entityType = "role"
schemaVersion = "role.v1"
slug = "role-43-9022-00"
socCode = "43-9022.00"
title = "Word Processors and Typists"
summary = "Use word processor, computer, or typewriter to type letters, reports, forms, or other material from rough draft, corrected copy, or voice recording. May perform other clerical duties as assigned."
aliases = ["Clerk Typist", "Keyboard Specialist", "Typist", "Word Processor", "Clerk Specialist", "Office Technician", "Stenographer", "Account Clerk Typist", "Addresser", "Bordereau Clerk", "Continuity Clerk", "Court Stenographer"]
emergingTasks = []

[preparation]
jobZone = "2"
jobZoneName = "Job Zone 1-2: Very Little to Some Preparation Needed"
education = "Usually requires a high school diploma or GED, though some occupations may not."
experience = "Some occupations may need little or no previous experience; others require several months to a year of experience. For example, landscaping and groundskeeping workers might require very little training or previous experience, while agricultural equipment operators can benefit from on-the job training."
svpRange = "(Below 6.0)"

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 49.61

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 45.45

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 2.98

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 1.96

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

[market]
medianWage = 47850
meanWage = 49730
pct10Wage = 35300
pct25Wage = 39740
pct75Wage = 56000
pct90Wage = 64370
employment = 36030
areaTitle = "U.S."

[industries]
count = 19

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 12710
medianWage = 47310
lq = 3.99

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 2270
lq = 1.08

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 1820
medianWage = 51700
lq = 0.72

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 1480
medianWage = 49480
lq = 0.27

[[industries.top]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 590
medianWage = 47160
lq = 0.41

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 500
medianWage = 35350
lq = 0.74

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 180
medianWage = 52550
lq = 0.67

[[industries.top]]
naics = "513110"
slug = "513110"
title = "Newspaper Publishers"
level = "National industry"
employment = 140
medianWage = 25100
lq = 6.61

[[industries.top]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 130
medianWage = 43930
lq = 0.23

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 80
medianWage = 40950

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 70
medianWage = 44440

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 70
medianWage = 41780

[[industries.concentrated]]
naics = "513110"
slug = "513110"
title = "Newspaper Publishers"
level = "National industry"
employment = 140
lq = 6.61

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 12710
lq = 3.99

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 2270
lq = 1.08

[[industries.concentrated]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 500
lq = 0.74

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 1820
lq = 0.72

[[industries.concentrated]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 180
lq = 0.67

[[industries.concentrated]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 590
lq = 0.41

[[industries.concentrated]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 1480
lq = 0.27

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

[aiOutlook.index]
value = 70
percentile = 70
band = "High"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 62
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 63
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 84
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.81
percentile = 65
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 = 0.7027027027027027
beta = 0.7432432432432433
gamma = 0.7837837837837838

[aiOutlook.bls]
growthPercent = -36.1
growthPercentile = 0
direction = "Declining"
annualOpeningsThousands = 2.2
annualOpeningsPercentile = 30
employment2024Thousands = 40
employment2034Thousands = 25.6

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 0.6219606
percentile = 62
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 = 0.7837837837837838
percentile = 63
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 = 0.2647822550496732
percentile = 84
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 = "Reformat documents, moving paragraphs or columns."
usagePercent = 0.27823539803376207
importance = 3.66

[[aiOutlook.usageTasks]]
task = "Check completed work for spelling, grammar, punctuation, and format."
usagePercent = 0.05032681618181744
importance = 4.31

[[aiOutlook.usageTasks]]
task = "Search for specific sets of stored, typed characters to make changes."
usagePercent = 0.021671343294619342
importance = 3.83

[[aiOutlook.usageTasks]]
task = "Electronically sort and compile text and numerical data, retrieving, updating, and merging documents as required."
usagePercent = 0.005648928346938691
importance = 3.84

[[aiOutlook.usageTasks]]
task = "Use data entry devices, such as optical scanners, to input data into computers for revision or editing."
usagePercent = 0.002567694703153951
importance = 3.63

[[aiOutlook.usageTasks]]
task = "Compute and verify totals on report forms, requisitions, or bills, using adding machine or calculator."
usagePercent = 0.0015406168218923706
importance = 3.96

[[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 = 7
taskCount = 10
totalSample = 3640
autonomyMedian = 3
dominantCollaboration = "directive"
automationShare = 57.81
augmentationShare = 38.38
workUsePercent = 59.86
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "directive"
percent = 55.34

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 34.53

[[aiPlaybook.collaboration]]
label = "feedback loop"
percent = 2.47

[[aiPlaybook.collaboration]]
label = "validation"
percent = 2.05

[[aiPlaybook.collaboration]]
label = "learning"
percent = 1.8

[[aiPlaybook.collaboration]]
label = "none"
percent = 1.65

[[aiPlaybook.useCase]]
label = "work"
percent = 59.86

[[aiPlaybook.useCase]]
label = "personal"
percent = 22.41

[[aiPlaybook.useCase]]
label = "coursework"
percent = 16.35

[[aiPlaybook.delegatedTasks]]
task = "Reformat documents, moving paragraphs or columns."
usagePercent = 0.28443555444430557
collaboration = "directive"
autonomyMedian = 3
sampleCount = 2844

[[aiPlaybook.delegatedTasks]]
task = "File and store completed documents on computer hard drive or disk, or maintain a computer filing system to store, retrieve, update and delete documents."
usagePercent = 0.01860232529066133
collaboration = "directive"
autonomyMedian = 3
sampleCount = 186

[[aiPlaybook.delegatedTasks]]
task = "Check completed work for spelling, grammar, punctuation, and format."
usagePercent = 0.015401925240655083
collaboration = "task iteration"
autonomyMedian = 3
sampleCount = 154

[[aiPlaybook.delegatedTasks]]
task = "Use data entry devices, such as optical scanners, to input data into computers for revision or editing."
usagePercent = 0.015301912739092385
collaboration = "directive"
autonomyMedian = 2
sampleCount = 153

[[aiPlaybook.delegatedTasks]]
task = "Search for specific sets of stored, typed characters to make changes."
usagePercent = 0.010201275159394924
collaboration = "directive"
autonomyMedian = 2.5
sampleCount = 102

[[aiPlaybook.delegatedTasks]]
task = "Electronically sort and compile text and numerical data, retrieving, updating, and merging documents as required."
usagePercent = 0.006700837604700588
collaboration = "directive"
autonomyMedian = 3
sampleCount = 67

[[aiPlaybook.delegatedTasks]]
task = "Type correspondence, reports, text and other written material from rough drafts, corrected copies, voice recordings, dictation or previous versions, using a computer, word processor, or typewriter."
usagePercent = 0.005900737592199025
collaboration = "directive"
autonomyMedian = 3
sampleCount = 59

[[aiPlaybook.boundaryTasks]]
task = "Type correspondence, reports, text and other written material from rough drafts, corrected copies, voice recordings, dictation or previous versions, using a computer, word processor, or typewriter."
humanNeededPercent = 100
sampleCount = 59

[[aiPlaybook.boundaryTasks]]
task = "Check completed work for spelling, grammar, punctuation, and format."
humanNeededPercent = 98.05194805194806
sampleCount = 154

[[aiPlaybook.boundaryTasks]]
task = "Use data entry devices, such as optical scanners, to input data into computers for revision or editing."
humanNeededPercent = 98.0392156862745
sampleCount = 153

[[aiPlaybook.boundaryTasks]]
task = "Search for specific sets of stored, typed characters to make changes."
humanNeededPercent = 97.05882352941177
sampleCount = 102

[[aiPlaybook.boundaryTasks]]
task = "Electronically sort and compile text and numerical data, retrieving, updating, and merging documents as required."
humanNeededPercent = 97.01492537313433
sampleCount = 67

[[aiPlaybook.boundaryTasks]]
task = "Reformat documents, moving paragraphs or columns."
humanNeededPercent = 95.85091420534458
sampleCount = 2844

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: reformat documents, moving paragraphs or columns. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: file and store completed documents on computer hard drive or disk, or maintain a computer filing system to store, retrieve, update and delete documents. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: check completed work for spelling, grammar, punctuation, and format. I'll give feedback as we go."
collaboration = "task iteration"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: use data entry devices, such as optical scanners, to input data into computers for revision or editing. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: search for specific sets of stored, typed characters to make changes. Give me a finished draft I can review and adjust."
collaboration = "directive"

[counts]
tasks = 19
skills = 45
capabilities = 120
tools = 21
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "d85f18720934b751"

[[tasks]]
text = "Perform other clerical duties, such as answering telephone, sorting and distributing mail, running errands or sending faxes."
type = "Core"
iwa = "4.A.2.a.2.b"

[[tasks]]
text = "Check completed work for spelling, grammar, punctuation, and format."
type = "Core"
iwa = "4.A.2.a.3.a"

[[tasks]]
text = "File and store completed documents on computer hard drive or disk, or maintain a computer filing system to store, retrieve, update, and delete documents."
type = "Core"
iwa = "4.A.3.a.2.ak"

[[tasks]]
text = "Print and make copies of work."
type = "Core"
iwa = "4.A.3.a.3.a"

[[tasks]]
text = "Transmit work electronically to other locations."
type = "Core"
iwa = "4.A.3.b.1.e"

[[tasks]]
text = "Address envelopes or prepare envelope labels, using typewriter or computer."
type = "Core"
iwa = "4.A.4.c.1.a"

[[tasks]]
text = "Gather, register, and arrange the material to be typed, following instructions."
type = "Core"
iwa = "4.A.2.a.2.c"

[[tasks]]
text = "Type correspondence, reports, text and other written material from rough drafts, corrected copies, voice recordings, dictation, or previous versions, using a computer, word processor, or typewriter."
type = "Core"
iwa = "4.A.4.c.1.a"

[[tasks]]
text = "Compute and verify totals on report forms, requisitions, or bills, using adding machine or calculator."
type = "Core"
iwa = "4.A.1.b.3.c"

[[tasks]]
text = "Manage schedules and set dates, times, and locations for meetings and appointments."
type = "Supplemental"
iwa = "4.A.2.b.5.c"

[[tasks]]
text = "Keep records of work performed."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Electronically sort and compile text and numerical data, retrieving, updating, and merging documents as required."
type = "Core"
iwa = "4.A.2.a.2.c"

[[activities]]
name = "Schedule appointments."
iwa = "4.A.2.b.5.c"

[[activities]]
name = "Proofread documents, records, or other files to ensure accuracy."
iwa = "4.A.2.a.3.a"

[[activities]]
name = "Sort mail."
iwa = "4.A.2.a.2.b"

[[activities]]
name = "Answer telephones to direct calls or provide information."
iwa = "4.A.4.a.3.c"

[[activities]]
name = "Distribute incoming mail."
iwa = "4.A.4.c.3.c"

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

[[activities]]
name = "Type documents."
iwa = "4.A.4.c.1.a"

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

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

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

[[activities]]
name = "Calculate financial data."
iwa = "4.A.1.b.3.c"

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

[[activities]]
name = "Format digital documents, data, or images."
iwa = "4.A.3.b.1.f"

[[activities]]
name = "Search files, databases or reference materials to obtain needed information."
iwa = "4.A.1.a.1.d"

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

[[activities]]
name = "Operate computers or computerized equipment."
iwa = "4.A.3.b.1.e"

[[activities]]
name = "Prepare research or technical reports."
iwa = "4.A.3.b.6.c"

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

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 4.81

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 4.26

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 4.19

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 4

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 3.75

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.51

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.5

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

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 3.38

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.25

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

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3.25

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

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.12

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

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

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

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

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

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

[[capabilities]]
name = "Perceptual Speed"
family = "ability"
value = 3

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

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 2.88

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

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

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

[[capabilities]]
name = "Mathematics"
family = "essential_skill"
value = 2.62

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

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 2.62

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

[[capabilities]]
name = "Law and Government"
family = "knowledge"
value = 2.58

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 2.5

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 2.5

[[capabilities]]
name = "Visualization"
family = "ability"
value = 2.5

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 2.42

[[capabilities]]
name = "Quality Control Analysis"
family = "transferable_skill"
value = 2.38

[[capabilities]]
name = "Mathematical Reasoning"
family = "ability"
value = 2.38

[[capabilities]]
name = "Far Vision"
family = "ability"
value = 2.38

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 2.25

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Blackbaud CRM"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Google Workspace software"
category = "Office suite 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 = "Microsoft SharePoint"
category = "Document management software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Visio"
category = "Process mapping and design software"
hot = true
inDemand = false

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

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

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

[[tools]]
example = "Act!"
category = "Customer relationship management CRM software"
hot = false
inDemand = false

[[tools]]
example = "Blackbaud CRM"
category = "Customer relationship management CRM software"
hot = false
inDemand = false

[[tools]]
example = "Corel WordPerfect Office Suite"
category = "Office suite software"
hot = false
inDemand = false

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

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

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

[[tools]]
example = "Oracle Siebel CRM"
category = "Customer relationship management CRM software"
hot = false
inDemand = false

[[tools]]
example = "SRSsoft SRS EHR"
category = "Medical software"
hot = false
inDemand = false

[[workContext]]
name = "Telephone Conversations"
value = 5

[[workContext]]
name = "Spend Time Sitting"
value = 4.9

[[workContext]]
name = "E-Mail"
value = 4.86

[[workContext]]
name = "Contact With Others"
value = 4.69

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.68

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 4.62

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.61

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 4.46

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.26

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 4.16

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.11

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

[[workContext]]
name = "Time Pressure"
value = 3.96

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.71

[[workContext]]
name = "Written Letters and Memos"
value = 3.7

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.67

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 3.47

[[workContext]]
name = "Conflict Situations"
value = 2.96

[[workContext]]
name = "Level of Competition"
value = 2.94

[[workContext]]
name = "Physical Proximity"
value = 2.86

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.76

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

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.65

[[workContext]]
name = "Frequency of Decision Making"
value = 2.6

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 2.5

[[workContext]]
name = "Health and Safety of Other Workers"
value = 2.46

[[workContext]]
name = "Degree of Automation"
value = 2.33

[[workContext]]
name = "Consequence of Error"
value = 2.16

[[workContext]]
name = "Exposed to Contaminants"
value = 2.1

[[workContext]]
name = "Spend Time Walking or Running"
value = 1.97

[[workContext]]
name = "Dealing with Violent or Physically Aggressive People"
value = 1.94

[[workContext]]
name = "Exposed to Disease or Infections"
value = 1.86

[[workContext]]
name = "Spend Time Standing"
value = 1.83

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 1.61

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 1.54

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 1.52

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 1.51

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 1.44

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 1.41

[[workContext]]
name = "Public Speaking"
value = 1.34

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 6.59

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 6.5

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 2.87

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

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 2.4

[[personFit]]
name = "Dependability"
family = "work_style"
value = 2.36

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 2.32

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 2.26

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 2.23

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 1.94

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 1.86

[[personFit]]
name = "Human Resources"
family = "specific_interest_area"
value = 1.5

[[personFit]]
name = "Personal Service"
family = "specific_interest_area"
value = 1.4

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 1.35

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

[[personFit]]
name = "Media"
family = "specific_interest_area"
value = 1.3

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

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

[[relatedRoles]]
socCode = "31-9094.00"
slug = "role-31-9094-00"
title = "Medical Transcriptionists"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "27-3092.00"
slug = "role-27-3092-00"
title = "Court Reporters and Simultaneous Captioners"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "43-9081.00"
slug = "role-43-9081-00"
title = "Proofreaders and Copy Markers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "43-3031.00"
slug = "role-43-3031-00"
title = "Bookkeeping, Accounting, and Auditing Clerks"
tier = "Primary-Long"

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

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

[[relatedRoles]]
socCode = "43-4171.00"
slug = "role-43-4171-00"
title = "Receptionists and Information Clerks"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "29-2072.00"
slug = "role-29-2072-00"
title = "Medical Records Specialists"
tier = "Supplemental"

[[relatedRoles]]
socCode = "43-6014.00"
slug = "role-43-6014-00"
title = "Secretaries and Administrative Assistants, Except Legal, Medical, and Executive"
tier = "Supplemental"

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

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.81
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 0.6219606
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.5258988
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 0.5072381
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
