entityType = "role"
schemaVersion = "role.v1"
slug = "role-27-3042-00"
socCode = "27-3042.00"
title = "Technical Writers"
summary = "Write technical materials, such as equipment manuals, appendices, or operating and maintenance instructions. May assist in layout work."
aliases = ["Documentation Specialist", "Information Developer", "Technical Communicator", "Technical Writer", "Documentation Designer", "Engineering Writer", "Medical Writer", "Narrative Writer", "Requirements Analyst", "Assembly Instructions Writer", "Clinical Writer", "Contracts Writer"]
emergingTasks = []

[preparation]
jobZone = "4"
jobZoneName = "Job Zone Four: Considerable Preparation Needed"
education = "Most of these occupations require a four-year bachelor's degree, but some do not."
experience = "A considerable amount of work-related skill, knowledge, or experience is needed for these occupations. For example, an accountant must complete four years of college and work for several years in accounting to be considered qualified."
svpRange = "(7.0 to < 8.0)"

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 35.25

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 33.02

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 15.89

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 6.9

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 5.46

[[preparation.educationDistribution]]
label = "Post-Baccalaureate Certificate"
percentage = 2.5

[[preparation.educationDistribution]]
label = "Doctoral Degree"
percentage = 0.99

[educationLevel]
category = "Bachelor's degree"
slug = "bachelor-s-degree"

[market]
medianWage = 91670
meanWage = 92330
pct10Wage = 54400
pct25Wage = 68640
pct75Wage = 102740
pct90Wage = 130430
employment = 55530
areaTitle = "U.S."

[industries]
count = 26

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 18610
medianWage = 86170
lq = 4.8

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 6670
medianWage = 83380
lq = 6.37

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 6520
medianWage = 80070
lq = 1.42

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 4170
medianWage = 91480
lq = 1.28

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 2710
medianWage = 96940
lq = 2.84

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 2460
medianWage = 80050
lq = 5.91

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 1810
medianWage = 88550
lq = 0.83

[[industries.top]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 1620
medianWage = 79360
lq = 0.72

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 1460
medianWage = 82360
lq = 1.44

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 1410
medianWage = 69720
lq = 0.29

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 890
medianWage = 74640
lq = 0.56

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 850
medianWage = 74320
lq = 0.1

[[industries.concentrated]]
naics = "221113"
slug = "221113"
title = "Nuclear Electric Power Generation"
level = "National industry"
employment = 170
lq = 12.71

[[industries.concentrated]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 6670
lq = 6.37

[[industries.concentrated]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 2460
lq = 5.91

[[industries.concentrated]]
naics = "541380"
slug = "541380"
title = "Testing Laboratories and Services"
level = "National industry"
employment = 320
lq = 5.21

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 18610
lq = 4.8

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 2710
lq = 2.84

[[industries.concentrated]]
naics = "524114"
slug = "524114"
title = "Direct Health and Medical Insurance Carriers"
level = "National industry"
employment = 310
lq = 1.92

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 1460
lq = 1.44

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

[aiOutlook.index]
value = 88
percentile = 93
band = "High"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 82
source = "felten_aioe"

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

[[aiOutlook.index.components]]
percentile = 99
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.89
percentile = 76
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 = 0.4666666666666667
beta = 0.7
gamma = 0.9333333333333333

[aiOutlook.bls]
growthPercent = 0.9
growthPercentile = 31
direction = "About average"
annualOpeningsThousands = 4.5
annualOpeningsPercentile = 46
employment2024Thousands = 56.4
employment2034Thousands = 56.9

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 1.184001
percentile = 82
band = "High"
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 = 0.9333333333333333
percentile = 84
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 = 0.37297698699915877
percentile = 99
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 = "Organize material and complete writing assignment according to set standards regarding order, clarity, conciseness, style, and terminology."
usagePercent = 0.6385343187803245
importance = 4.72

[[aiOutlook.usageTasks]]
task = "Edit, standardize, or make changes to material prepared by other writers or establishment personnel."
usagePercent = 0.362661199873464
importance = 4.03

[[aiOutlook.usageTasks]]
task = "Analyze developments in specific field to determine need for revisions in previously published materials and development of new material."
usagePercent = 0.2535855288834842
importance = 3.7

[[aiOutlook.usageTasks]]
task = "Review published materials and recommend revisions or changes in scope, format, content, and methods of reproduction and binding."
usagePercent = 0.05227826415621444
importance = 3.65

[[aiOutlook.usageTasks]]
task = "Select photographs, drawings, sketches, diagrams, and charts to illustrate material."
usagePercent = 0.019719895320222343
importance = 4.01

[[aiOutlook.usageTasks]]
task = "Develop or maintain online help documentation."
usagePercent = 0.014379090337662123
importance = 3.94

[[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 = 6
taskCount = 8
totalSample = 13098
autonomyMedian = 4
dominantCollaboration = "task iteration"
automationShare = 44
augmentationShare = 54.23
workUsePercent = 41.82
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 46.71

[[aiPlaybook.collaboration]]
label = "directive"
percent = 43.49

[[aiPlaybook.collaboration]]
label = "validation"
percent = 5.12

[[aiPlaybook.collaboration]]
label = "learning"
percent = 2.4

[[aiPlaybook.collaboration]]
label = "none"
percent = 1.17

[[aiPlaybook.collaboration]]
label = "feedback loop"
percent = 0.51

[[aiPlaybook.useCase]]
label = "personal"
percent = 46.79

[[aiPlaybook.useCase]]
label = "work"
percent = 41.82

[[aiPlaybook.useCase]]
label = "coursework"
percent = 11.1

[[aiPlaybook.delegatedTasks]]
task = "Edit, standardize, or make changes to material prepared by other writers or establishment personnel."
usagePercent = 1.0577322165270657
collaboration = "task iteration"
autonomyMedian = 3
sampleCount = 10576

[[aiPlaybook.delegatedTasks]]
task = "Organize material and complete writing assignment according to set standards regarding order, clarity, conciseness, style, and terminology."
usagePercent = 0.17212151518939867
collaboration = "task iteration"
autonomyMedian = 3
sampleCount = 1721

[[aiPlaybook.delegatedTasks]]
task = "Review published materials and recommend revisions or changes in scope, format, content, and methods of reproduction and binding."
usagePercent = 0.04640580072509064
collaboration = "task iteration"
autonomyMedian = 4
sampleCount = 464

[[aiPlaybook.delegatedTasks]]
task = "Assist in laying out material for publication."
usagePercent = 0.012601575196899611
collaboration = "task iteration"
autonomyMedian = 4
sampleCount = 126

[[aiPlaybook.delegatedTasks]]
task = "Select photographs, drawings, sketches, diagrams, and charts to illustrate material."
usagePercent = 0.00900112514064258
collaboration = "task iteration"
autonomyMedian = 4
sampleCount = 90

[[aiPlaybook.delegatedTasks]]
task = "Analyze developments in specific field to determine need for revisions in previously published materials and development of new material."
usagePercent = 0.008201025128141018
collaboration = "learning"
autonomyMedian = 4
sampleCount = 82

[[aiPlaybook.boundaryTasks]]
task = "Edit, standardize, or make changes to material prepared by other writers or establishment personnel."
humanNeededPercent = 96.78517397881997
sampleCount = 10576

[[aiPlaybook.boundaryTasks]]
task = "Organize material and complete writing assignment according to set standards regarding order, clarity, conciseness, style, and terminology."
humanNeededPercent = 96.51365485183034
sampleCount = 1721

[[aiPlaybook.boundaryTasks]]
task = "Analyze developments in specific field to determine need for revisions in previously published materials and development of new material."
humanNeededPercent = 95.1219512195122
sampleCount = 82

[[aiPlaybook.boundaryTasks]]
task = "Assist in laying out material for publication."
humanNeededPercent = 94.44444444444444
sampleCount = 126

[[aiPlaybook.boundaryTasks]]
task = "Select photographs, drawings, sketches, diagrams, and charts to illustrate material."
humanNeededPercent = 94.44444444444444
sampleCount = 90

[[aiPlaybook.boundaryTasks]]
task = "Review published materials and recommend revisions or changes in scope, format, content, and methods of reproduction and binding."
humanNeededPercent = 93.53448275862068
sampleCount = 464

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: edit, standardize, or make changes to material prepared by other writers or establishment personnel. I'll give feedback as we go."
collaboration = "task iteration"

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: organize material and complete writing assignment according to set standards regarding order, clarity, conciseness, style, and terminology. I'll give feedback as we go."
collaboration = "task iteration"

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: review published materials and recommend revisions or changes in scope, format, content, and methods of reproduction and binding. I'll give feedback as we go."
collaboration = "task iteration"

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: assist in laying out material for publication. I'll give feedback as we go."
collaboration = "task iteration"

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: select photographs, drawings, sketches, diagrams, and charts to illustrate material. I'll give feedback as we go."
collaboration = "task iteration"

[counts]
tasks = 15
skills = 62
capabilities = 120
tools = 71
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "4a633287046fce3c"

[[tasks]]
text = "Organize material and complete writing assignment according to set standards regarding order, clarity, conciseness, style, and terminology."
type = "Core"
iwa = "4.A.2.a.2.c"

[[tasks]]
text = "Maintain records and files of work and revisions."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Edit, standardize, or make changes to material prepared by other writers or establishment personnel."
type = "Core"
iwa = "4.A.2.b.1.g"

[[tasks]]
text = "Select photographs, drawings, sketches, diagrams, and charts to illustrate material."
type = "Core"
iwa = "4.A.2.b.2.r"

[[tasks]]
text = "Interview production and engineering personnel and read journals and other material to become familiar with product technologies and production methods."
type = "Core"
iwa = "4.A.1.a.1.t"

[[tasks]]
text = "Develop or maintain online help documentation."
type = "Core"
iwa = "4.A.3.b.6.l"

[[tasks]]
text = "Assist in laying out material for publication."
type = "Core"
iwa = "4.A.2.b.2.o"

[[tasks]]
text = "Study drawings, specifications, mockups, and product samples to integrate and delineate technology, operating procedure, and production sequence and detail."
type = "Core"
iwa = "4.A.1.a.1.b"

[[tasks]]
text = "Arrange for typing, duplication, and distribution of material."
type = "Core"
iwa = "4.A.4.b.4.j"

[[tasks]]
text = "Observe production, developmental, and experimental activities to determine operating procedure and detail."
type = "Core"
iwa = "4.A.2.b.4.a"

[[tasks]]
text = "Review manufacturer's and trade catalogs, drawings and other data relative to operation, maintenance, and service of equipment."
type = "Core"
iwa = "4.A.1.a.1.b"

[[tasks]]
text = "Analyze developments in specific field to determine need for revisions in previously published materials and development of new material."
type = "Core"
iwa = "4.A.1.a.2.h"

[[activities]]
name = "Write informational material."
iwa = "4.A.3.b.6.l"

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

[[activities]]
name = "Edit written materials."
iwa = "4.A.2.b.1.g"

[[activities]]
name = "Maintain records, documents, or other files."
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Confer with clients to determine needs."
iwa = "4.A.4.a.2.j"

[[activities]]
name = "Determine presentation subjects or content."
iwa = "4.A.2.b.2.r"

[[activities]]
name = "Review details of technical drawings or specifications."
iwa = "4.A.1.a.1.b"

[[activities]]
name = "Research new technologies."
iwa = "4.A.1.a.1.t"

[[activities]]
name = "Develop operating strategies, plans, or procedures."
iwa = "4.A.2.b.4.a"

[[activities]]
name = "Develop detailed project plans."
iwa = "4.A.2.b.6.b"

[[activities]]
name = "Coordinate logistics for productions or events."
iwa = "4.A.4.b.4.j"

[[activities]]
name = "Design layouts for print publications."
iwa = "4.A.2.b.2.o"

[[activities]]
name = "Monitor current trends."
iwa = "4.A.1.a.2.h"

[[activities]]
name = "Draw detailed or technical illustrations."
iwa = "4.A.2.b.2.o"

[[capabilities]]
name = "Writing"
family = "essential_skill"
value = 4.88

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 4.81

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 4.29

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 4.25

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 4.12

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 4.12

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

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

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 3.76

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.75

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 3.75

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 3.75

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.75

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.62

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.62

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.38

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3.38

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.38

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

[[capabilities]]
name = "Communications and Media"
family = "knowledge"
value = 3.25

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.24

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.17

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.16

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 3.13

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 3.12

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

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

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3

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

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

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 2.98

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 2.93

[[capabilities]]
name = "Persuasion"
family = "transferable_skill"
value = 2.88

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 2.88

[[capabilities]]
name = "Originality"
family = "ability"
value = 2.88

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 2.84

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 2.75

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 2.75

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

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

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

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

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

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

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

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

[[skills]]
name = "Atlassian Confluence"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "PTC Creo Parametric"
type = "Specialized Skill"

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

[[skills]]
name = "IBM Rational Clearquest"
type = "Specialized Skill"

[[skills]]
name = "IBM Rational ClearCase"
type = "Specialized Skill"

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

[[tools]]
example = "Atlassian Confluence"
category = "Project management software"
hot = true
inDemand = true

[[tools]]
example = "Atlassian JIRA"
category = "Content workflow software"
hot = true
inDemand = true

[[tools]]
example = "Extensible markup language XML"
category = "Enterprise application integration software"
hot = true
inDemand = true

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

[[tools]]
example = "Microsoft SharePoint"
category = "Document management software"
hot = true
inDemand = true

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

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

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

[[tools]]
example = "Adobe Creative Cloud software"
category = "Graphics or photo imaging 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 = "Autodesk AutoCAD"
category = "Computer aided design CAD software"
hot = true
inDemand = false

[[tools]]
example = "Cascading style sheets CSS"
category = "Web platform development software"
hot = true
inDemand = false

[[tools]]
example = "Dassault Systemes SolidWorks"
category = "Computer aided design CAD software"
hot = true
inDemand = false

[[tools]]
example = "Epic Systems"
category = "Medical software"
hot = true
inDemand = false

[[tools]]
example = "Git"
category = "File versioning software"
hot = true
inDemand = false

[[tools]]
example = "GitHub"
category = "Application server software"
hot = true
inDemand = false

[[tools]]
example = "Hypertext markup language HTML"
category = "Web platform development software"
hot = true
inDemand = false

[[tools]]
example = "JavaScript"
category = "Web platform development software"
hot = true
inDemand = false

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

[[tools]]
example = "Microsoft ASP.NET"
category = "Web platform development software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Project"
category = "Project management software"
hot = true
inDemand = false

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

[[tools]]
example = "Microsoft SQL Server Reporting Services SSRS"
category = "Data base reporting software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Visual Basic"
category = "Development environment software"
hot = true
inDemand = false

[[tools]]
example = "Oracle Java"
category = "Object or component oriented development software"
hot = true
inDemand = false

[[tools]]
example = "PHP"
category = "Web platform development software"
hot = true
inDemand = false

[[tools]]
example = "SAS"
category = "Analytical or scientific software"
hot = true
inDemand = false

[[tools]]
example = "Structured query language SQL"
category = "Data base user interface and query software"
hot = true
inDemand = false

[[tools]]
example = "Adobe Captivate"
category = "Computer based training software"
hot = false
inDemand = false

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

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

[[tools]]
example = "Adobe RoboHelp"
category = "Graphical user interface development software"
hot = false
inDemand = false

[[tools]]
example = "Apple Final Cut Pro"
category = "Video creation and editing software"
hot = false
inDemand = false

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

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

[[workContext]]
name = "E-Mail"
value = 4.74

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.58

[[workContext]]
name = "Spend Time Sitting"
value = 4.55

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.55

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 4.52

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.4

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.39

[[workContext]]
name = "Time Pressure"
value = 4.23

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.17

[[workContext]]
name = "Telephone Conversations"
value = 4.15

[[workContext]]
name = "Contact With Others"
value = 4.13

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 4.01

[[workContext]]
name = "Frequency of Decision Making"
value = 3.58

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 3.51

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.51

[[workContext]]
name = "Written Letters and Memos"
value = 3.46

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.43

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.3

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.19

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.09

[[workContext]]
name = "Level of Competition"
value = 3.02

[[workContext]]
name = "Conflict Situations"
value = 2.75

[[workContext]]
name = "Physical Proximity"
value = 2.68

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 2.58

[[workContext]]
name = "Consequence of Error"
value = 2.37

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.2

[[workContext]]
name = "Public Speaking"
value = 2.16

[[workContext]]
name = "Degree of Automation"
value = 2.07

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 1.98

[[workContext]]
name = "Health and Safety of Other Workers"
value = 1.73

[[workContext]]
name = "Spend Time Standing"
value = 1.68

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 1.66

[[workContext]]
name = "Spend Time Walking or Running"
value = 1.28

[[workContext]]
name = "In an Open Vehicle or Operating Equipment"
value = 1.23

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 1.23

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 1.18

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 1.15

[[workContext]]
name = "Outdoors, Under Cover"
value = 1.15

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 1.14

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 1.13

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 5.32

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 4.46

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 4.23

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 3.69

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 3.44

[[personFit]]
name = "Media"
family = "specific_interest_area"
value = 3.3

[[personFit]]
name = "Dependability"
family = "work_style"
value = 3

[[personFit]]
name = "Creative Writing"
family = "specific_interest_area"
value = 2.92

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 2.78

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

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 2.74

[[personFit]]
name = "Visual Arts"
family = "specific_interest_area"
value = 2.73

[[personFit]]
name = "Applied Arts and Design"
family = "specific_interest_area"
value = 2.65

[[personFit]]
name = "Humanities"
family = "specific_interest_area"
value = 2.14

[[personFit]]
name = "Intellectual Curiosity"
family = "work_style"
value = 2.04

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 2.01

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

[[relatedRoles]]
socCode = "13-1082.00"
slug = "role-13-1082-00"
title = "Project Management Specialists"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "27-3041.00"
slug = "role-27-3041-00"
title = "Editors"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "13-1111.00"
slug = "role-13-1111-00"
title = "Management Analysts"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "15-2051.00"
slug = "role-15-2051-00"
title = "Data Scientists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "15-2051.02"
slug = "role-15-2051-02"
title = "Clinical Data Managers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "19-4061.00"
slug = "role-19-4061-00"
title = "Social Science Research Assistants"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "27-3043.00"
slug = "role-27-3043-00"
title = "Writers and Authors"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "17-3012.00"
slug = "role-17-3012-00"
title = "Electrical and Electronics Drafters"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "17-2112.00"
slug = "role-17-2112-00"
title = "Industrial Engineers"
tier = "Supplemental"

[[relatedRoles]]
socCode = "15-1255.00"
slug = "role-15-1255-00"
title = "Web and Digital Interface Designers"
tier = "Supplemental"

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

[[careerClusters]]
cluster = "Energy & Natural Resources"
slug = "energy-natural-resources"

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

[[studyPrograms]]
title = "Communication, Journalism, and Related Programs"
slug = "communication-journalism-and-related-programs"

[[studyPrograms]]
title = "English Language and Literature/Letters"
slug = "english-language-and-literature-letters"

[[studyPrograms]]
title = "Family and Consumer Sciences/Human Sciences"
slug = "family-and-consumer-sciences-human-sciences"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.89
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 1.184001
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 1.24417
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 1.316551
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
