--- NATIONAL WAGES ---
  total_employment : 176,300
  annual_median    : $49,230
  annual_pct10     : $36,080
  annual_pct25     : $42,170
  annual_pct75     : $61,900
  annual_pct90     : $77,040
  annual_mean      : $53,850
  hourly_median    : $23.67

--- GEOGRAPHIC DISPERSION ---
  highest_state    : Alaska ($75,360)
  lowest_state     : Puerto Rico ($26,110)
  dispersion_ratio : 2.886x

--- TOP STATES BY WAGE (54 total) ---
  Administrative and Support and Waste Management and Remediation Services emp:   33,380  median: $  46,460
  Manufacturing                            emp:   24,130  median: $  51,370
  Retail Trade                             emp:   22,870  median: $  47,250
  Wholesale Trade                          emp:   20,880  median: $  51,440
  Construction                             emp:   18,900  median: $  48,920
  Federal, State, and Local Government, excluding State and Local Government Schools and Hospitals and the U.S. Postal Service (OEWS Designation) emp:   14,860  median: $  68,120
  Other Services (except Public Administration) emp:    8,310  median: $  47,250
  Professional, Scientific, and Technical Services emp:    7,950  median: $  48,070
  Arts, Entertainment, and Recreation      emp:    6,690  median: $  43,560
  Real Estate and Rental and Leasing       emp:    5,660  median: $  46,820

--- TOP INDUSTRIES BY EMPLOYMENT (19 total) ---
  Administrative and Support and Waste Management and Remediation Services emp:   33,380  median: $  46,460
  Manufacturing                            emp:   24,130  median: $  51,370
  Retail Trade                             emp:   22,870  median: $  47,250
  Wholesale Trade                          emp:   20,880  median: $  51,440
  Construction                             emp:   18,900  median: $  48,920
  Federal, State, and Local Government, excluding State and Local Government Schools and Hospitals and the U.S. Postal Service (OEWS Designation) emp:   14,860  median: $  68,120
  Other Services (except Public Administration) emp:    8,310  median: $  47,250
  Professional, Scientific, and Technical Services emp:    7,950  median: $  48,070
  Arts, Entertainment, and Recreation      emp:    6,690  median: $  43,560
  Real Estate and Rental and Leasing       emp:    5,660  median: $  46,820

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         : 2026-06-02T23:02:06.701232Z

--- SEMANTIC NEIGHBORS (5) ---

  Title: Maintenance (similarity: 0.3284)
  URL: https://en.wikipedia.org/wiki/Maintenance
  QID: Q1043452
  Extract: The technical meaning of maintenance involves functional checks, servicing, repairing or replacing of necessary devices, equipment, machinery, building infrastructure and supporting utilities in industrial, business, and residential installations. Terms such as "predictive" or "planned" maintenance 

  Title: Yaxté totem pole (similarity: 0.1667)
  URL: https://en.wikipedia.org/wiki/Yaxt%C3%A9_totem_pole
  QID: Q139504611
  Extract: The Yaxté totem pole is a Tlingit totem pole designed by Linn A. Forrest and carved by Frank St. Clair in 1941 as part of a Civilian Conservation Corps project in Alaska, United States. First erected in 1941, the pole has been taken down and restored on multiple occasions to repair damage from fire,

  Title: Handyman (similarity: 0.1250)
  URL: https://en.wikipedia.org/wiki/Handyman
  QID: Q1552579
  Extract: A handyman, also known as a handyperson or handyworker, maintenance worker, maintenance man, repairman, repair worker, or repair technician, is a person who is knowledgeable in skills such as basic carpentry, plumbing, minor electrical wiring and property maintenance. They can perform a wide range o

  Title: Electrician (similarity: 0.1194)
  URL: https://en.wikipedia.org/wiki/Electrician
  QID: Q165029
  Extract: An electrician is a tradesperson specializing in electrical wiring of buildings, transmission lines, stationary machines, and related equipment. Electricians may be employed in the installation of new electrical components or the maintenance and repair of existing electrical infrastructure. Electric

  Title: Elevator mechanic (similarity: 0.2740)
  URL: https://en.wikipedia.org/wiki/Elevator_mechanic
  QID: Q760157
  Extract: An elevator mechanic is someone who constructs, modernizes, repairs or services conveyances. Typically, elevator mechanics work on elevators, escalators, dumbwaiters, wheelchair lifts, moving walkways and other equipment providing vertical transportation. In many places, particularly in North Americ

model_pass1          : claude-sonnet-4-20250514
model_pass2          : claude-haiku-4-5-20251001
inference_confidence : low
confidence_notes     : This is a catch-all category with minimal specific occupational data provided, requiring inference from the general nature of installation, maintenance, and repair work and the sample job titles listed.
inferred_at          : 2026-06-04T00:58:34.213081+00:00
tokens_input         : 2,291
tokens_output        : 3,174
cost_usd             : $0.033376
wikipedia_used       : False
wikipedia_title      : None
wikipedia_note       : No exact Wikipedia match exists for this broad occupational category. The closest semantic matches relate to general maintenance concepts and specific trades like electricians and handymen.

--- PROSE FIELDS ---

ROLE SUMMARY:
Installation, Maintenance, and Repair Workers, All Other encompasses specialized technicians who install, maintain, and repair equipment and systems not covered by other specific occupational categories. These workers handle diverse mechanical, electrical, and technical systems across various industries, from automatic pinsetters to specialized manufacturing equipment. They serve as the technical problem-solvers for unique or specialized equipment that requires hands-on expertise.

DAY IN THE LIFE:
Workers in this category diagnose equipment malfunctions using technical manuals and diagnostic tools, then perform repairs using hand tools, power tools, and specialized equipment. They conduct routine maintenance schedules to prevent breakdowns, replacing worn parts and adjusting mechanisms for optimal performance. Daily tasks include responding to service calls, interpreting technical documentation, and communicating with supervisors about repair status and parts requirements. Many workers maintain detailed service records and may train others on proper equipment operation and basic maintenance procedures.

WHO THRIVES:
Successful workers in this field possess strong mechanical aptitude and enjoy solving complex technical puzzles with their hands. They demonstrate patience and persistence when troubleshooting difficult problems, along with the ability to work independently with minimal supervision. These individuals are detail-oriented and safety-conscious, understanding that proper procedures prevent accidents and equipment damage. They adapt well to changing technologies and are comfortable learning new systems, while maintaining strong communication skills to interact with customers and colleagues effectively.

CAREER ENTRY:
Most positions require a high school diploma combined with specialized technical training, either through vocational programs, community college courses, or manufacturer-specific certification programs. Entry-level workers often begin through apprenticeships or on-the-job training programs that can last several months to years depending on equipment complexity. Some employers prefer candidates with prior mechanical experience or military technical training, particularly for specialized equipment maintenance roles.

CAREER TRAJECTORY:
Experienced workers often advance to lead technician roles, overseeing teams of maintenance workers and managing complex repair projects. Career progression may lead to specialized consultant positions, equipment training roles with manufacturers, or supervisory positions in facility management. Some workers transition to related fields such as industrial machinery mechanics or become independent contractors serving multiple clients with specialized equipment needs.

MARKET INTELLIGENCE:
With 176,300 workers employed nationally, this occupation offers a median annual wage of $49,230 according to BLS OEWS May 2025, with the 10th-90th percentile range spanning $36,080-$77,040. Geographic wage variations are significant, with Alaska offering the highest median at $75,360 compared to Puerto Rico's $26,110, reflecting cost of living and industrial demand differences. Major employment concentrations exist in administrative services (33,380 workers), manufacturing (24,130), and retail trade (22,870), indicating broad industry demand. The diverse nature of this catch-all category provides employment stability as organizations require maintenance support for specialized equipment across all sectors.

AUTOMATION OUTLOOK:
This occupation faces moderate automation risk as diagnostic technologies and predictive maintenance systems advance, but hands-on repair work and complex troubleshooting remain largely human-dependent. The diverse and specialized nature of equipment covered in this category makes full automation challenging, as each system requires unique knowledge and manual dexterity.

--- REASONED EDGES ---
  [skill_overlap] Industrial Machinery Mechanics (49-9041) — confidence:high
    reasoning: Both roles require mechanical troubleshooting and repair skills for complex equipment systems.
    data: mechanical repair tasks
    data: equipment maintenance
  [task_similarity] Maintenance and Repair Workers, General (49-9071) — confidence:high
    reasoning: Similar maintenance responsibilities and repair methodologies across different equipment types.
    data: maintenance schedules
    data: repair procedures
  [transferable_skill] Plumbers, Pipefitters, and Steamfitters (47-2152) — confidence:medium
    reasoning: Shared technical problem-solving abilities and hands-on repair skills using specialized tools.
    data: technical troubleshooting
    data: specialized tools usage
  [wage_band] Electrical and Electronics Repairers, Commercial and Industrial Equipment (49-2094) — confidence:medium
    reasoning: Similar median wage ranges reflecting comparable skill requirements and technical expertise.
    data: $49,230 median wage
    data: technical skill requirements
  [career_pathway] Cleaners of Vehicles and Equipment (53-7061) — confidence:medium
    reasoning: Entry-level equipment cleaning and basic maintenance can progress to specialized repair work.
    data: equipment familiarity
    data: basic maintenance tasks

--- NORMALIZER SIGNALS ---
  match_keywords   : ['installation worker', 'maintenance worker', 'repair worker', 'equipment installer', 'machinery maintainer', 'system repairer', 'technical installer', 'equipment servicer']
  exclude_keywords : ['manager', 'supervisor', 'engineer', 'designer', 'coordinator']
  title_patterns   : ['*installer', '*maintainer', '*repairer', '*mechanic', '*technician']
  common_variations: ['install maintain repair', 'maintenance repair worker', 'equipment repair tech', 'installation specialist', 'repair technician', 'maintenance tech', 'equipment installer', 'system maintainer']

total_terms    : 40
top_words      : ['equipment', 'maintenance', 'repair', 'specialized', 'technical', 'electrical', 'elevator', 'mechanics', 'category', 'industrial', 'pole', 'wiring', 'repairs', 'light', 'electricians', 'wage', 'diverse', 'mechanical', 'hands', 'tools']
source_layers  : onet_tasks | onet_dimensions | dwas | wikipedia | inference

TERM                    COUNT     FREQ  DOMINANT SOURCE      SOURCE BREAKDOWN
──────────────────────────────────────────────────────────────────────────────────────────
equipment                  18  0.03782  inference            inference:72%  wikipedia:28%
maintenance                15  0.03151  inference            inference:53%  wikipedia:47%
repair                     10  0.02101  wikipedia            wikipedia:50%  inference:50%
specialized                10  0.02101  inference            inference:100%
technical                   8  0.01681  inference            inference:88%  wikipedia:12%
electrical                  5  0.01050  wikipedia            wikipedia:80%  inference:20%
elevator                    5  0.01050  wikipedia            wikipedia:100%
mechanics                   4  0.00840  wikipedia            wikipedia:75%  inference:25%
category                    4  0.00840  inference            inference:100%
industrial                  3  0.00630  inference            inference:67%  wikipedia:33%
pole                        3  0.00630  wikipedia            wikipedia:100%
wiring                      3  0.00630  wikipedia            wikipedia:100%
repairs                     3  0.00630  wikipedia            wikipedia:67%  inference:33%
light                       3  0.00630  wikipedia            wikipedia:100%
electricians                3  0.00630  wikipedia            wikipedia:67%  inference:33%
wage                        3  0.00630  inference            inference:67%  wikipedia:33%
diverse                     3  0.00630  inference            inference:100%
mechanical                  3  0.00630  inference            inference:100%
hands                       3  0.00630  inference            inference:100%
tools                       3  0.00630  inference            inference:100%
complex                     3  0.00630  inference            inference:100%
programs                    3  0.00630  inference            inference:100%
replacing                   2  0.00420  wikipedia            wikipedia:50%  inference:50%
machinery                   2  0.00420  wikipedia            wikipedia:50%  inference:50%
infrastructure              2  0.00420  wikipedia            wikipedia:100%
predictive                  2  0.00420  wikipedia            wikipedia:50%  inference:50%
cost                        2  0.00420  wikipedia            wikipedia:50%  inference:50%
keeping                     2  0.00420  wikipedia            wikipedia:100%
totem                       2  0.00420  wikipedia            wikipedia:100%
alaska                      2  0.00420  wikipedia            wikipedia:50%  inference:50%
multiple                    2  0.00420  wikipedia            wikipedia:50%  inference:50%
damage                      2  0.00420  wikipedia            wikipedia:50%  inference:50%
technician                  2  0.00420  wikipedia            wikipedia:50%  inference:50%
basic                       2  0.00420  wikipedia            wikipedia:50%  inference:50%
plumbing                    2  0.00420  wikipedia            wikipedia:100%
typically                   2  0.00420  wikipedia            wikipedia:100%
buildings                   2  0.00420  wikipedia            wikipedia:100%
include                     2  0.00420  wikipedia            wikipedia:50%  inference:50%
trade                       2  0.00420  wikipedia            wikipedia:50%  inference:50%
changing                    2  0.00420  wikipedia            wikipedia:50%  inference:50%