--- NATIONAL WAGES ---
  total_employment : 6,930
  annual_median    : $71,240
  annual_pct10     : $36,580
  annual_pct25     : $42,010
  annual_pct75     : $115,150
  annual_pct90     : $136,660
  annual_mean      : $80,530
  hourly_median    : $34.25

--- GEOGRAPHIC DISPERSION ---
  highest_state    : Maryland ($128,610)
  lowest_state     : Iowa ($39,550)
  dispersion_ratio : 3.252x

--- TOP STATES BY WAGE (24 total) ---
  Federal, State, and Local Government, excluding State and Local Government Schools and Hospitals and the U.S. Postal Service (OEWS Designation) emp:    3,020  median: $ 115,150
  Other Services (except Public Administration) emp:    1,730  median: $  38,790
  Educational Services                     emp:      680  median: $  62,670
  Professional, Scientific, and Technical Services emp:      390  median: $  69,860
  Retail Trade                             emp:      310  median: $  37,650
  Information                              emp:      250  median: $  57,630
  Arts, Entertainment, and Recreation      emp:      250  median: $  45,760
  Administrative and Support and Waste Management and Remediation Services emp:       90  median: $  59,990
  Manufacturing                            emp:       40  median: $  72,660
  Wholesale Trade                          emp:       40  median: $  79,570

--- TOP INDUSTRIES BY EMPLOYMENT (11 total) ---
  Federal, State, and Local Government, excluding State and Local Government Schools and Hospitals and the U.S. Postal Service (OEWS Designation) emp:    3,020  median: $ 115,150
  Other Services (except Public Administration) emp:    1,730  median: $  38,790
  Educational Services                     emp:      680  median: $  62,670
  Professional, Scientific, and Technical Services emp:      390  median: $  69,860
  Retail Trade                             emp:      310  median: $  37,650
  Information                              emp:      250  median: $  57,630
  Arts, Entertainment, and Recreation      emp:      250  median: $  45,760
  Administrative and Support and Waste Management and Remediation Services emp:       90  median: $  59,990
  Manufacturing                            emp:       40  median: $  72,660
  Wholesale Trade                          emp:       40  median: $  79,570

exact_match_status : no_exact_match
matched_title      : N/A
match_score        : 0.0000
wikidata_qid       : N/A
word_count         : 0
wikipedia_url      : N/A
license            : CC BY-SA 4.0
fetched_at         : 2026-06-02T21:20:05.320731Z

--- SEMANTIC NEIGHBORS (5) ---

  Title: Criticism of Amazon (similarity: 0.2456)
  URL: https://en.wikipedia.org/wiki/Criticism_of_Amazon
  QID: Q4740832
  Extract: Amazon has been criticized on many issues, including anti-competitive business practices, its treatment of workers, offering counterfeit or plagiarized products, objectionable content of its books, and its tax and subsidy deals with governments.

  Title: Utah Phillips (similarity: 0.1569)
  URL: https://en.wikipedia.org/wiki/Utah_Phillips
  QID: Q366306
  Extract: Bruce Duncan "Utah" Phillips was an American labor organizer, folk singer, storyteller and poet. He described the struggles of labor unions and the power of direct action, self-identifying as an anarchist. He often promoted the Industrial Workers of the World in his music, actions, and words.

  Title: List of labor unions in the United States (similarity: 0.3544)
  URL: https://en.wikipedia.org/wiki/List_of_labor_unions_in_the_United_States
  QID: Q6643858
  Extract: Unions exist to represent the interests of workers, who form the membership. Under US labor law, the National Labor Relations Act 1935 is the primary statute which gives US unions rights. The rights of members are governed by the Labor Management Reporting and Disclosure Act of 1959. List Below

  Title: List of Amazon worker fatalities (similarity: 0.5143)
  URL: https://en.wikipedia.org/wiki/List_of_Amazon_worker_fatalities
  QID: Q123163093
  Extract: The following is a list of Amazon.com, Inc. employees or third-party workers for Amazon that died or were killed while working. Amazon has come under scrutiny for workplace safety issues in the wake of various deaths at Amazon facilities.

  Title: Artists4Ceasefire (similarity: 0.3636)
  URL: https://en.wikipedia.org/wiki/Artists4Ceasefire
  QID: Q124822494
  Extract: Artists4Ceasefire is a collective of actors, filmmakers, and other artists calling for an immediate and permanent ceasefire in the Gaza war, the delivery of humanitarian aid to civilians, and the release of all hostages. The collective was started on October 20, 2023, two weeks after the October 7 a

model_pass1          : claude-sonnet-4-20250514
model_pass2          : claude-haiku-4-5-20251001
inference_confidence : medium
confidence_notes     : Confidence is medium due to the catch-all nature of this SOC code which lacks specific O*NET data on skills, knowledge, and work activities. Job title samples provide primary insight into role diversity, but detailed work characteristics must be inferred from general artistic profession knowledge.
inferred_at          : 2026-06-03T17:55:30.597743+00:00
tokens_input         : 2,271
tokens_output        : 3,367
cost_usd             : $0.034854
wikipedia_used       : False
wikipedia_title      : None
wikipedia_note       : No relevant Wikipedia match found for this broad occupational category. The semantic neighbors focused on labor issues rather than artistic professions.

--- PROSE FIELDS ---

ROLE SUMMARY:
Artists and Related Workers, All Other encompasses a diverse group of creative professionals who create visual art, design objects, or provide art-related services that don't fit into other specific artistic occupational categories. This catch-all classification includes art appraisers, calligraphers, ceramic artists, commercial designers, and art restoration specialists. These professionals work across government agencies, private services, and educational institutions, creating original works or providing specialized artistic expertise.

DAY IN THE LIFE:
A typical day varies dramatically based on specialization but often involves creating original artistic works using various media and techniques. Art appraisers examine and evaluate artwork for authenticity and market value, while ceramic artists shape clay into functional or decorative pieces. Commercial artists develop visual concepts for advertising campaigns or marketing materials. Art restorers carefully clean and repair damaged artwork using specialized tools and techniques. Many professionals in this category split time between hands-on creative work and client consultation or administrative tasks related to their artistic practice.

WHO THRIVES:
Individuals who excel in this field typically possess strong visual-spatial intelligence and exceptional attention to detail, as evidenced by roles like art restoration and appraisal requiring precise technical skills. Creative problem-solving abilities are essential, whether developing new artistic techniques or finding innovative solutions to conservation challenges. Those who succeed often have entrepreneurial tendencies, as many work as independent consultants or freelancers managing their own artistic practices. Strong communication skills are valuable for client interaction, particularly for art consultants and appraisers who must explain technical concepts to non-experts.

CAREER ENTRY:
Entry requirements vary significantly across specializations within this category, but most positions require formal training in art or related fields. Many professionals hold bachelor's degrees in fine arts, art history, or specialized programs like ceramics or commercial design. For technical roles like art restoration, additional specialized training or certification may be required. Some positions, particularly in commercial art, may accept portfolio-based qualifications combined with relevant experience over formal education.

CAREER TRAJECTORY:
Career progression often involves developing deeper specialization within chosen artistic mediums or expanding into related areas like gallery management or art education. Experienced professionals may transition into consulting roles, teaching positions, or establish their own studios or galleries. Some advance to curatorial positions in museums or become recognized experts in specific artistic movements or techniques, leading to opportunities in authentication and high-value appraisals.

MARKET INTELLIGENCE:
According to BLS OEWS May 2025 data, this field employs 6,930 workers nationally with a median annual wage of $71,240, ranging from $36,580 to $136,660 across the 10th to 90th percentiles. Geographic wage variation is substantial, with Maryland offering the highest median wages at $128,610 compared to Iowa's $39,550, representing a 3.25x difference. The largest employment concentration is in government agencies (3,020 workers), followed by other services (1,730), and educational institutions (680). This distribution suggests stable public sector demand alongside growing private sector opportunities in creative services.

AUTOMATION OUTLOOK:
Most roles in this category have relatively low automation risk due to their emphasis on creative judgment, artistic vision, and tactile skills that current technology cannot replicate. Art appraisal and authentication require human expertise in recognizing subtle stylistic elements and historical context. However, some commercial design aspects may face pressure from AI-generated imagery and automated design tools, though human creativity and client interaction remain irreplaceable elements.

--- REASONED EDGES ---
  [skill_overlap] Multimedia Artists and Animators (27-1014) — confidence:high
    reasoning: Both roles involve commercial art and creative design skills as evidenced by shared job titles like Commercial Artist and Creative Designer.
    data: Commercial Artist
    data: Creative Designer
  [knowledge_overlap] Curators (25-4012) — confidence:high
    reasoning: Art appraisal and consultation functions overlap significantly with curatorial expertise in art evaluation and authentication.
    data: Art Appraiser
    data: Art Consultant
  [task_similarity] Craft Artists (27-1012) — confidence:high
    reasoning: Ceramic artists and ceramics artists represent direct overlap with craft artisan work in specialized media.
    data: Ceramic Artist
    data: Ceramics Artist
    data: China Painter
  [career_pathway] Art Directors (27-1011) — confidence:medium
    reasoning: Commercial artists and creative designers in this category may advance to art director positions with experience.
    data: Commercial Artist
    data: Creative Designer
  [task_similarity] Maintenance and Repair Workers, General (49-9071) — confidence:low
    reasoning: Art objects repairers share restoration and conservation skills with general repair workers, though applied to specialized materials.
    data: Art Objects Repairer

--- NORMALIZER SIGNALS ---
  match_keywords   : ['artist', 'creative', 'designer', 'appraiser', 'ceramics', 'commercial art', 'restoration', 'calligraphy']
  exclude_keywords : ['animator', 'curator', 'director', 'teacher', 'manager']
  title_patterns   : ['* Artist', 'Art *', '* Designer', 'Creative *', '* Appraiser']
  common_variations: ['commercial artist', 'ceramic artist', 'art appraiser', 'art consultant', 'creative designer', 'art restorer', 'calligrapher', 'colorist']

total_terms    : 40
top_words      : ['art', 'artistic', 'amazon', 'artists', 'creative', 'professionals', 'commercial', 'many', 'design', 'services', 'specialized', 'techniques', 'category', 'issues', 'unions', 'visual', 'appraisers', 'restoration', 'client', 'technical']
source_layers  : onet_tasks | onet_dimensions | dwas | wikipedia | inference

TERM                    COUNT     FREQ  DOMINANT SOURCE      SOURCE BREAKDOWN
──────────────────────────────────────────────────────────────────────────────────────────
art                        14  0.03357  inference            inference:100%
artistic                   10  0.02398  inference            inference:100%
amazon                      5  0.01199  wikipedia            wikipedia:100%
artists                     5  0.01199  inference            inference:80%  wikipedia:20%
creative                    5  0.01199  inference            inference:100%
professionals               5  0.01199  inference            inference:100%
commercial                  5  0.01199  inference            inference:100%
many                        4  0.00959  inference            inference:75%  wikipedia:25%
design                      4  0.00959  inference            inference:100%
services                    4  0.00959  inference            inference:100%
specialized                 4  0.00959  inference            inference:100%
techniques                  4  0.00959  inference            inference:100%
category                    4  0.00959  inference            inference:100%
issues                      3  0.00719  wikipedia            wikipedia:67%  inference:33%
unions                      3  0.00719  wikipedia            wikipedia:100%
visual                      3  0.00719  inference            inference:100%
appraisers                  3  0.00719  inference            inference:100%
restoration                 3  0.00719  inference            inference:100%
client                      3  0.00719  inference            inference:100%
technical                   3  0.00719  inference            inference:100%
practices                   2  0.00480  wikipedia            wikipedia:50%  inference:50%
offering                    2  0.00480  wikipedia            wikipedia:50%  inference:50%
under                       2  0.00480  wikipedia            wikipedia:100%
act                         2  0.00480  wikipedia            wikipedia:100%
management                  2  0.00480  wikipedia            wikipedia:50%  inference:50%
list                        2  0.00480  wikipedia            wikipedia:100%
collective                  2  0.00480  wikipedia            wikipedia:100%
october                     2  0.00480  wikipedia            wikipedia:100%
ceramic                     2  0.00480  inference            inference:100%
government                  2  0.00480  inference            inference:100%
agencies                    2  0.00480  inference            inference:100%
private                     2  0.00480  inference            inference:100%
educational                 2  0.00480  inference            inference:100%
institutions                2  0.00480  inference            inference:100%
creating                    2  0.00480  inference            inference:100%
original                    2  0.00480  inference            inference:100%
works                       2  0.00480  inference            inference:100%
expertise                   2  0.00480  inference            inference:100%
specialization              2  0.00480  inference            inference:100%
involves                    2  0.00480  inference            inference:100%