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Singulariki

Fine Artists, Including Painters, Sculptors, and Illustrators

Occupation · SOC 27-1013.00

Create original artwork using any of a wide variety of media and techniques.

Also called: Artist · Fine Artist · Painter · Sculptor · Automotive Artist · Blacksmith · Ice Carver · Illustrator · Muralist · Portrait Artist · 3D Artist (Three Dimensional Artist) · 3D Artist (Three-Dimensional Artist)

Job family: Arts, Design, Entertainment, Sports, and Media Occupations

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Download .md

A source-stamped Markdown brief of this occupation — paste it into an agent, or fetch /roles/role-27-1013-00/context.md directly.

AI work map

A fast read on where AI already shows up in this occupation, where it stays a copilot, where humans remain in the loop, and what the labor market is doing. Built from observed Claude.ai conversations mapped to O*NET tasks and from published research — measures of usage and exposure, not advice or predictions that the job is going away.

Often handed to AI

Task areas most often handled directively in observed AI conversations — candidates to delegate with light review.

  • Use materials such as pens and ink, watercolors, charcoal, oil, or computer software to create artwork. · 4.5%
  • Create and prepare sketches and model drawings of cartoon characters, providing details from memory, live models, manufactured products, or reference materials. · 0.4%
See how AI is used here →

Use as a copilot

Task areas where people work with AI — iterating, learning, or checking — staying in the loop rather than handing the task off.

  • Create finished art work as decoration, or to elucidate or substitute for spoken or written messages. · 5.6%
  • Integrate and develop visual elements, such as line, space, mass, color, and perspective, to produce desired effects, such as the illustration of ideas, emotions, or moods. · 3.7%
  • Monitor events, trends, and other circumstances, research specific subject areas, attend art exhibitions, and read art publications to develop ideas and keep current on art world activities. · 1.7%
See collaboration patterns →

Keep a human in the loop

Task areas where a human was still judged necessary in a large share of observed conversations — not a safety ruling, an observed-need signal.

  • Provide entertainment at special events by performing activities such as drawing cartoons. · 100.0% need a human
  • Confer with clients, editors, writers, art directors, and other interested parties regarding the nature and content of artwork to be produced. · 98.7% need a human
  • Monitor events, trends, and other circumstances, research specific subject areas, attend art exhibitions, and read art publications to develop ideas and keep current on art world activities. · 95.9% need a human
See the boundary tasks →

55th-percentile task overlap — yet about 2,200 openings a year (-1.2% projected, BLS), and observed AI use leans 5005% copilot, not hand-off (AEI) . What exposure means →

AI & job outlook

What today's research says about this occupation's exposure to AI, how AI is actually being used in it, and where employment is headed. These are positions within published studies — measures of exposure and usage, not predictions that this job will disappear.

Exposure to current AI

Each study uses its own scale, so the raw scores are not comparable across rows — the percentile (this job's rank among all U.S. occupations with data) is the comparable figure, and sizes the bars.

Measure Rank vs all occupations Percentile Score
Overall AI exposure (Felten et al.) Low 33rd -0.6
LLM task exposure, γ (OpenAI / Eloundou) High 71st 0.9
AI assistant applicability (Microsoft) Moderate 63rd 0.2

OpenAI's exposure study scores tasks three ways: with a language model alone (α 0.0), with simple added tooling (β 0.4), and including AI-powered software (γ 0.9). Higher means more of the job's tasks could be done at least twice as fast — not that they will be automated away.

Most of this job's tasks can be done remotely (Dingel–Neiman), which tends to track with higher digital and AI exposure.

Historical automation estimate (2013)

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.

Frey–Osborne probability 0.0 · 22nd percentile among occupations · Low

How AI is actually used in this job

Among measured AI assistant conversations mapped to this occupation (Anthropic Economic Index, 2026-01-15), these task types came up most. These are shares of observed AI conversations — not shares of the job, of worker time, or of what could be automated.

Create finished art work as decoration, or to elucidate or substitute for spoken or written messages. 26.2%
Create sketches, profiles, or likenesses of posed subjects or photographs, using any combination of freehand drawing, mechanical assembly kits, and computer imaging. 5.5%
Integrate and develop visual elements, such as line, space, mass, color, and perspective, to produce desired effects, such as the illustration of ideas, emotions, or moods. 4.7%
Use materials such as pens and ink, watercolors, charcoal, oil, or computer software to create artwork. 3.2%
Monitor events, trends, and other circumstances, research specific subject areas, attend art exhibitions, and read art publications to develop ideas and keep current on art world activities. 2.6%
Collaborate with writers who create ideas, stories, or captions that are combined with artists' work. 1.4%

Job outlook

Independent U.S. Bureau of Labor Statistics employment projection for 2024–2034 — a labor-market forecast, not an AI-impact forecast.

Outlook Declining · -1.2% by 2034
Projected annual openings 2,200
Employment 2024 → 2034 26,500 → 26,200

“Annual openings” counts new jobs plus replacements for workers who leave the occupation, so it can be large even when growth is modest.

Where this work sits on the global GenAI gradient

The ILO's 2025 global study scores generative-AI exposure on the international ISCO-08 occupation system, not US SOC. Bridged through the published (and approximate, many-to-many) IBS O*NET-SOC ↔ ISCO-08 crosswalk, this US occupation corresponds to the international 2 occupations below. Exposure here means how much of the work's tasks today's AI can attempt — task overlap, not automation, adoption, or jobs lost.

28% mean task exposure (2025)
52nd percentile of 427 placed occupations
−6 pts shift 2023 → 2025
International occupation (ISCO-08) Task exposure (2025) Most tasks fall in
Draughtspersons · 3118 35% Minimal
Visual Artists · 2651 21% Not exposed

Read the whole six-band gradient on the GenAI exposure gradient page. The crosswalk is approximate: a US occupation can map to several international ones, and the ILO scores describe the international occupation, not this exact US role.

Working with AI in this job

How people actually apply AI to this occupation's tasks, from Claude.ai (Free and Pro) conversations in the Anthropic Economic Index, 2026-01-15. This is one AI assistant's consumer sample — not all AI, not the whole workforce. Autonomy and the collaboration mix are model-rated estimates; figures below the sample floor are hidden.

Augmentation vs. automation 50.0% working with AI · 41.2% handed to AI
Most common way people use AI here Iteration · you and AI go back and forth
Typical AI autonomy 4.0 / 5 · higher = AI acts more independently
Used for work (vs. personal / coursework) 18.9%

What people delegate to AI

The role's most common tasks in AI conversations, each tagged with how people work with the AI on it. “Usage” is the share of observed conversations, not of the job.

Task How Usage
Create finished art work as decoration, or to elucidate or substitute for spoken or written messages. Iteration 5.6%
Use materials such as pens and ink, watercolors, charcoal, oil, or computer software to create artwork. Directive 4.5%
Integrate and develop visual elements, such as line, space, mass, color, and perspective, to produce desired effects, such as the illustration of ideas, emotions, or moods. Iteration 3.7%
Monitor events, trends, and other circumstances, research specific subject areas, attend art exhibitions, and read art publications to develop ideas and keep current on art world activities. Iteration 1.7%
Confer with clients, editors, writers, art directors, and other interested parties regarding the nature and content of artwork to be produced. Iteration 0.8%
Create sketches, profiles, or likenesses of posed subjects or photographs, using any combination of freehand drawing, mechanical assembly kits, and computer imaging. Iteration 0.5%
Maintain portfolios of artistic work to demonstrate styles, interests, and abilities. Iteration 0.4%
Create and prepare sketches and model drawings of cartoon characters, providing details from memory, live models, manufactured products, or reference materials. Directive 0.4%

Where a human is still needed

Tasks where the model most often judged that a person remained necessary — a useful read on the current boundary, not a guarantee.

Provide entertainment at special events by performing activities such as drawing cartoons. 100.0%
Confer with clients, editors, writers, art directors, and other interested parties regarding the nature and content of artwork to be produced. 98.7%
Monitor events, trends, and other circumstances, research specific subject areas, attend art exhibitions, and read art publications to develop ideas and keep current on art world activities. 95.9%
Maintain portfolios of artistic work to demonstrate styles, interests, and abilities. 88.1%
Create sketches, profiles, or likenesses of posed subjects or photographs, using any combination of freehand drawing, mechanical assembly kits, and computer imaging. 84.8%
Integrate and develop visual elements, such as line, space, mass, color, and perspective, to produce desired effects, such as the illustration of ideas, emotions, or moods. 82.2%

What people most often hand AI here

Example prompts phrased from the tasks people most often delegate to AI in this occupation (Anthropic Economic Index). Each shows the underlying measured task and its share of observed AI use. They are suggested phrasings of real tasks — starting points, not endorsed instructions.

  • Help me create finished art work as decoration, or to elucidate or substitute for spoken or written messages.

    From: Create finished art work as decoration, or to elucidate or substitute for spoken or written messages. · 5.6% of measured AI use · task iteration

  • Help me use materials such as pens and ink, watercolors, charcoal, oil, or computer software to create artwork.

    From: Use materials such as pens and ink, watercolors, charcoal, oil, or computer software to create artwork. · 4.5% of measured AI use · directive

  • Help me integrate and develop visual elements, such as line, space, mass, color, and perspective, to produce desired effects, such as the illustration of ideas, emotions, or moods.

    From: Integrate and develop visual elements, such as line, space, mass, color, and perspective, to produce desired effects, such as the illustration of ideas, emotions, or moods. · 3.7% of measured AI use · task iteration

  • Help me monitor events, trends, and other circumstances, research specific subject areas, attend art exhibitions, and read art publications to develop ideas and keep current on art world activities.

    From: Monitor events, trends, and other circumstances, research specific subject areas, attend art exhibitions, and read art publications to develop ideas and keep current on art world activities. · 1.7% of measured AI use · task iteration

Tasks

All 32 tasks O*NET lists for this occupation, ordered by importance. Each links to its own page with AI-exposure and observed-use detail.

Work activities

Knowledge, skills & abilities

O*NET importance rating, from 1 (not important) to 5 (extremely important).

Abilities

Originality 4.4
Fluency of Ideas 4.0
Visualization 4.0
Arm-Hand Steadiness 3.8
Visual Color Discrimination 3.8
Near Vision 3.6
Manual Dexterity 3.4
Finger Dexterity 3.4
Oral Comprehension 3.1
Category Flexibility 3.1
Written Comprehension 3.0
Oral Expression 3.0
Problem Sensitivity 3.0
Deductive Reasoning 3.0
Inductive Reasoning 3.0
Information Ordering 3.0
Far Vision 3.0
Speech Recognition 3.0
Speech Clarity 3.0
Written Expression 2.9

Knowledge

Design 4.3
Computers and Electronics 4.2
English Language 3.9
Production and Processing 3.6
Fine Arts 3.5
Education and Training 3.4
Communications and Media 3.4
Customer and Personal Service 3.3
Mathematics 3.2
Administration and Management 3.0

Essential skills

Critical Thinking 3.3
Active Learning 3.3
Active Listening 3.1
Reading Comprehension 3.0
Speaking 3.0
Writing 2.9

Transferable skills

Judgment and Decision Making 3.0
Social Perceptiveness 2.9
Complex Problem Solving 2.9
Time Management 2.9

Skills in demand

Skills employers ask for in job postings for this occupation (Lightcast), with whether each is a common or specialized skill.

Showing the top 40 of 51.

Tools & technology

Example Category
Adobe Illustrator Graphics or photo imaging software Hot technology In demand
Adobe Photoshop Graphics or photo imaging software Hot technology In demand
Adobe Acrobat Document management software Hot technology
Adobe After Effects Video creation and editing software Hot technology
Adobe Creative Cloud software Graphics or photo imaging software Hot technology
Adobe InDesign Desktop publishing software Hot technology
Autodesk AutoCAD Computer aided design CAD software Hot technology
C# Object or component oriented development software Hot technology
C++ Object or component oriented development software Hot technology
Extensible markup language XML Enterprise application integration software Hot technology
Facebook Web page creation and editing software Hot technology
Hypertext markup language HTML Web platform development software Hot technology
Intuit QuickBooks Accounting software Hot technology
JavaScript Web platform development software Hot technology
Microsoft Office software Office suite software Hot technology
Microsoft PowerPoint Presentation software Hot technology
Microsoft Word Word processing software Hot technology
Python Object or component oriented development software Hot technology
Trimble SketchUp Pro Computer aided design CAD software Hot technology
Autodesk Maya Graphics or photo imaging software In demand
Adobe ActionScript Development environment software
Adobe Dreamweaver Web page creation and editing software
Adobe FrameMaker Desktop publishing software
Adobe FreeHand MX Graphics or photo imaging software
Adobe ImageReady Graphics or photo imaging software
ArtScope.net eArtist Data base user interface and query software
Autodesk 3D Studio Design Computer aided design CAD software
Camp Software Art Licensing Manager Data base user interface and query software
ClassDojo Desktop communications software
Code Line Art Files Document management software
Corel CorelDraw Graphics Suite Graphics or photo imaging software
Corel Paint Shop Pro Graphics or photo imaging software
Corel Painter Graphics or photo imaging software
Corel Photo-Paint Graphics or photo imaging software
Credit card processing software Point of sale POS software
Dassault Systemes CATIA Computer aided design CAD software
Email software Electronic mail software
FileMaker Bento Data base user interface and query software
GroupMe Instant messaging software
GYST Data base user interface and query software

Showing the top 40 of 53.

Work context

How characteristic each condition is of the job, on O*NET's 1–5 context scale (higher = more present in day-to-day work). Each condition links to how it varies across all occupations.

Freedom to Make Decisions 4.8
Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls 4.6
Determine Tasks, Priorities and Goals 4.4
Indoors, Environmentally Controlled 4.3
Importance of Being Exact or Accurate 4.1
E-Mail 3.9
Spend Time Making Repetitive Motions 3.6
Frequency of Decision Making 3.5
Telephone Conversations 3.5
Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets 3.5
Spend Time Sitting 3.4
Time Pressure 3.3
Face-to-Face Discussions with Individuals and Within Teams 3.2
Contact With Others 3.0
Spend Time Standing 3.0
Impact of Decisions on Co-workers or Company Results 3.0
Deal With External Customers or the Public in General 2.7
Importance of Repeating Same Tasks 2.6
Written Letters and Memos 2.6
Level of Competition 2.6
Work With or Contribute to a Work Group or Team 2.6
Exposed to Hazardous Equipment 2.4
Spend Time Bending or Twisting Your Body 2.4
Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable 2.3
Consequence of Error 2.3
Exposed to Contaminants 2.3
Coordinate or Lead Others in Accomplishing Work Activities 2.2
Exposed to Minor Burns, Cuts, Bites, or Stings 2.0
Conflict Situations 1.9
Outdoors, Exposed to All Weather Conditions 1.9
In an Enclosed Vehicle or Operate Enclosed Equipment 1.9
Outdoors, Under Cover 1.7
Exposed to Very Hot or Cold Temperatures 1.7
Spend Time Walking or Running 1.6
Health and Safety of Other Workers 1.6
Work Outcomes and Results of Other Workers 1.6
Degree of Automation 1.6
Exposed to Hazardous Conditions 1.6
Public Speaking 1.5
Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection 1.4

How to get in

Job zone
Zone 3 — Job Zone Three: Medium Preparation Needed
Education
Most occupations in this zone require training in vocational schools, related on-the-job experience, or an associate's degree.
Typical entry-level education
Bachelor's degree · BLS, the typical path — not a requirement
Related experience
Previous work-related skill, knowledge, or experience is required for these occupations. For example, an electrician must have completed three or four years of apprenticeship or several years of vocational training, and often must have passed a licensing exam, in order to perform the job.
Preparation level
SVP (6.0 to < 7.0) — total schooling plus on-the-job experience.

What to study: Health Professions and Related Programs , Visual and Performing Arts . Fields of study crosswalked to this occupation (NCES CIP–SOC), not a requirement.

Education of current workers

Share of people in this occupation at each level of education.

Bachelor's Degree 35.1%
Post-Secondary Certificate 0.3%
First Professional Degree 0.3%

Interests & work styles

The interests and personal qualities O*NET associates with people who do this work.

Career interests (Holland / RIASEC)

Artistic 7.0
Realistic 4.0
Investigative 2.7
Enterprising 2.4
Conventional 2.3
Social 2.3

Interest areas

Visual Arts 7.0
Applied Arts and Design 6.8
Marketing/Advertising 2.7
Physical/Manual Labor 2.3
Media 2.1
Humanities 2.1

Work styles

Innovation 3.0
Tolerance for Ambiguity 2.0
Achievement Orientation 1.9
Intellectual Curiosity 1.9

Wages & employment

U.S. · annual wages (BLS OEWS)

$26k10th$40k25th$61kMedian$90k75th$141k90th
Annual wages by percentile — U.S. (BLS OEWS). The light band spans the 10th–90th percentile; the darker band is the middle half (25th–75th); the line is the median.
27k202426k2034 (proj.)-1.2% · Declining
Projected U.S. employment, 2024–2034 (BLS Employment Projections). A labor-market forecast for the occupation, not an AI-impact forecast.
10th percentile $26,420
25th percentile $39,740
Median (50th) $60,560
75th percentile $89,630
90th percentile $140,660
People employed 10,000

Industries that employ this occupation

Where these workers are employed, by number of jobs (national, BLS OEWS). Pay shown is the occupation's national median, not industry-specific.

Industry Workers National median pay
Arts, Entertainment, and Recreation · Sector 4,000 $54,430
Information · Sector 1,960
Professional, Scientific, and Technical Services · Sector 920 $60,490
Educational Services · Sector 490 $47,030
Manufacturing · Sector 410 $53,830
Theater Companies and Dinner Theaters · National industry 270 $47,160
Other Services (except Public Administration) · Sector 260 $33,040
Administrative and Support and Waste Management and Remediation Services · Sector 170 $68,620
Wholesale Trade · Sector 110 $58,160
Temporary Help Services · National industry 110 $72,800
Management of Companies and Enterprises · Sector 60 $80,650
Construction · Sector $64,030

Where this work is most concentrated

Industries where this occupation is far more common than in the economy as a whole. The location quotient is how many times more concentrated it is here (a value of 5 means five times its economy-wide share).

Industry Concentration Workers
Theater Companies and Dinner Theaters · National industry 57.51× 270
Arts, Entertainment, and Recreation · Sector 23.34× 4,000
Information · Sector 10.39× 1,960
Professional, Scientific, and Technical Services · Sector 1.32× 920
Other Services (except Public Administration) · Sector 0.91× 260
Temporary Help Services · National industry 0.64× 110
Educational Services · Sector 0.55× 490
Manufacturing · Sector 0.5× 410

Part of the Arts, Entertainment, & Design career cluster.

Exposure quadrant: AI task-overlap percentile vs Median pay Fine Artists, Including Painters, Sculptors, and Illustrators sits at the 55th percentile of AI task-overlap and the 47th percentile of median pay, placed here against 12 adjacent occupations on the same two axes. Lower overlap · higher pay Higher overlap · higher pay Higher overlap · lower pay Lower overlap · lower pay Fine Artists, Including Painters, Sculptors, and Illustrators Painters, Construction and Maintenance Painting, Coating, and Decorating Workers Craft Artists Fabric and Apparel Patternmakers Photographers Special Effects Artists and Animators Fashion Designers Art Directors AI task-overlap percentile → ↑ Median pay
AI task-overlap percentile (horizontal) vs. median-pay percentile (vertical), across all scored occupations. This occupation is highlighted; related occupations are plotted alongside it. Overlap measures shared tasks with AI, not automation.

Side-by-side comparisons place two occupations’ pay, preparation, skills, and AI exposure on the same page — same data, same scale, no forecast.

What you can do with this

Options the data surfaces for Fine Artists, Including Painters, Sculptors, and Illustrators — not advice or a forecast. Each is a real cross-link you can follow into the evidence.

Skills that travel

Capabilities this work builds that are used across many other occupations.

Paths in

How people typically prepare for this work.

Zoom out

On the global GenAI exposure gradient this work sits around the 52nd percentile of 427 international occupations.

Write a report on thisheadline · factoids · citation

Fine Artists, Including Painters, Sculptors, and Illustrators show 55th-percentile AI task overlap — and about 2,200 annual U.S. openings

  • Fine Artists, Including Painters, Sculptors, and Illustrators rank in the 55th percentile (Moderate band) for AI task overlap across U.S. occupations — a measure of how much of the work today's AI can attempt, not how much is automated.Eloundou et al. (GPTs are GPTs) + Felten AIOE
  • The occupation is projected to see about 2,200 U.S. job openings per year (2024–34), counting growth and replacement — a labor-demand projection made independently of AI.BLS Employment Projections 2024–34
  • BLS projects employment to be declining (-1.2%) from 2024 to 2034.BLS Employment Projections 2024–34
  • Median annual pay is $60,560, across about 10,000 U.S. workers.BLS OEWS (May 2024)
  • Of the AI use actually observed for this work, 50% looks like augmentation (drafting, iterating, checking) rather than hands-off automation — from a Claude.ai usage sample, not a census.2026-01-15-v4-plus-2025-03-27-v2
Copy the whole kit
Fine Artists, Including Painters, Sculptors, and Illustrators show 55th-percentile AI task overlap — and about 2,200 annual U.S. openings

• Fine Artists, Including Painters, Sculptors, and Illustrators rank in the 55th percentile (Moderate band) for AI task overlap across U.S. occupations — a measure of how much of the work today's AI can attempt, not how much is automated. (Eloundou et al. (GPTs are GPTs) + Felten AIOE)
• The occupation is projected to see about 2,200 U.S. job openings per year (2024–34), counting growth and replacement — a labor-demand projection made independently of AI. (BLS Employment Projections 2024–34)
• BLS projects employment to be declining (-1.2%) from 2024 to 2034. (BLS Employment Projections 2024–34)
• Median annual pay is $60,560, across about 10,000 U.S. workers. (BLS OEWS (May 2024))
• Of the AI use actually observed for this work, 50% looks like augmentation (drafting, iterating, checking) rather than hands-off automation — from a Claude.ai usage sample, not a census. (2026-01-15-v4-plus-2025-03-27-v2)

Source: Singulariki — "Fine Artists, Including Painters, Sculptors, and Illustrators". https://singulariki.com/roles/role-27-1013-00
Note: AI task overlap measures what today's AI can attempt, not automation, job loss, or a forecast.

AssetsShare imageMethodology & sourcesPress & newsroomThe newsroom

Every line is built only from figures this page already shows and cites. AI task overlap means what today's AI can attempt — not automation, job loss, or a forecast.

Sources for this page

Every figure above traces to a named public dataset and the exact release below — not hand-written opinion. See the full methodology for what each measure does and does not mean.

Data compiled June 2, 2026. Figures are estimates, not advice.

Cite this page
Plain

Singulariki. "Fine Artists, Including Painters, Sculptors, and Illustrators." Singulariki: a source-backed encyclopedia of work. Built from O*NET 30.3; BLS Occupational Employment and Wage Statistics (OEWS) May 2024; BLS Employment Projections 2024–2034; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27); Microsoft “Working with AI” working-with-ai; “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130; AI Occupational Exposure (AIOE) Felten, Raj & Seamans; ILO / Gmyrek et al. GenAI exposure gradient 2025; IBS O*NET-SOC ↔ ISCO-08 occupation crosswalk 2022; Frey & Osborne (2013) frey-osborne-automation; Dingel & Neiman (2020) dingel-neiman-workathome. Accessed June 7, 2026. https://singulariki.com/roles/role-27-1013-00

APA

Singulariki. (2026). Fine Artists, Including Painters, Sculptors, and Illustrators. Singulariki: a source-backed encyclopedia of work. Retrieved June 7, 2026, from https://singulariki.com/roles/role-27-1013-00

BibTeX
@misc{singulariki-role-27-1013-00,
  title  = {Fine Artists, Including Painters, Sculptors, and Illustrators},
  author = {{Singulariki}},
  year   = {2026},
  note   = {O*NET 30.3; BLS Occupational Employment and Wage Statistics (OEWS) May 2024; BLS Employment Projections 2024–2034; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27); Microsoft “Working with AI” working-with-ai; “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130; AI Occupational Exposure (AIOE) Felten, Raj & Seamans; ILO / Gmyrek et al. GenAI exposure gradient 2025; IBS O*NET-SOC ↔ ISCO-08 occupation crosswalk 2022; Frey & Osborne (2013) frey-osborne-automation; Dingel & Neiman (2020) dingel-neiman-workathome. Accessed June 7, 2026},
  url    = {https://singulariki.com/roles/role-27-1013-00}
}

Citations name the underlying public dataset releases — they reflect what this page is built from, not just the URL.

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