entityType = "role"
schemaVersion = "role.v1"
slug = "role-43-9021-00"
socCode = "43-9021.00"
title = "Data Entry Keyers"
summary = "Operate data entry device, such as keyboard or photo composing perforator. Duties may include verifying data and preparing materials for printing."
aliases = ["Data Capture Specialist", "Data Entry Clerk", "Data Entry Operator", "Data Transcriber", "Data Entry Machine Operator", "Data Entry Specialist", "Records Clerk", "Underwriting Support Specialist", "Adjusto-Writer Operator", "Automatic Operator", "Braille Operator", "Braille Transcriber"]
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 = "Associate's Degree (or other 2-year degree)"
percentage = 11.14

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

[market]
medianWage = 39850
meanWage = 42070
pct10Wage = 30100
pct25Wage = 34900
pct75Wage = 47260
pct90Wage = 56930
employment = 135280
areaTitle = "U.S."

[industries]
count = 49

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 24290
medianWage = 39120
lq = 2.57

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 23730
medianWage = 37330
lq = 2.99

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 14770
medianWage = 40840
lq = 0.73

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 12720
medianWage = 37290
lq = 5.47

[[industries.top]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 8820
medianWage = 40420
lq = 1.61

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 8760
medianWage = 41600
lq = 1.65

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 7760
medianWage = 39440
lq = 0.65

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 6770
medianWage = 41600
lq = 0.6

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 6280
medianWage = 37510
lq = 2.46

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 6160
medianWage = 40980
lq = 0.95

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 5810
medianWage = 40650
lq = 0.42

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 5200
medianWage = 46230
lq = 2.11

[[industries.concentrated]]
naics = "541380"
slug = "541380"
title = "Testing Laboratories and Services"
level = "National industry"
employment = 890
lq = 5.95

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 12720
lq = 5.47

[[industries.concentrated]]
naics = "524114"
slug = "524114"
title = "Direct Health and Medical Insurance Carriers"
level = "National industry"
employment = 1230
lq = 3.12

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 23730
lq = 2.99

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 24290
lq = 2.57

[[industries.concentrated]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 6280
lq = 2.46

[[industries.concentrated]]
naics = "524210"
slug = "524210"
title = "Insurance Agencies and Brokerages"
level = "National industry"
employment = 2140
lq = 2.46

[[industries.concentrated]]
naics = "513110"
slug = "513110"
title = "Newspaper Publishers"
level = "National industry"
employment = 190
lq = 2.39

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

[aiOutlook.index]
value = 77
percentile = 78
band = "High"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 57
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 83
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 92
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.99
percentile = 99
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 = 0.8571428571428571
beta = 0.8928571428571428
gamma = 0.9285714285714285

[aiOutlook.bls]
growthPercent = -25.9
growthPercentile = 1
direction = "Declining"
annualOpeningsThousands = 9.5
annualOpeningsPercentile = 62
employment2024Thousands = 141.6
employment2034Thousands = 104.9

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 0.3108081
percentile = 57
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 = 0.9285714285714285
percentile = 83
band = "High"
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 = 0.3150328710866901
percentile = 92
band = "High"
note = "How applicable today's AI assistants are to this job's activities, measured from real Microsoft Copilot conversations. Applicability is not the same as replacement."

[[aiOutlook.usageTasks]]
task = "Resolve garbled or indecipherable messages, using cryptographic procedures and equipment."
usagePercent = 0.00523809719443406
importance = 3.38

[[aiOutlook.usageTasks]]
task = "Read source documents such as canceled checks, sales reports, or bills, and enter data in specific data fields or onto tapes or disks for subsequent entry, using keyboards or scanners."
usagePercent = 0.002156863550649319
importance = 4.52

[[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 = 2
taskCount = 2
totalSample = 214
autonomyMedian = 2.5
dominantCollaboration = "directive"
automationShare = 64.02
augmentationShare = 26.17
workUsePercent = 77.1
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "directive"
percent = 53.74

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 14.49

[[aiPlaybook.collaboration]]
label = "validation"
percent = 11.68

[[aiPlaybook.collaboration]]
label = "feedback loop"
percent = 10.28

[[aiPlaybook.useCase]]
label = "work"
percent = 77.1

[[aiPlaybook.useCase]]
label = "personal"
percent = 10.75

[[aiPlaybook.delegatedTasks]]
task = "Compile, sort and verify the accuracy of data before it is entered."
usagePercent = 0.01670208776097012
collaboration = "directive"
autonomyMedian = 3
sampleCount = 167

[[aiPlaybook.delegatedTasks]]
task = "Read source documents such as canceled checks, sales reports, or bills, and enter data in specific data fields or onto tapes or disks for subsequent entry, using keyboards or scanners."
usagePercent = 0.004700587573446681
collaboration = "directive"
autonomyMedian = 2
sampleCount = 47

[[aiPlaybook.boundaryTasks]]
task = "Read source documents such as canceled checks, sales reports, or bills, and enter data in specific data fields or onto tapes or disks for subsequent entry, using keyboards or scanners."
humanNeededPercent = 100
sampleCount = 47

[[aiPlaybook.boundaryTasks]]
task = "Compile, sort and verify the accuracy of data before it is entered."
humanNeededPercent = 93.41317365269461
sampleCount = 167

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: compile, sort and verify the accuracy of data before it is entered. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: read source documents such as canceled checks, sales reports, or bills, and enter data in specific data fields or onto tapes or disks for subsequent entry, using keyboards or scanners. Give me a finished draft I can review and adjust."
collaboration = "directive"

[counts]
tasks = 9
skills = 46
capabilities = 120
tools = 26
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "b02e7eae53cf758c"

[[tasks]]
text = "Locate and correct data entry errors, or report them to supervisors."
type = "Core"
iwa = "4.A.2.a.2.a"

[[tasks]]
text = "Compile, sort, and verify the accuracy of data before it is entered."
type = "Core"
iwa = "4.A.2.a.2.c"

[[tasks]]
text = "Compare data with source documents, or re-enter data in verification format to detect errors."
type = "Core"
iwa = "4.A.2.a.2.a"

[[tasks]]
text = "Read source documents such as canceled checks, sales reports, or bills, and enter data in specific data fields or onto tapes or disks for subsequent entry, using keyboards or scanners."
type = "Supplemental"
iwa = "4.A.3.b.1.f"

[[tasks]]
text = "Store completed documents in appropriate locations."
type = "Core"
iwa = "4.A.3.a.2.ak"

[[tasks]]
text = "Select materials needed to complete work assignments."
type = "Core"
iwa = "4.A.2.b.1.j"

[[tasks]]
text = "Maintain logs of activities and completed work."
type = "Supplemental"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Load machines with required input or output media, such as paper, cards, disks, tape, or Braille media."
type = "Supplemental"
iwa = "4.A.3.a.3.a"

[[tasks]]
text = "Resolve garbled or indecipherable messages, using cryptographic procedures and equipment."
type = "Supplemental"
iwa = "4.A.4.a.1.c"

[[activities]]
name = "Enter information into databases or software programs."
iwa = "4.A.3.b.1.f"

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

[[activities]]
name = "Verify accuracy of financial or transactional data."
iwa = "4.A.2.a.2.a"

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

[[activities]]
name = "Check data for recording errors."
iwa = "4.A.2.a.2.a"

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

[[activities]]
name = "Maintain operational records."
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Select resources needed to accomplish tasks."
iwa = "4.A.2.b.1.j"

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

[[activities]]
name = "Translate information for others."
iwa = "4.A.4.a.1.c"

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 4.77

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 4.56

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 3.88

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.88

[[capabilities]]
name = "Finger Dexterity"
family = "ability"
value = 3.75

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.62

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.59

[[capabilities]]
name = "Law and Government"
family = "knowledge"
value = 3.55

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 3.5

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.5

[[capabilities]]
name = "Perceptual Speed"
family = "ability"
value = 3.5

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 3.5

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.38

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 3.38

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

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

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

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

[[capabilities]]
name = "Wrist-Finger Speed"
family = "ability"
value = 3.12

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

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

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

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

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 2.9

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

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 2.88

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

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

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 2.88

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 2.86

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 2.8

[[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 = "Flexibility of Closure"
family = "ability"
value = 2.75

[[capabilities]]
name = "Time Sharing"
family = "ability"
value = 2.75

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

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 2.72

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 2.67

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Microsoft Dynamics GP"
type = "Specialized Skill"

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

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

[[skills]]
name = "Google Drive"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Intuit QuickBooks"
category = "Accounting software"
hot = true
inDemand = false

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

[[tools]]
example = "Microsoft PowerPoint"
category = "Presentation software"
hot = true
inDemand = false

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

[[tools]]
example = "Blackbaud The Raiser's Edge"
category = "Customer relationship management CRM software"
hot = false
inDemand = false

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

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

[[tools]]
example = "Electronic medical record EMR software"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "FaceTime"
category = "Video conferencing software"
hot = false
inDemand = false

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

[[tools]]
example = "Google Drive"
category = "Cloud-based data access and sharing software"
hot = false
inDemand = false

[[tools]]
example = "Healthcare common procedure coding system HCPCS"
category = "Medical software"
hot = false
inDemand = false

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

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

[[tools]]
example = "Medical condition coding software"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Medical procedure coding software"
category = "Medical software"
hot = false
inDemand = false

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

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

[[tools]]
example = "Perceptive Software Intelligent Capture"
category = "Document management software"
hot = false
inDemand = false

[[tools]]
example = "Sage 50 Accounting"
category = "Accounting software"
hot = false
inDemand = false

[[tools]]
example = "Salesforce.com Salesforce CRM"
category = "Customer relationship management CRM software"
hot = false
inDemand = false

[[workContext]]
name = "Spend Time Sitting"
value = 4.89

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.87

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 4.81

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 4.58

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.52

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.44

[[workContext]]
name = "E-Mail"
value = 4.3

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.25

[[workContext]]
name = "Contact With Others"
value = 4.24

[[workContext]]
name = "Time Pressure"
value = 4.21

[[workContext]]
name = "Telephone Conversations"
value = 4.18

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.1

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.05

[[workContext]]
name = "Frequency of Decision Making"
value = 3.33

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.32

[[workContext]]
name = "Physical Proximity"
value = 3.26

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 3.15

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.13

[[workContext]]
name = "Consequence of Error"
value = 3.04

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.96

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 2.92

[[workContext]]
name = "Level of Competition"
value = 2.89

[[workContext]]
name = "Degree of Automation"
value = 2.85

[[workContext]]
name = "Conflict Situations"
value = 2.78

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 2.75

[[workContext]]
name = "Health and Safety of Other Workers"
value = 2.42

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 2.34

[[workContext]]
name = "Written Letters and Memos"
value = 2.29

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.02

[[workContext]]
name = "Exposed to Contaminants"
value = 1.89

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 1.85

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 1.78

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 1.73

[[workContext]]
name = "Spend Time Standing"
value = 1.49

[[workContext]]
name = "Public Speaking"
value = 1.46

[[workContext]]
name = "Exposed to Disease or Infections"
value = 1.45

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 1.44

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 1.36

[[workContext]]
name = "Dealing with Violent or Physically Aggressive People"
value = 1.28

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 1.08

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 7

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 6.32

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 3.05

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2.77

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 2.35

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 2.31

[[personFit]]
name = "Dependability"
family = "work_style"
value = 2.22

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 1.79

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 1.71

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

[[personFit]]
name = "Law"
family = "specific_interest_area"
value = 1.58

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

[[personFit]]
name = "Health Care Service"
family = "specific_interest_area"
value = 1.39

[[personFit]]
name = "Integrity"
family = "work_style"
value = 1.34

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

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

[[relatedRoles]]
socCode = "43-4071.00"
slug = "role-43-4071-00"
title = "File Clerks"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "43-9022.00"
slug = "role-43-9022-00"
title = "Word Processors and Typists"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "43-9071.00"
slug = "role-43-9071-00"
title = "Office Machine Operators, Except Computer"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "43-9061.00"
slug = "role-43-9061-00"
title = "Office Clerks, General"
tier = "Primary-Short"

[[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 = "43-5061.00"
slug = "role-43-5061-00"
title = "Production, Planning, and Expediting Clerks"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "43-3021.00"
slug = "role-43-3021-00"
title = "Billing and Posting Clerks"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "43-5071.00"
slug = "role-43-5071-00"
title = "Shipping, Receiving, and Inventory Clerks"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "43-3051.00"
slug = "role-43-3051-00"
title = "Payroll and Timekeeping Clerks"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "43-9111.00"
slug = "role-43-9111-00"
title = "Statistical Assistants"
tier = "Supplemental"

[[relatedRoles]]
socCode = "15-1299.03"
slug = "role-15-1299-03"
title = "Document Management Specialists"
tier = "Supplemental"

[[careerClusters]]
cluster = "Arts, Entertainment, & Design"
slug = "arts-entertainment-design"

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

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

[[studyPrograms]]
title = "Communications Technologies/Technicians and Support Services"
slug = "communications-technologies-technicians-and-support-services"

[[studyPrograms]]
title = "Computer and Information Sciences and Support Services"
slug = "computer-and-information-sciences-and-support-services"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.99
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 0.3108081
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.2936253
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 0.1723307
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
