--- NATIONAL WAGES ---
  total_employment : 5,490
  annual_median    : $44,530
  annual_pct10     : $30,510
  annual_pct25     : $36,320
  annual_pct75     : $55,180
  annual_pct90     : $64,150
  annual_mean      : $46,070
  hourly_median    : $21.41

--- GEOGRAPHIC DISPERSION ---
  highest_state    : Virginia ($62,730)
  lowest_state     : Tennessee ($34,790)
  dispersion_ratio : 1.803x

--- TOP STATES BY WAGE (26 total) ---
  Manufacturing                            emp:    4,010  median: $  44,020
  Federal, State, and Local Government, excluding State and Local Government Schools and Hospitals and the U.S. Postal Service (OEWS Designation) emp:      590  median: $  64,150
  Wholesale Trade                          emp:      310  median: $  40,090
  Retail Trade                             emp:      250  median: $  37,950
  Administrative and Support and Waste Management and Remediation Services emp:      230  median: $  35,160
  Health Care and Social Assistance        emp:       30  median: $  27,040

--- TOP INDUSTRIES BY EMPLOYMENT (6 total) ---
  Manufacturing                            emp:    4,010  median: $  44,020
  Federal, State, and Local Government, excluding State and Local Government Schools and Hospitals and the U.S. Postal Service (OEWS Designation) emp:      590  median: $  64,150
  Wholesale Trade                          emp:      310  median: $  40,090
  Retail Trade                             emp:      250  median: $  37,950
  Administrative and Support and Waste Management and Remediation Services emp:      230  median: $  35,160
  Health Care and Social Assistance        emp:       30  median: $  27,040

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         : 2026-06-02T23:18:06.173345Z

--- SEMANTIC NEIGHBORS (5) ---

  Title: Woodworking (similarity: 0.4848)
  URL: https://en.wikipedia.org/wiki/Woodworking
  QID: Q816871
  Extract: Woodworking is the skill of making items from wood, and includes cabinetry, furniture making, wood carving, joinery, carpentry, and woodturning.

  Title: Green woodworking (similarity: 0.4103)
  URL: https://en.wikipedia.org/wiki/Green_woodworking
  QID: Q12314479
  Extract: Green woodworking is a form of woodworking that uses unseasoned or "green" timber. The term "unseasoned" refers to wood that has been freshly felled or preserved by storing it in a water-filled trough or pond to maintain its naturally high moisture content. This wood is much softer than seasoned tim

  Title: Joinery (similarity: 0.2069)
  URL: https://en.wikipedia.org/wiki/Joinery
  QID: Q2183679
  Extract: Joinery is a part of woodworking that involves joining pieces of wood, engineered lumber, or synthetic substitutes, to produce more complex items. Some woodworking joints employ mechanical fasteners, bindings, or adhesives, while others use only wood elements.

  Title: Woodworking vise (similarity: 0.4737)
  URL: https://en.wikipedia.org/wiki/Woodworking_vise
  QID: Q108934059
  Extract: A woodworking vise is a type of vise adapted to the various needs of woodworkers and woodworking. Several types have evolved to meet differing primary functions, falling under the general categories of front and end vises, reflecting their positions on a workbench.

  Title: Router (woodworking) (similarity: 0.3810)
  URL: https://en.wikipedia.org/wiki/Router_(woodworking)
  QID: Q642560
  Extract: The router is a power tool with a flat base and a rotating blade extending past the base. The spindle may be driven by an electric motor or by a pneumatic motor. It routs an area in hard material, such as wood or plastic. Routers are used most often in woodworking, especially cabinetry. They may be 

model_pass1          : claude-sonnet-4-20250514
model_pass2          : claude-haiku-4-5-20251001
inference_confidence : medium
confidence_notes     : Limited detailed occupational data available, but job titles and wage information provide clear indicators of specialized woodworking roles distinct from general carpentry or cabinetmaking.
inferred_at          : 2026-06-04T02:03:48.942757+00:00
tokens_input         : 2,279
tokens_output        : 3,254
cost_usd             : $0.034822
wikipedia_used       : False
wikipedia_title      : None
wikipedia_note       : No exact Wikipedia match exists, but general woodworking articles provide relevant context about the broader field encompassing these specialized roles.

--- PROSE FIELDS ---

ROLE SUMMARY:
Woodworkers, All Other encompasses specialized wood craftspeople who create unique products not covered by standard woodworking occupations, including instrument makers, boat builders, and gun stock specialists. These artisans combine traditional hand skills with modern techniques to produce custom wooden items for niche markets. Employment totals 5,490 workers nationally, primarily concentrated in manufacturing facilities and specialized workshops.

DAY IN THE LIFE:
A typical day involves selecting appropriate wood materials and planning construction sequences for specialized products like accordion components, boat oars, or custom furniture reproductions. Workers spend considerable time using hand tools for detailed carving, shaping, and fitting operations that require precise tolerances. Quality control activities include sanding surfaces to specifications, applying finishes, and conducting final inspections. Documentation tasks involve marking patterns, tracking production progress, and maintaining inventory of specialized materials and hardware.

WHO THRIVES:
Successful professionals possess strong spatial reasoning abilities and exceptional hand-eye coordination for intricate woodworking operations. They demonstrate patience and attention to detail, as many projects require extended periods of careful craftsmanship to achieve desired results. Problem-solving skills are essential for adapting traditional techniques to unique product requirements and troubleshooting construction challenges. Individuals who appreciate working with natural materials and take pride in creating functional art pieces find deep satisfaction in this field.

CAREER ENTRY:
Most positions require completion of formal woodworking training through vocational schools, community colleges, or specialized trade programs lasting 6-24 months. Apprenticeships with experienced craftspeople provide valuable hands-on experience in specific niches like instrument making or boat building. Entry-level positions often begin with basic assembly tasks and progress to more complex operations as skills develop. Previous experience in general carpentry or furniture making provides a strong foundation for transitioning into specialized woodworking roles.

CAREER TRAJECTORY:
Career advancement typically leads to master craftsperson positions with increased autonomy over project design and execution. Experienced workers may establish independent workshops specializing in high-value custom products or historical restoration work. Some professionals transition into teaching roles at vocational schools or operate apprenticeship programs. Entrepreneurial opportunities exist for developing niche markets in specialized wooden products or consulting services for unique construction projects.

MARKET INTELLIGENCE:
The median annual wage stands at $44,530 according to BLS OEWS May 2025 data, with the 90th percentile earning $64,150 annually. Geographic wage variations are significant, with Virginia offering the highest compensation at $62,730 compared to Tennessee's $34,790, representing an 1.80x differential. Manufacturing employs 4,010 of the 5,490 total workers, indicating strong industrial demand for specialized woodworking skills. Government employment at 590 positions suggests opportunities in restoration projects and specialized facility maintenance.

AUTOMATION OUTLOOK:
The highly specialized and custom nature of this work provides strong protection against automation, as each project typically requires unique problem-solving and artistic judgment. Hand carving, pattern making, and custom fitting operations rely on tacit knowledge and sensory feedback that remains difficult to automate economically.

--- REASONED EDGES ---
  [skill_overlap] Cabinetmakers and Bench Carpenters (51-7011) — confidence:high
    reasoning: Both roles require advanced woodworking techniques, hand tool proficiency, and precision measurement skills for creating finished wood products.
    data: Similar job titles include Hand Carver and Furniture Reproducer
    data: Both work in manufacturing settings
    data: Comparable wage ranges
  [task_similarity] Furniture Finishers (51-7021) — confidence:medium
    reasoning: Job titles like Hand Woodworking Sander and finishing operations overlap significantly with furniture finishing work.
    data: Hand Woodworking Sander title indicates finishing work
    data: Both roles work with wood surfaces
    data: Manufacturing industry overlap
  [transferable_skill] Carpenters (47-2031) — confidence:medium
    reasoning: Layout Worker and Pattern Marker titles indicate measurement and planning skills transferable to general carpentry work.
    data: Layout Worker title shows measurement skills
    data: Pattern Marker indicates planning abilities
    data: Wood construction knowledge overlap
  [task_similarity] Molders, Shapers, and Casters, Except Metal and Plastic (51-9195) — confidence:medium
    reasoning: Pattern making and shaping activities shown in job titles like Pattern Marker align with molding and shaping operations.
    data: Pattern Marker title indicates template creation
    data: Both involve shaping materials
    data: Manufacturing sector employment
  [riasec_cluster] Fine Artists, Including Painters, Sculptors, and Illustrators (27-1013) — confidence:low
    reasoning: Hand Carver and artistic reproduction work suggests strong artistic and creative components similar to fine arts occupations.
    data: Hand Carver title indicates artistic skill
    data: Furniture Reproducer suggests artistic interpretation
    data: Custom creation emphasis

--- NORMALIZER SIGNALS ---
  match_keywords   : ['woodworker', 'wood carver', 'accordion maker', 'boat builder', 'gun stock', 'pattern marker', 'loft worker', 'belly builder']
  exclude_keywords : ['carpenter', 'cabinetmaker', 'millwright', 'furniture assembler', 'sawyer']
  title_patterns   : ['*woodworker*', '*maker', '*carver', '*builder wood*', 'wood*specialist']
  common_variations: ['specialized woodworker', 'custom woodworker', 'artisan woodworker', 'instrument maker', 'boat woodworker', 'gun stock maker', 'wood carver', 'pattern maker wood']

total_terms    : 40
top_words      : ['woodworking', 'specialized', 'wood', 'green', 'hand', 'custom', 'furniture', 'unique', 'products', 'operations', 'strong', 'carving', 'unseasoned', 'moisture', 'tools', 'shrinkage', 'components', 'traditional', 'workshops', 'woodworkers']
source_layers  : onet_tasks | onet_dimensions | dwas | wikipedia | inference

TERM                    COUNT     FREQ  DOMINANT SOURCE      SOURCE BREAKDOWN
──────────────────────────────────────────────────────────────────────────────────────────
woodworking                17  0.03484  wikipedia            wikipedia:65%  inference:35%
specialized                11  0.02254  inference            inference:100%
wood                       10  0.02049  wikipedia            wikipedia:80%  inference:20%
green                       6  0.01230  wikipedia            wikipedia:100%
hand                        6  0.01230  inference            inference:67%  wikipedia:33%
custom                      5  0.01025  inference            inference:100%
furniture                   4  0.00820  wikipedia            wikipedia:50%  inference:50%
unique                      4  0.00820  inference            inference:100%
products                    4  0.00820  inference            inference:100%
operations                  4  0.00820  inference            inference:100%
strong                      4  0.00820  inference            inference:100%
carving                     3  0.00615  inference            inference:67%  wikipedia:33%
unseasoned                  3  0.00615  wikipedia            wikipedia:100%
moisture                    3  0.00615  wikipedia            wikipedia:100%
tools                       3  0.00615  wikipedia            wikipedia:67%  inference:33%
shrinkage                   3  0.00615  wikipedia            wikipedia:100%
components                  3  0.00615  wikipedia            wikipedia:67%  inference:33%
traditional                 3  0.00615  inference            inference:67%  wikipedia:33%
workshops                   3  0.00615  inference            inference:67%  wikipedia:33%
woodworkers                 3  0.00615  wikipedia            wikipedia:67%  inference:33%
router                      3  0.00615  wikipedia            wikipedia:100%
boat                        3  0.00615  inference            inference:100%
materials                   3  0.00615  inference            inference:100%
construction                3  0.00615  inference            inference:100%
projects                    3  0.00615  inference            inference:100%
cabinetry                   2  0.00410  wikipedia            wikipedia:100%
joinery                     2  0.00410  wikipedia            wikipedia:100%
carpentry                   2  0.00410  wikipedia            wikipedia:50%  inference:50%
timber                      2  0.00410  wikipedia            wikipedia:100%
much                        2  0.00410  wikipedia            wikipedia:100%
tight                       2  0.00410  wikipedia            wikipedia:100%
joints                      2  0.00410  wikipedia            wikipedia:100%
joint                       2  0.00410  wikipedia            wikipedia:100%
against                     2  0.00410  wikipedia            wikipedia:50%  inference:50%
adhesives                   2  0.00410  wikipedia            wikipedia:100%
makers                      2  0.00410  wikipedia            wikipedia:50%  inference:50%
increased                   2  0.00410  wikipedia            wikipedia:50%  inference:50%
tool                        2  0.00410  wikipedia            wikipedia:100%
involves                    2  0.00410  wikipedia            wikipedia:50%  inference:50%
pieces                      2  0.00410  wikipedia            wikipedia:50%  inference:50%