entityType = "role"
schemaVersion = "role.v1"
slug = "role-37-2012-00"
socCode = "37-2012.00"
title = "Maids and Housekeeping Cleaners"
summary = "Perform any combination of light cleaning duties to maintain private households or commercial establishments, such as hotels and hospitals, in a clean and orderly manner. Duties may include making beds, replenishing linens, cleaning rooms and halls, and vacuuming."
aliases = ["Environmental Services Aide", "Environmental Services Worker", "Housekeeper", "Housekeeping Laundry Worker", "Chambermaid", "Cleaner", "Cottage Attendant", "Guest Room Attendant (GRA)", "Room Cleaner", "Bed Maker", "Bunk House Worker", "Butler"]
emergingTasks = []
studyPrograms = []

[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 = "Less than a High School Diploma"
percentage = 44.6

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 35.51

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 6.67

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 5.88

[[preparation.educationDistribution]]
label = "Post-Doctoral Training"
percentage = 4.97

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 2.37

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

[market]
medianWage = 34660
meanWage = 36180
pct10Wage = 26800
pct25Wage = 29630
pct75Wage = 38510
pct90Wage = 47590
employment = 854910
areaTitle = "U.S."

[industries]
count = 30

[[industries.top]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
employment = 436460
medianWage = 34150
lq = 5.53

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 226480
medianWage = 35610
lq = 1.77

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 129650
medianWage = 34070
lq = 2.59

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 35040
medianWage = 34050
lq = 2.38

[[industries.top]]
naics = "721120"
slug = "721120"
title = "Casino Hotels"
level = "National industry"
employment = 24030
medianWage = 43060
lq = 12.86

[[industries.top]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 22600
medianWage = 36350
lq = 1.72

[[industries.top]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 10790
medianWage = 34260
lq = 0.74

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 9780
medianWage = 35780
lq = 0.4

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 4530
medianWage = 35740
lq = 0.06

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 3000
medianWage = 37120
lq = 0.05

[[industries.top]]
naics = "623220"
slug = "623220"
title = "Residential Mental Health and Substance Abuse Facilities"
level = "National industry"
employment = 2100
medianWage = 36610
lq = 1.46

[[industries.top]]
naics = "624120"
slug = "624120"
title = "Services for the Elderly and Persons with Disabilities"
level = "National industry"
employment = 1990
medianWage = 44500
lq = 0.15

[[industries.concentrated]]
naics = "721120"
slug = "721120"
title = "Casino Hotels"
level = "National industry"
employment = 24030
lq = 12.86

[[industries.concentrated]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
employment = 436460
lq = 5.53

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 129650
lq = 2.59

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 35040
lq = 2.38

[[industries.concentrated]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 226480
lq = 1.77

[[industries.concentrated]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 22600
lq = 1.72

[[industries.concentrated]]
naics = "623220"
slug = "623220"
title = "Residential Mental Health and Substance Abuse Facilities"
level = "National industry"
employment = 2100
lq = 1.46

[[industries.concentrated]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 10790
lq = 0.74

[aiOutlook]
teleworkable = false
usageTasks = []

[aiOutlook.index]
value = 3
percentile = 1
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 = 1
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.69
percentile = 57
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 = 0.4
growthPercentile = 28
direction = "About average"
annualOpeningsThousands = 193.5
annualOpeningsPercentile = 98
employment2024Thousands = 1356.8
employment2034Thousands = 1362.8

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -1.480657
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 = 0.008116294981522772
percentile = 1
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"

[aiPlaybook]
trustedTaskCount = 1
taskCount = 1
totalSample = 66
autonomyMedian = 4
dominantCollaboration = "directive"
automationShare = 36.36
augmentationShare = 33.33
workUsePercent = 36.36
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "directive"
percent = 36.36

[[aiPlaybook.collaboration]]
label = "learning"
percent = 33.33

[[aiPlaybook.useCase]]
label = "personal"
percent = 50

[[aiPlaybook.useCase]]
label = "work"
percent = 36.36

[[aiPlaybook.delegatedTasks]]
task = "Care for children or elderly persons by overseeing their activities, providing companionship, and assisting them with dressing, bathing, eating, and other needs."
usagePercent = 0.006600825103137892
collaboration = "directive"
autonomyMedian = 4
sampleCount = 66

[[aiPlaybook.boundaryTasks]]
task = "Care for children or elderly persons by overseeing their activities, providing companionship, and assisting them with dressing, bathing, eating, and other needs."
humanNeededPercent = 95.45454545454545
sampleCount = 66

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: care for children or elderly persons by overseeing their activities, providing companionship, and assisting them with dressing, bathing, eating, and other needs. Give me a finished draft I can review and adjust."
collaboration = "directive"

[counts]
tasks = 20
skills = 35
capabilities = 120
tools = 9
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "f5dfdf5a97de9a8d"

[[tasks]]
text = "Keep storage areas and carts well-stocked, clean, and tidy."
type = "Core"
iwa = "4.A.3.a.1.c"

[[tasks]]
text = "Carry linens, towels, toilet items, and cleaning supplies, using wheeled carts."
type = "Core"
iwa = "4.A.3.a.1.j"

[[tasks]]
text = "Clean rooms, hallways, lobbies, lounges, restrooms, corridors, elevators, stairways, locker rooms, and other work areas so that health standards are met."
type = "Core"
iwa = "4.A.3.a.1.c"

[[tasks]]
text = "Disinfect equipment and supplies, using germicides or steam-operated sterilizers."
type = "Supplemental"
iwa = "4.A.3.a.1.c"

[[tasks]]
text = "Empty wastebaskets, empty and clean ashtrays, and transport other trash and waste to disposal areas."
type = "Core"
iwa = "4.A.3.a.1.e"

[[tasks]]
text = "Sweep, scrub, wax, or polish floors, using brooms, mops, or powered scrubbing and waxing machines."
type = "Core"
iwa = "4.A.3.a.1.c"

[[tasks]]
text = "Observe precautions required to protect hotel and guest property and report damage, theft, and found articles to supervisors."
type = "Supplemental"
iwa = "4.A.1.a.2.g"

[[tasks]]
text = "Replenish supplies, such as drinking glasses, linens, writing supplies, and bathroom items."
type = "Core"
iwa = "4.A.4.c.3.g"

[[tasks]]
text = "Sort, count, and mark clean linens and store them in linen closets."
type = "Supplemental"
iwa = "4.A.4.c.3.g"

[[tasks]]
text = "Clean rugs, carpets, upholstered furniture, and draperies, using vacuum cleaners and shampooers."
type = "Core"
iwa = "4.A.3.a.1.c"

[[tasks]]
text = "Sort clothing and other articles, load washing machines, and iron and fold dried items."
type = "Supplemental"
iwa = "4.A.2.a.2.b"

[[tasks]]
text = "Wash windows, walls, ceilings, and woodwork, waxing and polishing as necessary."
type = "Core"
iwa = "4.A.3.a.1.c"

[[activities]]
name = "Move materials, equipment, or supplies."
iwa = "4.A.3.a.1.j"

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

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

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

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

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

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

[[activities]]
name = "Sort materials or products."
iwa = "4.A.2.a.2.b"

[[activities]]
name = "Operate garment treatment equipment."
iwa = "4.A.3.a.1.h"

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

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

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

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 4.04

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.22

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.18

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

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

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

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

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

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

[[capabilities]]
name = "Stamina"
family = "ability"
value = 3

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

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

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 2.91

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 2.88

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 2.88

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

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

[[capabilities]]
name = "Static Strength"
family = "ability"
value = 2.88

[[capabilities]]
name = "Dynamic Strength"
family = "ability"
value = 2.88

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

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

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 2.75

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

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

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

[[capabilities]]
name = "Manual Dexterity"
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 = "Reading Comprehension"
family = "essential_skill"
value = 2.62

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 2.62

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 2.62

[[capabilities]]
name = "Visual Color Discrimination"
family = "ability"
value = 2.62

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 2.5

[[capabilities]]
name = "Finger Dexterity"
family = "ability"
value = 2.5

[[capabilities]]
name = "Multilimb Coordination"
family = "ability"
value = 2.5

[[capabilities]]
name = "Chemistry"
family = "knowledge"
value = 2.45

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 2.38

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 2.35

[[capabilities]]
name = "Gross Body Equilibrium"
family = "ability"
value = 2.25

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 2.21

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Facebook"
category = "Web page creation and editing software"
hot = true
inDemand = false

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

[[tools]]
example = "Microsoft Windows"
category = "Operating system software"
hot = true
inDemand = false

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

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

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

[[workContext]]
name = "Spend Time Standing"
value = 4.79

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 4.77

[[workContext]]
name = "Spend Time Walking or Running"
value = 4.49

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 4.49

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.41

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.29

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 4.09

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.04

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.91

[[workContext]]
name = "Time Pressure"
value = 3.9

[[workContext]]
name = "Contact With Others"
value = 3.76

[[workContext]]
name = "Exposed to Contaminants"
value = 3.74

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.63

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 3.57

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.34

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.29

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.21

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.17

[[workContext]]
name = "Physical Proximity"
value = 3.01

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.97

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 2.9

[[workContext]]
name = "Exposed to Disease or Infections"
value = 2.79

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.74

[[workContext]]
name = "Frequency of Decision Making"
value = 2.67

[[workContext]]
name = "Level of Competition"
value = 2.62

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 2.6

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 2.52

[[workContext]]
name = "Telephone Conversations"
value = 2.48

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 2.2

[[workContext]]
name = "Conflict Situations"
value = 2.06

[[workContext]]
name = "Degree of Automation"
value = 2.06

[[workContext]]
name = "Spend Time Keeping or Regaining Balance"
value = 1.95

[[workContext]]
name = "Written Letters and Memos"
value = 1.88

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 1.83

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 1.8

[[workContext]]
name = "Consequence of Error"
value = 1.76

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 1.6

[[workContext]]
name = "E-Mail"
value = 1.59

[[workContext]]
name = "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection"
value = 1.52

[[workContext]]
name = "Public Speaking"
value = 1.5

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 6.08

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 5.62

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.6

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 2.49

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

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

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 1.74

[[personFit]]
name = "Health Care Service"
family = "specific_interest_area"
value = 1.73

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 1.47

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 1.39

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 1.23

[[personFit]]
name = "Social Service"
family = "specific_interest_area"
value = 1.23

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

[[personFit]]
name = "Human Resources"
family = "specific_interest_area"
value = 1.18

[[personFit]]
name = "Integrity"
family = "work_style"
value = 1.18

[[personFit]]
name = "Cooperation"
family = "work_style"
value = 1.17

[[relatedRoles]]
socCode = "37-2011.00"
slug = "role-37-2011-00"
title = "Janitors and Cleaners, Except Maids and Housekeeping Cleaners"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "39-3093.00"
slug = "role-39-3093-00"
title = "Locker Room, Coatroom, and Dressing Room Attendants"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "35-9011.00"
slug = "role-35-9011-00"
title = "Dining Room and Cafeteria Attendants and Bartender Helpers"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "53-7061.00"
slug = "role-53-7061-00"
title = "Cleaners of Vehicles and Equipment"
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 = "51-6021.00"
slug = "role-51-6021-00"
title = "Pressers, Textile, Garment, and Related Materials"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-9123.00"
slug = "role-51-9123-00"
title = "Painting, Coating, and Decorating Workers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "35-3023.00"
slug = "role-35-3023-00"
title = "Fast Food and Counter Workers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "35-3041.00"
slug = "role-35-3041-00"
title = "Food Servers, Nonrestaurant"
tier = "Supplemental"

[[relatedRoles]]
socCode = "51-7021.00"
slug = "role-51-7021-00"
title = "Furniture Finishers"
tier = "Supplemental"

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

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.69
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -1.480657
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -2.102381
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -1.030813
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
