture, flooring, and surfaces. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: prepare reports on activity, personnel, and information such as occupancy, hours worked, facility usage, work performed, and departmental expenses. I'll give feedback as we go."
collaboration = "task iteration"

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: recommend changes that could improve service and increase operational efficiency. I'll give feedback as we go."
collaboration = "task iteration"

[counts]
tasks = 26
skills = 41
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 = "fb72398037587e72"

[[tasks]]
text = "Supervise in-house services, such as laundries, maintenance and repair, dry cleaning, or valet services."
type = "Core"
iwa = "4.A.4.b.4.a"

[[tasks]]
text = "Select the most suitable cleaning materials for different types of linens, furniture, flooring, and surfaces."
type = "Core"
iwa = "4.A.2.b.1.j"

[[tasks]]
text = "Advise managers, desk clerks, or admitting personnel of rooms ready for occupancy."
type = "Core"
iwa = "4.A.4.a.2.c"

[[tasks]]
text = "Inspect work performed to ensure that it meets specifications and established standards."
type = "Core"
iwa = "4.A.1.b.2.f"

[[tasks]]
text = "Perform or assist with cleaning duties as necessary."
type = "Core"
iwa = "4.A.3.a.1.c"

[[tasks]]
text = "Plan and prepare employee work schedules."
type = "Core"
iwa = "4.A.4.b.1.f"

[[tasks]]
text = "Establish and implement operational standards and procedures for the departments supervised."
type = "Core"
iwa = "4.A.2.b.2.l"

[[tasks]]
text = "Inspect and evaluate the physical condition of facilities to determine the type of work required."
type = "Core"
iwa = "4.A.1.b.2.e"

[[tasks]]
text = "Inventory stock to ensure that supplies and equipment are available in adequate amounts."
type = "Core"
iwa = "4.A.4.c.3.g"

[[tasks]]
text = "Issue supplies and equipment to workers."
type = "Core"
iwa = "4.A.4.c.3.c"

[[tasks]]
text = "Forecast necessary levels of staffing and stock at different times to facilitate effective scheduling and ordering."
type = "Core"
iwa = "4.A.2.b.1.h"

[[tasks]]
text = "Check and maintain equipment to ensure that it is in working order."
type = "Core"
iwa = "4.A.3.b.5.a"

[[activities]]
name = "Maintain equipment or systems to ensure proper functioning."
iwa = "4.A.3.b.5.a"

[[activities]]
name = "Remove snow."
iwa = "4.A.3.a.1.c"

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

[[activities]]
name = "Inspect work to ensure standards are met."
iwa = "4.A.1.b.2.f"

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

[[activities]]
name = "Clean facilities or sites."
iwa = "4.A.3.a.1.c"

[[activities]]
name = "Investigate work related complaints to determine corrective actions."
iwa = "4.A.1.a.1.v"

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

[[activities]]
name = "Inspect buildings or grounds to determine condition."
iwa = "4.A.1.b.2.e"

[[activities]]
name = "Select equipment, materials, or supplies for cleaning or maintenance activities."
iwa = "4.A.2.b.1.j"

[[activities]]
name = "Instruct staff in work policies or procedures."
iwa = "4.A.4.b.3.d"

[[activities]]
name = "Distribute supplies to workers."
iwa = "4.A.4.c.3.c"

[[activities]]
name = "Determine resource needs."
iwa = "4.A.2.b.1.h"

[[activities]]
name = "Inventory materials or equipment."
iwa = "4.A.4.c.3.g"

[[activities]]
name = "Evaluate current or prospective maintenance employees."
iwa = "4.A.2.a.1.d"

[[activities]]
name = "Establish work standards."
iwa = "4.A.2.b.2.l"

[[activities]]
name = "Arrange maintenance activities."
iwa = "4.A.2.b.5.b"

[[activities]]
name = "Recommend changes or corrective procedures."
iwa = "4.A.4.b.6.e"

[[activities]]
name = "Recommend organizational process or policy changes."
iwa = "4.A.4.b.6.e"

[[activities]]
name = "Document work hours or activities."
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Estimate maintenance service requirements or costs."
iwa = "4.A.1.b.3.b"

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 4.41

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.93

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 3.88

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.69

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

[[capabilities]]
name = "Management of Personnel Resources"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.35

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.29

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

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

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 3.25

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

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

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

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

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 3.25

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.25

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

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

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.12

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

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

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

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 3.12

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

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

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

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 3.11

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3

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

[[capabilities]]
name = "Quality Control Analysis"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 3

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3

[[capabilities]]
name = "Manual Dexterity"
family = "ability"
value = 3

[[capabilities]]
name = "Far Vision"
family = "ability"
value = 3

[[capabilities]]
name = "Writing"
family = "essential_skill"
value = 2.88

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 2.88

[[capabilities]]
name = "Persuasion"
family = "transferable_skill"
value = 2.88

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Project Management Software"
type = "Specialized Skill"

[[skills]]
name = "Presentation 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 = "Facebook"
category = "Web page creation and editing 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 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 = "Computerized bed control system software"
category = "Materials requirements planning logistics and supply chain software"
hot = false
inDemand = false

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

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

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

[[tools]]
example = "Help desk software"
category = "Helpdesk or call center software"
hot = false
inDemand = false

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

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.81

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.62

[[workContext]]
name = "E-Mail"
value = 4.61

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.59

[[workContext]]
name = "Telephone Conversations"
value = 4.54

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 4.52

[[workContext]]
name = "Contact With Others"
value = 4.45

[[workContext]]
name = "Time Pressure"
value = 4.36

[[workContext]]
name = "Health and Safety of Other Workers"
value = 4.33

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 4.07

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.01

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.78

[[workContext]]
name = "Spend Time Standing"
value = 3.76

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.76

[[workContext]]
name = "Frequency of Decision Making"
value = 3.75

[[workContext]]
name = "Spend Time Walking or Running"
value = 3.7

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.63

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.46

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.43

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 3.39

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.33

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 3.3

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 3.24

[[workContext]]
name = "Conflict Situations"
value = 3.19

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 3.14

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.08

[[workContext]]
name = "Physical Proximity"
value = 3.07

[[workContext]]
name = "Written Letters and Memos"
value = 3.06

[[workContext]]
name = "Public Speaking"
value = 3

[[workContext]]
name = "Level of Competition"
value = 3

[[workContext]]
name = "Exposed to Contaminants"
value = 2.91

[[workContext]]
name = "Consequence of Error"
value = 2.87

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 2.86

[[workContext]]
name = "Exposed to Disease or Infections"
value = 2.82

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 2.44

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.41

[[workContext]]
name = "Spend Time Sitting"
value = 2.41

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 2.39

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 2.38

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 2.14

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

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 5.7

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 5.35

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 4.14

[[personFit]]
name = "Human Resources"
family = "specific_interest_area"
value = 3.64

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

[[personFit]]
name = "Personal Service"
family = "specific_interest_area"
value = 2.68

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

[[personFit]]
name = "Dependability"
family = "work_style"
value = 2.62

[[personFit]]
name = "Leadership Orientation"
family = "work_style"
value = 2.46

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 2.43

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 2.17

[[personFit]]
name = "Health Care Service"
family = "specific_interest_area"
value = 2.06

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2

[[personFit]]
name = "Public Speaking"
family = "specific_interest_area"
value = 1.93

[[personFit]]
name = "Teaching/Education"
family = "specific_interest_area"
value = 1.9

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

[[relatedRoles]]
socCode = "49-1011.00"
slug = "role-49-1011-00"
title = "First-Line Supervisors of Mechanics, Installers, and Repairers"
tier = "Primary-Short"

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

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

[[relatedRoles]]
socCode = "39-1022.00"
slug = "role-39-1022-00"
title = "First-Line Supervisors of Personal Service Workers"
tier = "Primary-Short"

[[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 = "53-1044.00"
slug = "role-53-1044-00"
title = "First-Line Supervisors of Passenger Attendants"
tier = "Primary-Long"

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

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

[[relatedRoles]]
socCode = "53-1043.00"
slug = "role-53-1043-00"
title = "First-Line Supervisors of Material-Moving Machine and Vehicle Operators"
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 = "Hospitality, Events, & Tourism"
slug = "hospitality-events-tourism"

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

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.94
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.5854128
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.9832754
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.3668852
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
