entityType = "role"
schemaVersion = "role.v1"
slug = "role-37-2011-00"
socCode = "37-2011.00"
title = "Janitors and Cleaners, Except Maids and Housekeeping Cleaners"
summary = "Keep buildings in clean and orderly condition. Perform heavy cleaning duties, such as cleaning floors, shampooing rugs, washing walls and glass, and removing rubbish. Duties may include tending furnace and boiler, performing routine maintenance activities, notifying management of need for repairs, and cleaning snow or debris from sidewalk."
aliases = ["Cleaner", "Custodial Worker", "Custodian", "Janitor", "Building Custodian", "Building Services Technician (Building Services Tech)", "Building Services Worker", "Facilities Worker", "Heavy Duty Custodian", "School Custodian", "Airport Attendant", "Alley Cleaner"]
emergingTasks = []
studyPrograms = []

[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 = "Less than a High School Diploma"
percentage = 13.51

[[preparation.educationDistribution]]
label = "Post-Doctoral Training"
percentage = 0.6

[educationLevel]
category = "No formal educational credential"
slug = "no-formal-educational-credential"

[market]
medianWage = 35930
meanWage = 37460
pct10Wage = 27570
pct25Wage = 30830
pct75Wage = 41650
pct90Wage = 49040
employment = 2199900
areaTitle = "U.S."

[industries]
count = 61

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 947960
medianWage = 34970
lq = 7.36

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 402130
medianWage = 37540
lq = 2.07

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 164670
medianWage = 36930
lq = 0.5

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 113700
medianWage = 34560
lq = 0.51

[[industries.top]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
employment = 110950
medianWage = 36350
lq = 0.55

[[industries.top]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 72210
medianWage = 38600
lq = 2.14

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 71700
medianWage = 38690
lq = 0.39

[[industries.top]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 53350
medianWage = 34470
lq = 1.42

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 52950
medianWage = 35200
lq = 1.4

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 51590
medianWage = 35270
lq = 0.82

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 44540
medianWage = 45660
lq = 0.42

[[industries.top]]
naics = "722511"
slug = "722511"
title = "Full-Service Restaurants"
level = "National industry"
employment = 21870
medianWage = 35240
lq = 0.29

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 947960
lq = 7.36

[[industries.concentrated]]
naics = "721120"
slug = "721120"
title = "Casino Hotels"
level = "National industry"
employment = 21460
lq = 4.46

[[industries.concentrated]]
naics = "713940"
slug = "713940"
title = "Fitness and Recreational Sports Centers"
level = "National industry"
employment = 20090
lq = 2.23

[[industries.concentrated]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 72210
lq = 2.14

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 402130
lq = 2.07

[[industries.concentrated]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 53350
lq = 1.42

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 52950
lq = 1.4

[[industries.concentrated]]
naics = "711110"
slug = "711110"
title = "Theater Companies and Dinner Theaters"
level = "National industry"
employment = 880
lq = 0.85

[aiOutlook]
teleworkable = false
usageTasks = []

[aiOutlook.index]
value = 14
percentile = 10
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 6
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 3
source = "openai_gpts_are_gpts"

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

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.66
percentile = 56
band = "Moderate"
note = "A pre-LLM (2013) estimate of how automatable this job is by computerization and robotics. Shown for historical context only — it is not part of any current AI ranking."

[aiOutlook.eloundou]
alpha = 0
beta = 0
gamma = 0

[aiOutlook.bls]
growthPercent = 2
growthPercentile = 40
direction = "About average"
annualOpeningsThousands = 351.3
annualOpeningsPercentile = 99
employment2024Thousands = 2447.7
employment2034Thousands = 2495.5

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -1.436201
percentile = 6
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
percentile = 3
band = "Low"
note = "Share of this job's tasks where a large language model plus simple tools could cut the time to do them by at least half. γ is capped at 1.0 and many jobs reach that ceiling, so treat a top score as 'in the top group', not a precise rank."

[[aiOutlook.exposure]]
source = "microsoft_applicability"
label = "AI assistant applicability (Microsoft)"
value = 0.10755307276648694
percentile = 32
band = "Low"
note = "How applicable today's AI assistants are to this job's activities, measured from real Microsoft Copilot conversations. Applicability is not the same as replacement."

[[aiOutlook.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 = 21
skills = 35
capabilities = 120
tools = 6
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "4850846bac8ab037"

[[tasks]]
text = "Service, clean, or supply restrooms."
type = "Core"
iwa = "4.A.3.a.1.c"

[[tasks]]
text = "Gather and empty trash."
type = "Core"
iwa = "4.A.3.a.1.e"

[[tasks]]
text = "Clean building floors by sweeping, mopping, scrubbing, or vacuuming."
type = "Core"
iwa = "4.A.3.a.1.c"

[[tasks]]
text = "Monitor building security and safety by performing tasks such as locking doors after operating hours or checking electrical appliance use to ensure that hazards are not created."
type = "Core"
iwa = "4.A.1.a.2.g"

[[tasks]]
text = "Notify managers concerning the need for major repairs or additions to building operating systems."
type = "Core"
iwa = "4.A.4.a.2.c"

[[tasks]]
text = "Follow procedures for the use of chemical cleaners and power equipment to prevent damage to floors and fixtures."
type = "Core"
iwa = "4.A.3.a.1.a"

[[tasks]]
text = "Mix water and detergents or acids in containers to prepare cleaning solutions, according to specifications."
type = "Core"
iwa = "4.A.3.a.1.a"

[[tasks]]
text = "Clean windows, glass partitions, or mirrors, using soapy water or other cleaners, sponges, or squeegees."
type = "Core"
iwa = "4.A.3.a.1.c"

[[tasks]]
text = "Requisition supplies or equipment needed for cleaning and maintenance duties."
type = "Core"
iwa = "4.A.2.b.1.j"

[[tasks]]
text = "Dust furniture, walls, machines, or equipment."
type = "Core"
iwa = "4.A.3.a.1.c"

[[tasks]]
text = "Strip, seal, finish, and polish floors."
type = "Supplemental"
iwa = "4.A.3.a.1.c"

[[tasks]]
text = "Remove snow from sidewalks, driveways, or parking areas, using snowplows, snow blowers, or snow shovels, or spread snow-melting chemicals."
type = "Supplemental"
iwa = "4.A.3.a.1.c"

[[activities]]
name = "Monitor building premises to ensure occupant or visitor safety."
iwa = "4.A.1.a.2.g"

[[activities]]
name = "Remove debris from work sites."
iwa = "4.A.3.a.1.e"

[[activities]]
name = "Trim trees or other vegetation."
iwa = "4.A.3.a.2.n"

[[activities]]
name = "Operate grounds maintenance equipment."
iwa = "4.A.3.a.3.k"

[[activities]]
name = "Drive trucks or other vehicles to or at work sites."
iwa = "4.A.3.a.4.a"

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

[[activities]]
name = "Dispose of trash or waste materials."
iwa = "4.A.3.a.1.e"

[[activities]]
name = "Clean building walls or flooring."
iwa = "4.A.3.a.1.c"

[[activities]]
name = "Prepare chemicals for work application."
iwa = "4.A.3.a.1.a"

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

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

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

[[activities]]
name = "Move furniture."
iwa = "4.A.3.a.1.j"

[[activities]]
name = "Decorate indoor or outdoor spaces."
iwa = "4.A.3.a.2.h"

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

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

[[activities]]
name = "Treat facilities to eliminate pests."
iwa = "4.A.3.a.2.ag"

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

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.36

[[capabilities]]
name = "Trunk Strength"
family = "ability"
value = 3.25

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

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.15

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3

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

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

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

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 3

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

[[capabilities]]
name = "Static Strength"
family = "ability"
value = 3

[[capabilities]]
name = "Extent Flexibility"
family = "ability"
value = 3

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 2.94

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 2.88

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 2.88

[[capabilities]]
name = "Multilimb Coordination"
family = "ability"
value = 2.88

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 2.88

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 2.75

[[capabilities]]
name = "Monitoring"
family = "essential_skill"
value = 2.75

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 2.75

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 2.75

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 2.75

[[capabilities]]
name = "Finger Dexterity"
family = "ability"
value = 2.75

[[capabilities]]
name = "Stamina"
family = "ability"
value = 2.75

[[capabilities]]
name = "Gross Body Coordination"
family = "ability"
value = 2.75

[[capabilities]]
name = "Far Vision"
family = "ability"
value = 2.75

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 2.75

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 2.68

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 2.62

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 2.62

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 2.62

[[capabilities]]
name = "Control Precision"
family = "ability"
value = 2.62

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 2.5

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 2.5

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 2.5

[[capabilities]]
name = "Writing"
family = "essential_skill"
value = 2.38

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 2.38

[[capabilities]]
name = "Transportation"
family = "knowledge"
value = 2.31

[[capabilities]]
name = "Law and Government"
family = "knowledge"
value = 2.28

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Microsoft Word"
category = "Word processing software"
hot = true
inDemand = false

[[tools]]
example = "Eko"
category = "Desktop communications software"
hot = false
inDemand = false

[[tools]]
example = "Squeegee"
category = "Cloud-based data access and sharing 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 = 4.63

[[workContext]]
name = "Spend Time Walking or Running"
value = 4.52

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.52

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.43

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.4

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.23

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.11

[[workContext]]
name = "Spend Time Standing"
value = 4.03

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.9

[[workContext]]
name = "Contact With Others"
value = 3.71

[[workContext]]
name = "E-Mail"
value = 3.37

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.29

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.23

[[workContext]]
name = "Exposed to Disease or Infections"
value = 3.22

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.15

[[workContext]]
name = "Frequency of Decision Making"
value = 3.03

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.02

[[workContext]]
name = "Physical Proximity"
value = 3

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 3

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 2.96

[[workContext]]
name = "Time Pressure"
value = 2.96

[[workContext]]
name = "Telephone Conversations"
value = 2.91

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

[[workContext]]
name = "Exposed to Contaminants"
value = 2.88

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.84

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

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 2.72

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.7

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 2.68

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 2.64

[[workContext]]
name = "Spend Time Keeping or Regaining Balance"
value = 2.47

[[workContext]]
name = "Consequence of Error"
value = 2.38

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.32

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 2.29

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 2.22

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 2.18

[[workContext]]
name = "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection"
value = 2.11

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 2.02

[[workContext]]
name = "Conflict Situations"
value = 1.98

[[workContext]]
name = "Level of Competition"
value = 1.85

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 6.73

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

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.61

[[personFit]]
name = "Dependability"
family = "work_style"
value = 2.14

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 2.11

[[personFit]]
name = "Protective Service"
family = "specific_interest_area"
value = 2

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 1.67

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 1.47

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 1.4

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 1.38

[[personFit]]
name = "Health Care Service"
family = "specific_interest_area"
value = 1.32

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 1.23

[[personFit]]
name = "Construction/Woodwork"
family = "specific_interest_area"
value = 1.22

[[personFit]]
name = "Personal Service"
family = "specific_interest_area"
value = 1.21

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 1.15

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 1.14

[[relatedRoles]]
socCode = "37-2012.00"
slug = "role-37-2012-00"
title = "Maids and Housekeeping Cleaners"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "53-7061.00"
slug = "role-53-7061-00"
title = "Cleaners of Vehicles and Equipment"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-6011.00"
slug = "role-51-6011-00"
title = "Laundry and Dry-Cleaning Workers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "47-4071.00"
slug = "role-47-4071-00"
title = "Septic Tank Servicers and Sewer Pipe Cleaners"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "35-9021.00"
slug = "role-35-9021-00"
title = "Dishwashers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "53-7062.04"
slug = "role-53-7062-04"
title = "Recycling and Reclamation Workers"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "47-2043.00"
slug = "role-47-2043-00"
title = "Floor Sanders and Finishers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-9192.00"
slug = "role-51-9192-00"
title = "Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "37-3011.00"
slug = "role-37-3011-00"
title = "Landscaping and Groundskeeping Workers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "47-2041.00"
slug = "role-47-2041-00"
title = "Carpet Installers"
tier = "Supplemental"

[[relatedRoles]]
socCode = "47-4041.00"
slug = "role-47-4041-00"
title = "Hazardous Materials Removal Workers"
tier = "Supplemental"

[[careerClusters]]
cluster = "Hospitality, Events, & Tourism"
slug = "hospitality-events-tourism"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.66
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -1.436201
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -1.751452
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -1.093042
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
