--- NATIONAL WAGES ---
  total_employment : 9,400
  annual_median    : $68,990
  annual_pct10     : $40,140
  annual_pct25     : $51,070
  annual_pct75     : $84,390
  annual_pct90     : $102,990
  annual_mean      : $71,180
  hourly_median    : $33.17

--- GEOGRAPHIC DISPERSION ---
  highest_state    : Alaska ($113,670)
  lowest_state     : Pennsylvania ($33,870)
  dispersion_ratio : 3.356x

--- TOP STATES BY WAGE (40 total) ---
  Other Services (except Public Administration) emp:    2,550  median: $  55,410
  Wholesale Trade                          emp:    1,970  median: $  69,680
  Federal, State, and Local Government, excluding State and Local Government Schools and Hospitals and the U.S. Postal Service (OEWS Designation) emp:    1,860  median: $  76,880
  Manufacturing                            emp:      940  median: $  85,340
  Professional, Scientific, and Technical Services emp:      880  median: $  82,090
  Mining, Quarrying, and Oil and Gas Extraction emp:      290  median: $       0
  Educational Services                     emp:      180  median: $  68,030
  Transportation and Warehousing           emp:      170  median: $       0
  Utilities                                emp:      130  median: $ 106,700
  Administrative and Support and Waste Management and Remediation Services emp:      130  median: $  80,470

--- TOP INDUSTRIES BY EMPLOYMENT (14 total) ---
  Other Services (except Public Administration) emp:    2,550  median: $  55,410
  Wholesale Trade                          emp:    1,970  median: $  69,680
  Federal, State, and Local Government, excluding State and Local Government Schools and Hospitals and the U.S. Postal Service (OEWS Designation) emp:    1,860  median: $  76,880
  Manufacturing                            emp:      940  median: $  85,340
  Professional, Scientific, and Technical Services emp:      880  median: $  82,090
  Mining, Quarrying, and Oil and Gas Extraction emp:      290  median: $       0
  Educational Services                     emp:      180  median: $  68,030
  Transportation and Warehousing           emp:      170  median: $       0
  Utilities                                emp:      130  median: $ 106,700
  Administrative and Support and Waste Management and Remediation Services emp:      130  median: $  80,470

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         : 2026-06-02T23:00:03.416549Z

--- SEMANTIC NEIGHBORS (5) ---

  Title: Calibration (similarity: 0.1212)
  URL: https://en.wikipedia.org/wiki/Calibration
  QID: Q736777
  Extract: In measurement technology and metrology, calibration is the comparison of measurement values delivered by a device under test with those of a calibration standard of known accuracy. Such a standard could be another measurement device of known accuracy, a device generating the quantity to be measured

  Title: Fender (company) (similarity: 0.1408)
  URL: https://en.wikipedia.org/wiki/Fender_(company)
  QID: Q175391
  Extract: The Fender Musical Instruments Corporation is an American manufacturer of musical instruments best known for its role in popularizing solid-body electric guitars and basses and their associated amplifiers.

  Title: ESR meter (similarity: 0.2188)
  URL: https://en.wikipedia.org/wiki/ESR_meter
  QID: Q5324363
  Extract: An ESR meter is a two-terminal electronic measuring instrument designed and used primarily to measure the equivalent series resistance (ESR) of real capacitors; usually without the need to disconnect the capacitor from the circuit it is connected to. Other types of meters used for routine servicing,

  Title: Dashboard (similarity: 0.0625)
  URL: https://en.wikipedia.org/wiki/Dashboard
  QID: Q1417134
  Extract: A dashboard is a control panel set within the central console of a vehicle, boat, or cockpit of an aircraft or spacecraft. Usually located directly ahead of the driver, it displays instrumentation and controls for the vehicle's operation.

  Title: Micrometer (device) (similarity: 0.2432)
  URL: https://en.wikipedia.org/wiki/Micrometer_(device)
  QID: Q12458
  Extract: A micrometer, sometimes known as a micrometer screw gauge (MSG), is a device incorporating a calibrated screw for accurate measurement of the size of components. It is widely used in mechanical engineering, machining, metrology and most mechanical trades, along with other dimensional instruments suc

model_pass1          : claude-sonnet-4-20250514
model_pass2          : claude-haiku-4-5-20251001
inference_confidence : medium
confidence_notes     : Limited detailed occupational data available due to the catchall nature of this SOC code. Wage and employment data from BLS is reliable, but specific work activities and skill requirements had to be inferred from job titles and industry context.
inferred_at          : 2026-06-04T00:49:16.764392+00:00
tokens_input         : 2,318
tokens_output        : 3,599
cost_usd             : $0.036273
wikipedia_used       : False
wikipedia_title      : None
wikipedia_note       : No direct Wikipedia match found. The closest semantic neighbor 'Calibration' relates to the measurement and testing aspects of precision instrument work, though it covers the broader field rather than the specific repair occupation.

--- PROSE FIELDS ---

ROLE SUMMARY:
Precision Instrument and Equipment Repairers work on specialized measuring, testing, and control devices across industries from aerospace to manufacturing. They diagnose problems, calibrate equipment, and perform repairs on instruments like gyroscopes, gauges, and electronic testing devices. This catchall category encompasses technicians working with precision instruments not covered by other specific repair occupations.

DAY IN THE LIFE:
A typical day involves diagnosing malfunctioning precision instruments using diagnostic equipment and technical manuals. They disassemble complex devices like gyroscopic instruments or calibration equipment to identify worn or damaged components. Time is spent performing calibrations using reference standards, adjusting mechanical and electronic components to restore proper function. Documentation of repair procedures and test results is essential, along with maintaining inventory of specialized parts and tools required for various instrument types.

WHO THRIVES:
Individuals who excel in this field possess strong mechanical aptitude combined with attention to fine detail, as precision work often involves tolerances measured in thousandths of an inch. They enjoy problem-solving and have the patience for methodical troubleshooting procedures. Successful repairers are comfortable working with both mechanical systems and electronic components, adapting to evolving technology while maintaining traditional craftsmanship skills. They work well independently and take pride in restoring complex equipment to precise operational standards.

CAREER ENTRY:
Most positions require completion of technical training programs in electronics, instrumentation, or related fields, typically taking 6 months to 2 years. Some employers prefer candidates with associate degrees in electronics technology or mechanical engineering technology. Apprenticeship programs combine classroom instruction with hands-on experience under experienced technicians. Military experience with precision instruments provides excellent preparation for civilian roles.

CAREER TRAJECTORY:
Entry-level positions as apprentice instrument technicians lead to journeyman roles with increased responsibility for complex repairs and calibrations. Experienced technicians may advance to supervisory positions overseeing repair shops or calibration laboratories. Some specialists develop expertise in specific instrument types, becoming subject matter experts for manufacturers or large organizations. Career progression may include field service engineering roles or technical sales positions with instrument manufacturers.

MARKET INTELLIGENCE:
The field employs 9,400 workers nationally with a median annual wage of $68,990 according to BLS OEWS May 2025, ranging from $40,140 at the 10th percentile to $102,990 at the 90th percentile. Geographic pay variation is substantial, with Alaska offering the highest wages at $113,670 compared to Pennsylvania's $33,870, reflecting a 3.36x ratio. Employment concentrates in Other Services (2,550 workers), Wholesale Trade (1,970), and Government sectors (1,860). The specialized nature of this work and aging workforce in manufacturing creates steady demand despite the small occupation size.

AUTOMATION OUTLOOK:
This occupation has moderate resistance to automation due to the diverse, complex nature of precision instrument repair requiring human judgment and dexterity. While automated diagnostic systems can assist in troubleshooting, the physical manipulation of delicate components and adaptation to various instrument designs favors human technicians. The trend toward more sophisticated instruments may actually increase demand for skilled repairers who can work with advanced technologies.

--- REASONED EDGES ---
  [skill_overlap] Telecommunications Equipment Installers and Repairers, Except Line Installers (49-2022) — confidence:high
    reasoning: Both roles involve diagnosing and repairing complex electronic equipment using similar troubleshooting methodologies and test equipment.
    data: Electronic equipment repair
    data: Diagnostic procedures
    data: Technical troubleshooting
  [knowledge_overlap] Electrical and Electronics Engineering Technicians (17-3023) — confidence:high
    reasoning: Both occupations require deep understanding of electrical circuits, electronic components, and measurement principles for precision work.
    data: Electronics knowledge
    data: Circuit analysis
    data: Measurement technology
  [task_similarity] Industrial Machinery Mechanics (49-9041) — confidence:medium
    reasoning: Similar mechanical troubleshooting and repair processes, though precision instrument work requires finer tolerances and specialized knowledge.
    data: Mechanical repair
    data: Component replacement
    data: Equipment maintenance
  [transferable_skill] Industrial Engineering Technicians (17-3026) — confidence:medium
    reasoning: Both roles involve working with measurement and testing equipment, quality control procedures, and technical documentation.
    data: Measurement equipment
    data: Quality standards
    data: Technical documentation
  [wage_band] Computer, Automated Teller, and Office Machine Repairers (49-2011) — confidence:medium
    reasoning: Similar median wage ranges reflect comparable skill requirements and technical complexity in electronic equipment repair fields.
    data: Median wages around $68,990
    data: Technical repair skills
    data: Electronic equipment focus

--- NORMALIZER SIGNALS ---
  match_keywords   : ['precision instrument', 'instrument repairer', 'gauge checker', 'gyroscope repair', 'instrument technician', 'calibration', 'precision equipment', 'instrument mechanic']
  exclude_keywords : ['medical equipment', 'watch repair', 'automotive', 'aircraft', 'optical']
  title_patterns   : ['Instrument Technician', 'Precision.*Repairer', 'Gauge.*', 'Gyro.*', 'Instrument.*Mechanic']
  common_variations: ['instrument tech', 'precision tech', 'calibration technician', 'gauge repairer', 'gyro mechanic', 'instrument specialist', 'precision equipment tech', 'measurement technician']

total_terms    : 40
top_words      : ['instruments', 'instrument', 'precision', 'esr', 'mechanical', 'measurement', 'calibration', 'measure', 'components', 'equipment', 'technicians', 'repair', 'technology', 'device', 'known', 'measured', 'electronic', 'capacitor', 'meters', 'spindle']
source_layers  : onet_tasks | onet_dimensions | dwas | wikipedia | inference

TERM                    COUNT     FREQ  DOMINANT SOURCE      SOURCE BREAKDOWN
──────────────────────────────────────────────────────────────────────────────────────────
instruments                 9  0.01931  inference            inference:67%  wikipedia:33%
instrument                  9  0.01931  inference            inference:89%  wikipedia:11%
precision                   7  0.01502  inference            inference:100%
esr                         6  0.01288  wikipedia            wikipedia:100%
mechanical                  6  0.01288  inference            inference:67%  wikipedia:33%
measurement                 5  0.01073  wikipedia            wikipedia:80%  inference:20%
calibration                 5  0.01073  inference            inference:60%  wikipedia:40%
measure                     5  0.01073  wikipedia            wikipedia:100%
components                  5  0.01073  inference            inference:80%  wikipedia:20%
equipment                   5  0.01073  inference            inference:100%
technicians                 5  0.01073  inference            inference:100%
repair                      5  0.01073  inference            inference:100%
technology                  4  0.00858  inference            inference:75%  wikipedia:25%
device                      4  0.00858  wikipedia            wikipedia:100%
known                       4  0.00858  wikipedia            wikipedia:100%
measured                    4  0.00858  wikipedia            wikipedia:75%  inference:25%
electronic                  4  0.00858  inference            inference:75%  wikipedia:25%
capacitor                   4  0.00858  wikipedia            wikipedia:100%
meters                      4  0.00858  wikipedia            wikipedia:100%
spindle                     4  0.00858  wikipedia            wikipedia:100%
complex                     4  0.00858  inference            inference:100%
usually                     3  0.00644  wikipedia            wikipedia:100%
cannot                      3  0.00644  wikipedia            wikipedia:100%
screw                       3  0.00644  wikipedia            wikipedia:100%
engineering                 3  0.00644  inference            inference:67%  wikipedia:33%
repairers                   3  0.00644  inference            inference:100%
specialized                 3  0.00644  inference            inference:100%
testing                     3  0.00644  inference            inference:100%
devices                     3  0.00644  inference            inference:100%
technical                   3  0.00644  inference            inference:100%
metrology                   2  0.00429  wikipedia            wikipedia:100%
under                       2  0.00429  wikipedia            wikipedia:50%  inference:50%
test                        2  0.00429  wikipedia            wikipedia:50%  inference:50%
accuracy                    2  0.00429  wikipedia            wikipedia:100%
physical                    2  0.00429  wikipedia            wikipedia:50%  inference:50%
meter                       2  0.00429  wikipedia            wikipedia:100%
musical                     2  0.00429  wikipedia            wikipedia:100%
associated                  2  0.00429  wikipedia            wikipedia:100%
measuring                   2  0.00429  wikipedia            wikipedia:50%  inference:50%
resistance                  2  0.00429  wikipedia            wikipedia:50%  inference:50%