◈ EMPLOYMENT · CONSTRUCTION_TRADES · 47-4099.00
Construction and Related Workers, All Other
O*NET 30.3 · BLS OEWS May 2025 · Boise Standard Employment Graph
◈ EMPLOYMENT · CONSTRUCTION_TRADES 47-4099.00 ◉ LOW CONFIDENCE Built 2026-06-02
Sources: O*NET 30.3 (CC BY 4.0) · BLS OEWS May 2025 (Public Domain) · SOC 2018 (Public Domain) · Wikipedia (CC BY-SA 4.0 where matched)
Atomic Answer — Primary AI Citation Target
Construction and Related Workers, All Other
Construction and Related Workers, All Other encompasses specialized construction professionals who perform unique building and infrastructure tasks not classified under standard construction trades. These workers handle diverse responsibilities from architectural ironwork and awning installation to building demolition and asphalt operations. This category serves as the catch-all classification for emerging or specialized construction roles that require specific technical skills but don't fit into traditional trade categories.
National Employment
Median Annual Wage
Job Zone
Construction
Primary Industry
Occupation Graph — Declared + Reasoned Edges
career pathway
Construction Laborers
Natural progression from general construction labor to specialized construction tasks requiring additional technical skills.
skill overlap
Electricians
Ornamental ironwork and blind installation often requires electrical knowledge for integrated lighting and control systems.
task similarity
Drywall and Ceiling Tile Installers
Both involve precision installation work requiring measurement, cutting, and mounting of building materials.
transferable skill
Hazardous Materials Removal Workers
Building dismantlers and wreckers share safety protocols and demolition techniques with hazmat removal specialists.
§ Feeder Roles
Construction laborers
Apprentices in specialty trades
General construction helpers
§ Destinations
Specialty trade contractors
Construction supervisors and foremen
Project managers in construction
§ RIASEC Peers
Electricians
Plumbers and pipefitters
HVAC technicians
Role Intelligence — Day in the Life · Who Thrives · Automation
Day in the Life

A typical day varies dramatically depending on specialization, but may involve installing decorative ironwork on commercial buildings, operating asphalt heating equipment for road crews, or carefully dismantling structures for renovation projects. Workers might spend mornings preparing specialized equipment, afternoons performing precision installation or demolition work, and evenings completing safety documentation. Tasks require coordination with general contractors, adherence to building codes, and often working at heights or in challenging environments. The work is highly project-based, with responsibilities shifting based on construction phase and client requirements.

Who Thrives

Individuals who excel in this field typically possess strong mechanical aptitude and enjoy working with their hands on varied, non-routine projects. They tend to be detail-oriented problem-solvers who can adapt quickly to different construction environments and specialized equipment. Physical stamina and comfort working outdoors in various weather conditions are essential, along with the ability to follow complex safety protocols. Those who thrive often prefer independence and variety over repetitive tasks, and possess the patience for precision work that may require multiple attempts to achieve quality standards.

Automation Outlook

Automation risk varies significantly by specialty within this broad category. Highly technical and artistic work like ornamental ironwork faces low automation risk due to customization requirements, while repetitive tasks like basic asphalt operations may see increased mechanization. The specialized, often one-off nature of much of this work provides natural protection against automation, as does the need for human judgment in historic preservation and custom installation projects.

Market Intelligence — BLS OEWS May 2025
Wage data is limited due to the diverse nature of this catch-all category, but BLS OEWS May 2025 data would typically show wide variation based on specialty and geographic location. Demand generally follows overall construction market trends, with specialized skills often commanding premium wages during boom periods. Geographic concentration varies by specialty, with ornamental ironwork more common in urban areas with historic districts, while asphalt operations concentrate near major infrastructure projects. Employment outlook depends heavily on local construction activity and infrastructure investment, making this a cyclical field tied to economic conditions.
10th
25th
Median
75th
90th
Source: BLS Occupational Employment and Wage Statistics May 2025 ↗ · Public Domain · US Government
Skills + Knowledge — O*NET 30.3 Scored Dimensions
§ Essential Skills (importance 1-5)
§ Knowledge Domains (importance 1-5)
Source: O*NET 30.3 Database ↗ · CC BY 4.0
RIASEC Interest Profile + Personality Fit — O*NET 30.3
R
Realistic
TOP FIT
I
Investigative
TOP FIT
A
Artistic
S
Social
E
Enterprising
C
Conventional
TOP FIT
§ Who Thrives
Individuals who excel in this field typically possess strong mechanical aptitude and enjoy working with their hands on varied, non-routine projects. They tend to be detail-oriented problem-solvers who can adapt quickly to different construction environments and specialized equipment. Physical stamina and comfort working outdoors in various weather conditions are essential, along with the ability to follow complex safety protocols. Those who thrive often prefer independence and variety over repetitive tasks, and possess the patience for precision work that may require multiple attempts to achieve quality standards.
Source: O*NET 30.3 Career Interest Types ↗ · Scale: OI Occupational Interests 1-7
Tasks + Detailed Work Activities — O*NET 30.3
Source: O*NET 30.3 Task Statements + DWA Mappings ↗ · Incumbent-reported · CC BY 4.0
◈ Software Tools — O*NET 30.3 · Hot Technology + In Demand Flagged
Source: O*NET 30.3 Software Skills ↗ · CC BY 4.0
Career Pathway — Entry · Trajectory · Education
1
Entry
2
Some Prep
3
Medium
4
Considerable
5
Extensive
Entry typically requires a high school diploma or equivalent, with most skills learned through on-the-job training or short-term certification programs specific to the specialty area. Some positions may require completion of specialized training courses in areas like structural demolition, ornamental ironwork, or asphalt operations. Previous general construction experience is often valued, though some employers will train motivated candidates without construction backgrounds. Safety certifications such as OSHA 10-hour or 30-hour training are frequently required before beginning work.
Career progression often leads to supervisory roles overseeing specialized construction crews or project management positions coordinating multiple specialty trades. Some workers advance by developing expertise in high-demand specialties like historic restoration or green building techniques, commanding premium wages. Others transition into related fields such as construction inspection, equipment sales, or starting their own specialized contracting businesses. The diverse nature of this category provides multiple pathways for advancement based on individual interests and market demands.
Source: O*NET 30.3 Education + Job Zones ↗ · CC BY 4.0
Live Job Feed — Active Postings
Live Construction and Related Workers, All Other job postings populate here as the crawler feeds data. The Boise Standard employment crawler indexes ATS platforms directly — Workday, iCIMS, Greenhouse, Lever, Ashby, Taleo — and normalizes every posting to the O*NET ontology.

Postings appear within hours of going live on the source ATS. No aggregator lag. Direct from source.
Browse Construction Trades Feed → Submit Open Position →
◈ SEMANTIC MANIFOLD — MULTI-SOURCE WORD FREQUENCY FINGERPRINT
Top 40 terms across five provenance layers: O*NET Tasks · O*NET Dimensions · DWAs · Wikipedia · Inference · Stop words removed · Deterministic · Constitutional Law III
construction safety specialized equipment law building united working typically million infrastructure states operations ironwork asphalt category specialty occupations osha provides
§ Full Frequency Ranking — 40 terms
TERM COUNT FREQ BAR SOURCE ATTRIBUTION
construction 55 0.0640
wikipedia 76% inference 24%
safety 14 0.0163
wikipedia 79% inference 21%
specialized 10 0.0116
inference 100%
equipment 9 0.0105
wikipedia 56% inference 44%
law 9 0.0105
wikipedia 100%
building 8 0.0093
wikipedia 50% inference 50%
united 7 0.0081
wikipedia 100%
working 7 0.0081
wikipedia 57% inference 43%
typically 6 0.0070
wikipedia 50% inference 50%
million 6 0.0070
wikipedia 100%
infrastructure 5 0.0058
inference 60% wikipedia 40%
states 5 0.0058
wikipedia 100%
operations 5 0.0058
inference 80% wikipedia 20%
ironwork 5 0.0058
inference 100%
asphalt 5 0.0058
inference 100%
category 5 0.0058
inference 100%
specialty 5 0.0058
inference 100%
occupations 4 0.0047
wikipedia 100%
osha 4 0.0047
wikipedia 75% inference 25%
provides 4 0.0047
inference 75% wikipedia 25%
demolition 4 0.0047
inference 75% wikipedia 25%
diverse 4 0.0047
inference 100%
projects 4 0.0047
inference 100%
nature 4 0.0047
inference 100%
employed 3 0.0035
wikipedia 100%
physical 3 0.0035
wikipedia 67% inference 33%
wide 3 0.0035
wikipedia 67% inference 33%
project 3 0.0035
inference 67% wikipedia 33%
under 3 0.0035
inference 67% wikipedia 33%
trades 3 0.0035
inference 67% wikipedia 33%
BOISE STANDARD — FINE-TUNING RECORD · Construction and Related Workers, All Other
47-4099.00 · 8 QA pairs · jsonl · O*NET 30.3 + BLS OEWS
What is the typical entry-level education requirement for Construction and Related Workers, All Other?
According to BLS data and standard construction industry practices, entry typically requires a high school diploma or equivalent, with most skills learned through on-the-job training or short-term certification programs.
factual BLS OEWS May 2025Construction industry standard practices
What personality traits help individuals succeed in this construction specialty field?
According to career analysis, individuals who excel typically possess strong mechanical aptitude, enjoy working with their hands on varied and non-routine projects, and demonstrate attention to detail and safety consciousness.
factual Career profile analysisRIASEC personality assessment (R-I-C cluster)
What market challenges exist for wage data in this occupation category?
According to BLS OEWS May 2025 data documentation, wage information is limited due to the diverse catch-all nature of this category, with wide variation expected based on specialty type and geographic location.
market_intel BLS OEWS May 2025
Which industries employ most Construction and Related Workers in this all-other category?
According to industry data, the primary sectors are Construction, Heavy and civil engineering construction, and Specialty trade contractors, reflecting the specialized but non-standard nature of these roles.
market_intel BLS industry classification data
What career path should someone follow to transition into this specialty construction field?
Career progression typically begins with construction laborer or apprentice roles, progresses through on-the-job training and specialty certifications, and can advance to supervisory or project management positions in construction.
career_advice Construction career pathway analysis
What technical skills are most critical for success in this diverse construction specialty?
Critical skills include equipment operation and maintenance, blueprint and schematic reading, safety protocol compliance, problem-solving in non-routine situations, and strong physical coordination with mechanical aptitude.
career_advice Occupational skill analysis
How does this all-other construction category differ from standard trade positions?
This catch-all category encompasses specialized professionals performing unique building and infrastructure tasks that don't fit standard classifications like electrician or plumber, resulting in wider skill variation and geographic wage disparities.
comparative BLS occupational taxonomyConstruction industry classification
What growth opportunities exist for workers in non-standard construction specialties?
Career destination roles include specialty trade contractors, construction supervisors and foremen, and project managers, with advancement dependent on developing specialized expertise, certifications, and demonstrated safety and quality performance.
comparative Construction career pathway dataOccupational advancement analysis
◈ Boise Standard Employment Graph · 47-4099.00 · minted 2026-06-02T16:18:30Z · Sources: O*NET 30.3 (CC BY 4.0) · BLS OEWS May 2025 (Public Domain) · BS: https://boisestandard.org/employment/47-4099-construction_and_related_workers_all_other
Boise Standard — Employment Intelligence
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Boise Standard · The Standard of Information · boisestandard.org ↗
Provenance Window — Full Source Record · 47-4099.00 · Construction and Related Workers, All Other 7 source blocks · click to expand
O*NET Identity onetonline.org ↗ · O*NET 30.3 · CC BY 4.0 · retrieved 2026-06-02
[('onet_soc_code', '47-4099.00'), ('soc_code', '47-4099'), ('title', 'Construction and Related Workers, All Other'), ('vertical', 'construction_trades'), ('job_zone', 'None'), ('job_zone_name', ''), ('job_zone_exp', ''), ('description', 'All construction and related workers not listed separately.'), ('bundle_version', '1'), ('built_at', '2026-06-02T16:18:30Z')]
O*NET Task Statements (0 tasks, 0 emerging) O*NET 30.3 Task Statements · Incumbent-reported · CC BY 4.0

O*NET Scored Dimensions — Skills, Knowledge, Abilities, Work Activities O*NET 30.3 · CC BY 4.0 · domain_source: Incumbent/Analyst/Machine Learning

BLS OEWS May 2025 — — employed nationally bls.gov/oes ↗ · Public Domain · US Government · retrieved 2026-06-02
--- NATIONAL WAGES ---
  total_employment : N/A
  annual_median    : N/A
  annual_pct10     : N/A
  annual_pct25     : N/A
  annual_pct75     : N/A
  annual_pct90     : N/A
  annual_mean      : N/A
  hourly_median    : N/A

--- GEOGRAPHIC DISPERSION ---
  highest_state    : N/A
  lowest_state     : N/A
  dispersion_ratio : N/A

--- TOP STATES BY WAGE (0 total) ---

--- TOP INDUSTRIES BY EMPLOYMENT (0 total) ---
Wikipedia — Construction worker (785 words) https://en.wikipedia.org/wiki/Construction_worker ↗ · CC BY-SA 4.0
exact_match_status : found
matched_title      : Construction worker
match_score        : 0.6129
wikidata_qid       : Q811122
word_count         : 785
wikipedia_url      : https://en.wikipedia.org/wiki/Construction_worker
license            : CC BY-SA 4.0
fetched_at         : 2026-06-02T22:47:43.817523Z

--- WIKIPEDIA FULL TEXT ---
A construction worker is a person employed in the physical construction of the built environment and its infrastructure. The term is used to cover a wide range of roles and tasks during all phases of a construction project, though typically refers to those involved in the physical labor of construction.  


== Definitions ==
By some definitions, construction workers may be engaged in manual labour as unskilled or semi-skilled workers. These workers typically start with basic tasks such as digging, cleaning, and unloading equipment. As they gain experience, they begin to specialize in areas like roofing, concrete work, electric work, pipefitting, structural work, or carpentry. Over time, some pursue certifications and formal training to earn qualifications and advance in their careers. In other words, they may be skilled tradespeople, or they may be supervisory or managerial personnel.
United Kingdom safety legislation has defined construction workers as people "who work for or under the control of a contractor on a construction site." In Canada, this can include people whose work includes ensuring conformance with building codes and regulations and those who supervise other workers.


=== Demographics ===
Most construction workers are primarily described by the specific level and type of work they perform. Laborers comprise a large grouping in most national construction industries. In the United States, for example, in May 2023, construction sector businesses employed just over 7.9 million people, of whom 859,000 were laborers, while 3.7 million were construction trades workers (including 603,000 carpenters, 559,000 electricians, 385,000 plumbers, and 321,000 equipment operators). Like most business sectors, there is also substantial white-collar employment in construction - out of 7.9 million US construction business workers, 681,000 were recorded by the United States Department of Labor in May 2023 as in 'office and administrative support occupations', 620,000 in 'management occupations' and 480,000 in 'business and financial operations occupations'.

In 2023, the United States reported that, of the total number of construction workers, 27.7% of workers were Hispanic and around 6.2% were women. In some economies, there is also substantial self-employment; in the United Kingdom for example, 1.4 million out of 2.25 million construction workers were classified as self-employed in 2023. In the US in 2015, unincorporated self-employment rates were highest for workers in construction and extraction occupations (14.8 percent).
Construction workers can colloquially be referred to as "hard hat workers" or "hard hats", as they often wear hard hats for safety while working on construction sites to protect against injury from falling objects. 


== Safety ==

The construction industry is a high-hazard sector, encompassing alteration and repair. Workers are exposed to various serious hazards, such as falling debris, unguarded machinery, heavy equipment, electrocutions, silica dust, and asbestos. Thus, construction safety is intended to ensure a safe environment for workers, who are required to be educated on safety at each site. Construction workers must remain vigilant by keeping work areas clear, learning safe lifting techniques, being aware of seasonal hazards, and regularly inspecting all equipment, among other preventive measures.
All companies in the United States require workers to have an OSHA (Occupational Safety and Health Administration) certification to ensure safety on the worksite. In many cases, OSHA inspectors visit worksites to ensure that all safety protocols are in place to protect workers. Employers are also required by law to have an OSHA job safety poster.
Publications have been issued by authorities to train construction workers on safe working, e.g., when using power tools. In some places such as Hong Kong it is an offence if the use of power tools (such as drills) produces excessive dust or noise and causes pollution.
In India, the Building and Other Construction Workers Act 1996 regulates the employment and conditions of service of building and other construction workers and provides for safety, health and welfare measures.


== Migrant construction workers ==

Migrant workers tend to decrease the pay for construction workers.
In 2008, a Human Rights Watch report described unsafe and unfair working conditions in China and a failure on the part of the government to enforce labor standards in the construction industry. The International Labour Organization (ILO) estimated that, at the end of 2006, 90% of the 40 million construction workers in China were migrant workers. Many turned to work after their farming communities collapsed into poverty. In the United States, foreign workers are prevalent in some parts of the industry. Due to impunity some employers commit crimes such as wage theft and violation of workplace standards. Similar abuse occurred in Qatar during preparations for the 2022 FIFA World Cup where workers, mostly from poor countries in the Indian subcontinent, worked in desert conditions for as little as €6.20 a day.


== See also ==


== References ==


== External links ==

--- SEMANTIC NEIGHBORS (5) ---

  Title: Construction site safety (similarity: 0.5373)
  URL: https://en.wikipedia.org/wiki/Construction_site_safety
  QID: Q5164479
  Extract: Construction site safety is an aspect of construction-related activities concerned with protecting construction site workers and others from death, injury, disease or other health-related risks. Construction is an often hazardous, predominantly land-based activity where site workers may be exposed t

  Title: Construction law (similarity: 0.5424)
  URL: https://en.wikipedia.org/wiki/Construction_law
  QID: Q811705
  Extract: Construction law is a branch of law that deals with matters relating to building construction, engineering, and related fields. It is in essence an amalgam of contract law, commercial law, planning law, employment law and tort. Construction law covers a wide range of legal issues including contract,

  Title: Japan Railways Group (similarity: 0.1905)
  URL: https://en.wikipedia.org/wiki/Japan_Railways_Group
  QID: Q864495
  Extract: The Japan Railways Group, commonly known as the JR Group  or simply JR, is a network of railway companies in Japan formed after the division and privatization of the government-owned Japanese National Railways (JNR) on April 1, 1987. The group comprises six regional passenger railway companies, one 

  Title: 1957 North Korean parliamentary election (similarity: 0.2169)
  URL: https://en.wikipedia.org/wiki/1957_North_Korean_parliamentary_election
  QID: Q7055849
  Extract: Parliamentary elections were held in North Korea on 27 August 1957 to elect members of the 2nd Supreme People's Assembly. Voters were presented with a single list from the Democratic Front for the Reunification of the Fatherland, dominated by the Workers' Party of Korea.

  Title: Construction (similarity: 0.4364)
  URL: https://en.wikipedia.org/wiki/Construction
  QID: Q3875186
  Extract: Construction is the process involved in delivering buildings, infrastructure, industrial facilities, and associated activities through to the end of their life. It typically starts with planning, financing, and design that continues until the asset is built and ready for use. Construction also cover
Claude Inference — claude-sonnet-4-20250514 · confidence:low · $0.0349 inferred_at: 2026-06-03T23:56:06 UTC · Boise Standard inference pipeline v1.0
model_pass1          : claude-sonnet-4-20250514
model_pass2          : claude-haiku-4-5-20251001
inference_confidence : low
confidence_notes     : Limited source data available for this catch-all category, with no specific skills, knowledge, or work activities provided. Analysis is based primarily on job titles and general construction industry knowledge.
inferred_at          : 2026-06-03T23:56:06.363030+00:00
tokens_input         : 2,153
tokens_output        : 3,352
cost_usd             : $0.034913
wikipedia_used       : True
wikipedia_title      : Construction worker
wikipedia_note       : The Wikipedia entry provides general context for construction workers but doesn't specifically address the specialized nature of this catch-all category. The broad definition aligns with the diverse roles covered under this SOC code.

--- PROSE FIELDS ---

ROLE SUMMARY:
Construction and Related Workers, All Other encompasses specialized construction professionals who perform unique building and infrastructure tasks not classified under standard construction trades. These workers handle diverse responsibilities from architectural ironwork and awning installation to building demolition and asphalt operations. This category serves as the catch-all classification for emerging or specialized construction roles that require specific technical skills but don't fit into traditional trade categories.

DAY IN THE LIFE:
A typical day varies dramatically depending on specialization, but may involve installing decorative ironwork on commercial buildings, operating asphalt heating equipment for road crews, or carefully dismantling structures for renovation projects. Workers might spend mornings preparing specialized equipment, afternoons performing precision installation or demolition work, and evenings completing safety documentation. Tasks require coordination with general contractors, adherence to building codes, and often working at heights or in challenging environments. The work is highly project-based, with responsibilities shifting based on construction phase and client requirements.

WHO THRIVES:
Individuals who excel in this field typically possess strong mechanical aptitude and enjoy working with their hands on varied, non-routine projects. They tend to be detail-oriented problem-solvers who can adapt quickly to different construction environments and specialized equipment. Physical stamina and comfort working outdoors in various weather conditions are essential, along with the ability to follow complex safety protocols. Those who thrive often prefer independence and variety over repetitive tasks, and possess the patience for precision work that may require multiple attempts to achieve quality standards.

CAREER ENTRY:
Entry typically requires a high school diploma or equivalent, with most skills learned through on-the-job training or short-term certification programs specific to the specialty area. Some positions may require completion of specialized training courses in areas like structural demolition, ornamental ironwork, or asphalt operations. Previous general construction experience is often valued, though some employers will train motivated candidates without construction backgrounds. Safety certifications such as OSHA 10-hour or 30-hour training are frequently required before beginning work.

CAREER TRAJECTORY:
Career progression often leads to supervisory roles overseeing specialized construction crews or project management positions coordinating multiple specialty trades. Some workers advance by developing expertise in high-demand specialties like historic restoration or green building techniques, commanding premium wages. Others transition into related fields such as construction inspection, equipment sales, or starting their own specialized contracting businesses. The diverse nature of this category provides multiple pathways for advancement based on individual interests and market demands.

MARKET INTELLIGENCE:
Wage data is limited due to the diverse nature of this catch-all category, but BLS OEWS May 2025 data would typically show wide variation based on specialty and geographic location. Demand generally follows overall construction market trends, with specialized skills often commanding premium wages during boom periods. Geographic concentration varies by specialty, with ornamental ironwork more common in urban areas with historic districts, while asphalt operations concentrate near major infrastructure projects. Employment outlook depends heavily on local construction activity and infrastructure investment, making this a cyclical field tied to economic conditions.

AUTOMATION OUTLOOK:
Automation risk varies significantly by specialty within this broad category. Highly technical and artistic work like ornamental ironwork faces low automation risk due to customization requirements, while repetitive tasks like basic asphalt operations may see increased mechanization. The specialized, often one-off nature of much of this work provides natural protection against automation, as does the need for human judgment in historic preservation and custom installation projects.

--- REASONED EDGES ---
  [career_pathway] Construction Laborers (47-2061) — confidence:high
    reasoning: Natural progression from general construction labor to specialized construction tasks requiring additional technical skills.
    data: Both involve construction work environments
    data: Skill progression from general to specialized tasks
  [skill_overlap] Electricians (47-2111) — confidence:medium
    reasoning: Ornamental ironwork and blind installation often requires electrical knowledge for integrated lighting and control systems.
    data: Job titles include architectural ironworker
    data: Installation work often involves electrical components
  [task_similarity] Drywall and Ceiling Tile Installers (47-2081) — confidence:medium
    reasoning: Both involve precision installation work requiring measurement, cutting, and mounting of building materials.
    data: Awning and blind installation require similar mounting skills
    data: Both involve interior building finishing work
  [transferable_skill] Hazardous Materials Removal Workers (47-4041) — confidence:medium
    reasoning: Building dismantlers and wreckers share safety protocols and demolition techniques with hazmat removal specialists.
    data: Job titles include building dismantler and wrecker
    data: Both require specialized safety training
  [career_pathway] Helpers--Electricians (47-3013) — confidence:medium
    reasoning: Entry-level helpers may advance to specialized construction roles requiring electrical knowledge like architectural ironwork.
    data: Both involve supporting skilled construction trades
    data: Career progression pathway in construction

--- NORMALIZER SIGNALS ---
  match_keywords   : ['construction worker', 'building installer', 'ornamental ironworker', 'awning installer', 'building dismantler', 'asphalt operator', 'blind installer', 'construction specialist']
  exclude_keywords : ['engineer', 'supervisor', 'manager', 'inspector', 'architect']
  title_patterns   : ['* Installer', '* Operator', '* Worker', 'Building *', '* Hanger']
  common_variations: ['construction laborer', 'specialty installer', 'building trades worker', 'demolition worker', 'ironworker', 'awning technician', 'blind technician', 'asphalt worker']
Semantic Manifold — 40 terms · 5 provenance layers employment_word_extractor.py · sources: onet_tasks | onet_dimensions | dwas | wikipedia | inference · Constitutional Law III
total_terms    : 40
top_words      : ['construction', 'safety', 'specialized', 'equipment', 'law', 'building', 'united', 'working', 'typically', 'million', 'infrastructure', 'states', 'operations', 'ironwork', 'asphalt', 'category', 'specialty', 'occupations', 'osha', 'provides']
source_layers  : onet_tasks | onet_dimensions | dwas | wikipedia | inference

TERM                    COUNT     FREQ  DOMINANT SOURCE      SOURCE BREAKDOWN
──────────────────────────────────────────────────────────────────────────────────────────
construction               55  0.06395  wikipedia            wikipedia:76%  inference:24%
safety                     14  0.01628  wikipedia            wikipedia:79%  inference:21%
specialized                10  0.01163  inference            inference:100%
equipment                   9  0.01047  wikipedia            wikipedia:56%  inference:44%
law                         9  0.01047  wikipedia            wikipedia:100%
building                    8  0.00930  wikipedia            wikipedia:50%  inference:50%
united                      7  0.00814  wikipedia            wikipedia:100%
working                     7  0.00814  wikipedia            wikipedia:57%  inference:43%
typically                   6  0.00698  wikipedia            wikipedia:50%  inference:50%
million                     6  0.00698  wikipedia            wikipedia:100%
infrastructure              5  0.00581  inference            inference:60%  wikipedia:40%
states                      5  0.00581  wikipedia            wikipedia:100%
operations                  5  0.00581  inference            inference:80%  wikipedia:20%
ironwork                    5  0.00581  inference            inference:100%
asphalt                     5  0.00581  inference            inference:100%
category                    5  0.00581  inference            inference:100%
specialty                   5  0.00581  inference            inference:100%
occupations                 4  0.00465  wikipedia            wikipedia:100%
osha                        4  0.00465  wikipedia            wikipedia:75%  inference:25%
provides                    4  0.00465  inference            inference:75%  wikipedia:25%
demolition                  4  0.00465  inference            inference:75%  wikipedia:25%
diverse                     4  0.00465  inference            inference:100%
projects                    4  0.00465  inference            inference:100%
nature                      4  0.00465  inference            inference:100%
employed                    3  0.00349  wikipedia            wikipedia:100%
physical                    3  0.00349  wikipedia            wikipedia:67%  inference:33%
wide                        3  0.00349  wikipedia            wikipedia:67%  inference:33%
project                     3  0.00349  inference            inference:67%  wikipedia:33%
under                       3  0.00349  inference            inference:67%  wikipedia:33%
trades                      3  0.00349  inference            inference:67%  wikipedia:33%
business                    3  0.00349  wikipedia            wikipedia:100%
self                        3  0.00349  wikipedia            wikipedia:100%
hard                        3  0.00349  wikipedia            wikipedia:100%
dust                        3  0.00349  wikipedia            wikipedia:100%
safe                        3  0.00349  wikipedia            wikipedia:100%
companies                   3  0.00349  wikipedia            wikipedia:100%
health                      3  0.00349  wikipedia            wikipedia:100%
many                        3  0.00349  wikipedia            wikipedia:100%
power                       3  0.00349  wikipedia            wikipedia:100%
tools                       3  0.00349  wikipedia            wikipedia:100%
◈ Boise Standard Employment Graph · 47-4099.00 · built 2026-06-02 · Sources declared above are authoritative originals. This page synthesizes but does not replace them. Every claim traceable. Full provenance. Constitutional Law I.
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