entityType = "role"
schemaVersion = "role.v1"
slug = "role-43-9071-00"
socCode = "43-9071.00"
title = "Office Machine Operators, Except Computer"
summary = "Operate one or more of a variety of office machines, such as photocopying, photographic, and duplicating machines, or other office machines."
aliases = ["Copy Center Operator", "Copy Machine Operator", "Key Operator", "Machine Operator", "Copy Technician", "Graphics Production Specialist", "Printing Services Coordinator", "Reprographics Technician", "Braille Coder", "Braille Duplicating Machine Operator", "Business Machine Operator", "Check Embosser"]
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 = "High School Diploma"
percentage = 67.73

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 17.43

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 9.03

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 5.81

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

[market]
medianWage = 39020
meanWage = 41620
pct10Wage = 29850
pct25Wage = 34420
pct75Wage = 46680
pct90Wage = 56340
employment = 24740
areaTitle = "U.S."

[industries]
count = 22

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 6550
medianWage = 38270
lq = 4.52

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 2520
medianWage = 41640
lq = 1.46

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 2390
medianWage = 38640
lq = 2.47

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 2340
medianWage = 32230
lq = 5.02

[[industries.top]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 2250
medianWage = 39150
lq = 2.25

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 1920
medianWage = 38300
lq = 0.52

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 1890
medianWage = 43600
lq = 0.86

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 1240
medianWage = 40560
lq = 0.61

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 950
medianWage = 41220
lq = 2.23

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 790
medianWage = 38090
lq = 0.32

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 690
medianWage = 46060
lq = 1.53

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 390
medianWage = 37220
lq = 0.33

[[industries.concentrated]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 2340
lq = 5.02

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 6550
lq = 4.52

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 2390
lq = 2.47

[[industries.concentrated]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 2250
lq = 2.25

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 950
lq = 2.23

[[industries.concentrated]]
naics = "524114"
slug = "524114"
title = "Direct Health and Medical Insurance Carriers"
level = "National industry"
employment = 120
lq = 1.67

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 690
lq = 1.53

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 2520
lq = 1.46

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

[aiOutlook.index]
value = 44
percentile = 42
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 34
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 44
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 55
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.92
percentile = 82
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 = 0.29411764705882354
beta = 0.39705882352941174
gamma = 0.5

[aiOutlook.bls]
growthPercent = -15.2
growthPercentile = 2
direction = "Declining"
annualOpeningsThousands = 2.8
annualOpeningsPercentile = 36
employment2024Thousands = 25.5
employment2034Thousands = 21.6

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.5171404
percentile = 34
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 = 0.5
percentile = 44
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 = 0.16170739845031207
percentile = 55
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 = "Compute prices for services and receive payment, or provide supervisors with billing information."
usagePercent = 0.036974803725416894
importance = 4.21

[[aiOutlook.usageTasks]]
task = "Prepare and process papers for use in scanning, microfilming, and microfiche."
usagePercent = 0.002875818067532425
importance = 3.84

[[aiOutlook.usageTasks]]
task = "Operate office machines such as high speed business photocopiers, readers, scanners, addressing machines, stencil-cutting machines, microfilm readers or printers, folding and inserting machines, bursters, and binder machines."
usagePercent = 0.0015406168218923706
importance = 4.27

[[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 = 92
autonomyMedian = 3
dominantCollaboration = "directive"
automationShare = 51.09
augmentationShare = 46.74
workUsePercent = 47.83
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "directive"
percent = 51.09

[[aiPlaybook.collaboration]]
label = "learning"
percent = 23.91

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 22.83

[[aiPlaybook.useCase]]
label = "personal"
percent = 48.91

[[aiPlaybook.useCase]]
label = "work"
percent = 47.83

[[aiPlaybook.delegatedTasks]]
task = "Compute prices for services and receive payment, or provide supervisors with billing information."
usagePercent = 0.009201150143767971
collaboration = "directive"
autonomyMedian = 3
sampleCount = 92

[[aiPlaybook.boundaryTasks]]
task = "Compute prices for services and receive payment, or provide supervisors with billing information."
humanNeededPercent = 96.73913043478261
sampleCount = 92

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: compute prices for services and receive payment, or provide supervisors with billing information. Give me a finished draft I can review and adjust."
collaboration = "directive"

[counts]
tasks = 18
skills = 42
capabilities = 119
tools = 14
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "560557a81e67b7aa"

[[tasks]]
text = "Read job orders to determine the type of work to be done, the quantities to be produced, and the materials needed."
type = "Core"
iwa = "4.A.1.a.1.b"

[[tasks]]
text = "Place original copies in feed trays, feed originals into feed rolls, or position originals on tables beneath camera lenses."
type = "Core"
iwa = "4.A.3.a.3.a"

[[tasks]]
text = "Deliver completed work."
type = "Core"
iwa = "4.A.3.a.1.j"

[[tasks]]
text = "Sort, assemble, and proof completed work."
type = "Core"
iwa = "4.A.2.a.2.b"

[[tasks]]
text = "Operate office machines such as high speed business photocopiers, readers, scanners, addressing machines, stencil-cutting machines, microfilm readers or printers, folding and inserting machines, bursters, and binder machines."
type = "Core"
iwa = "4.A.3.a.3.a"

[[tasks]]
text = "Compute prices for services and receive payment, or provide supervisors with billing information."
type = "Core"
iwa = "4.A.2.b.1.a"

[[tasks]]
text = "Complete records of production, including work volumes and outputs, materials used, and any backlogs."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Set up and adjust machines, regulating factors such as speed, ink flow, focus, and number of copies."
type = "Core"
iwa = "4.A.3.a.2.i"

[[tasks]]
text = "Monitor machine operation, and make adjustments as necessary to ensure proper operation."
type = "Core"
iwa = "4.A.1.a.2.a"

[[tasks]]
text = "Load machines with materials such as blank paper or film."
type = "Core"
iwa = "4.A.3.a.3.a"

[[tasks]]
text = "Clean machines, perform minor repairs, and report major repair needs."
type = "Core"
iwa = "4.A.3.a.1.c"

[[tasks]]
text = "File and store completed documents."
type = "Core"
iwa = "4.A.3.a.2.ak"

[[activities]]
name = "Read work orders to determine material or setup requirements."
iwa = "4.A.1.a.1.b"

[[activities]]
name = "Operate office equipment."
iwa = "4.A.3.a.3.a"

[[activities]]
name = "Calculate costs of goods or services."
iwa = "4.A.2.b.1.a"

[[activities]]
name = "Provide information to coworkers."
iwa = "4.A.4.a.2.c"

[[activities]]
name = "Collect deposits, payments or fees."
iwa = "4.A.4.c.3.d"

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

[[activities]]
name = "Compile data or documentation."
iwa = "4.A.2.a.2.c"

[[activities]]
name = "Adjust office equipment to ensure proper operation."
iwa = "4.A.3.a.2.i"

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

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

[[activities]]
name = "Store records or related materials."
iwa = "4.A.3.a.2.ak"

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

[[activities]]
name = "Maintain office equipment in proper operating condition."
iwa = "4.A.3.b.5.a"

[[activities]]
name = "Report maintenance or equipment problems to appropriate personnel."
iwa = "4.A.4.a.2.g"

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

[[activities]]
name = "Deliver items."
iwa = "4.A.3.a.1.j"

[[activities]]
name = "Attach identification information to products, items or containers."
iwa = "4.A.1.b.1.a"

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.87

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.75

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

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.62

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 3.42

[[capabilities]]
name = "Operation and Control"
family = "transferable_skill"
value = 3.25

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

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.12

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

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 3.12

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

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.03

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

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

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3

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

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

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

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

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 3

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

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 2.92

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

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

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 2.88

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 2.88

[[capabilities]]
name = "Finger Dexterity"
family = "ability"
value = 2.88

[[capabilities]]
name = "Control Precision"
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 Learning"
family = "essential_skill"
value = 2.75

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

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 2.75

[[capabilities]]
name = "Equipment Maintenance"
family = "transferable_skill"
value = 2.75

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

[[capabilities]]
name = "Quality Control Analysis"
family = "transferable_skill"
value = 2.75

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

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

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 2.75

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

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

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

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

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

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

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

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

[[skills]]
name = "Adobe Photoshop"
type = "Specialized Skill"

[[skills]]
name = "Adobe InDesign"
type = "Specialized Skill"

[[skills]]
name = "Adobe Illustrator"
type = "Specialized Skill"

[[skills]]
name = "Adobe Acrobat"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Adobe Acrobat"
category = "Document management software"
hot = true
inDemand = false

[[tools]]
example = "Adobe Illustrator"
category = "Graphics or photo imaging software"
hot = true
inDemand = false

[[tools]]
example = "Adobe InDesign"
category = "Desktop publishing software"
hot = true
inDemand = false

[[tools]]
example = "Adobe Photoshop"
category = "Graphics or photo imaging software"
hot = true
inDemand = false

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

[[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 PowerPoint"
category = "Presentation software"
hot = true
inDemand = false

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

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

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

[[tools]]
example = "Microsoft Publisher"
category = "Desktop publishing software"
hot = false
inDemand = false

[[tools]]
example = "Multi-line optical character reader OCR software"
category = "Optical character reader OCR or scanning software"
hot = false
inDemand = false

[[workContext]]
name = "E-Mail"
value = 4.53

[[workContext]]
name = "Time Pressure"
value = 4.38

[[workContext]]
name = "Telephone Conversations"
value = 4.12

[[workContext]]
name = "Contact With Others"
value = 4.06

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 3.93

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 3.82

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.78

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.77

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.67

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.61

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.32

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.29

[[workContext]]
name = "Spend Time Standing"
value = 3.25

[[workContext]]
name = "Physical Proximity"
value = 3.22

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 3.21

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.19

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.01

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.98

[[workContext]]
name = "Written Letters and Memos"
value = 2.97

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 2.93

[[workContext]]
name = "Frequency of Decision Making"
value = 2.85

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 2.77

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.68

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.66

[[workContext]]
name = "Spend Time Sitting"
value = 2.56

[[workContext]]
name = "Exposed to Contaminants"
value = 2.51

[[workContext]]
name = "Degree of Automation"
value = 2.42

[[workContext]]
name = "Conflict Situations"
value = 2.25

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.22

[[workContext]]
name = "Health and Safety of Other Workers"
value = 2.15

[[workContext]]
name = "Level of Competition"
value = 2.14

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 1.99

[[workContext]]
name = "Consequence of Error"
value = 1.95

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 1.73

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 1.69

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 1.56

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 1.49

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 1.49

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 1.39

[[workContext]]
name = "Spend Time Keeping or Regaining Balance"
value = 1.3

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 6.57

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 5.73

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 4.55

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 2.97

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2.25

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 2.16

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 2.13

[[personFit]]
name = "Dependability"
family = "work_style"
value = 2.08

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 2.06

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 1.68

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 1.62

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 1.47

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 1.46

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 1.41

[[personFit]]
name = "Personal Service"
family = "specific_interest_area"
value = 1.33

[[personFit]]
name = "Human Resources"
family = "specific_interest_area"
value = 1.32

[[relatedRoles]]
socCode = "51-5111.00"
slug = "role-51-5111-00"
title = "Prepress Technicians and Workers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-5112.00"
slug = "role-51-5112-00"
title = "Printing Press Operators"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "43-9021.00"
slug = "role-43-9021-00"
title = "Data Entry Keyers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-9151.00"
slug = "role-51-9151-00"
title = "Photographic Process Workers and Processing Machine Operators"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-5113.00"
slug = "role-51-5113-00"
title = "Print Binding and Finishing Workers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "49-2011.00"
slug = "role-49-2011-00"
title = "Computer, Automated Teller, and Office Machine Repairers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "43-5053.00"
slug = "role-43-5053-00"
title = "Postal Service Mail Sorters, Processors, and Processing Machine Operators"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-9196.00"
slug = "role-51-9196-00"
title = "Paper Goods Machine Setters, Operators, and Tenders"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "49-9091.00"
slug = "role-49-9091-00"
title = "Coin, Vending, and Amusement Machine Servicers and Repairers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "43-9051.00"
slug = "role-43-9051-00"
title = "Mail Clerks and Mail Machine Operators, Except Postal Service"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-4035.00"
slug = "role-51-4035-00"
title = "Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic"
tier = "Supplemental"

[[relatedRoles]]
socCode = "43-5061.00"
slug = "role-43-5061-00"
title = "Production, Planning, and Expediting Clerks"
tier = "Supplemental"

[[careerClusters]]
cluster = "Management & Entrepreneurship"
slug = "management-entrepreneurship"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.92
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.5171404
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.5532699
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.5773576
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
