--- 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) ---

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         : 2026-06-02T23:43:11.718884Z

--- SEMANTIC NEIGHBORS (5) ---

  Title: Weapons master (similarity: 0.3611)
  URL: https://en.wikipedia.org/wiki/Weapons_master
  QID: Q7978088
  Extract: The weapons master, sometimes credited as the armorer, weapons specialist, weapons handler, weapons wrangler, or weapons coordinator, is a film crew specialist that works with the property master, director, actors, stunt coordinator and script supervisor. The weapons master is specifically responsib

  Title: Film crew (similarity: 0.2388)
  URL: https://en.wikipedia.org/wiki/Film_crew
  QID: Q506702
  Extract: A film crew is a group of people, hired by a production company, for the purpose of producing a film or motion picture. The crew is distinguished from the cast, as the cast are understood to be the actors who appear in front of the camera or provide voices for characters in the film. The crew is als

  Title: Seafarer's professions and ranks (similarity: 0.3111)
  URL: https://en.wikipedia.org/wiki/Seafarer's_professions_and_ranks
  QID: Q9300239
  Extract: Seafaring is a tradition that encompasses a variety of professions and ranks. Each of these roles carries unique responsibilities that are integral to the successful operation of a seafaring vessel. A ship's crew can generally be divided into four main categories: the deck department, the engineerin

  Title: Apollo 11 (similarity: 0.1194)
  URL: https://en.wikipedia.org/wiki/Apollo_11
  QID: Q43653
  Extract: Apollo 11 was the American spaceflight that first landed humans on the Moon, and the fifth crewed mission of NASA's Apollo program. The mission was crewed by Commander Neil Armstrong, Command Module Pilot Michael Collins, and Lunar Module Pilot Edwin "Buzz" Aldrin, all of whom were on their second a

  Title: United States Customs and Border Protection (similarity: 0.1980)
  URL: https://en.wikipedia.org/wiki/United_States_Customs_and_Border_Protection
  QID: Q368804
  Extract: United States Customs and Border Protection (CBP) is the largest federal law enforcement agency of the United States Department of Homeland Security. It is the country's primary border control organization, charged with regulating and facilitating international trade, collecting import duties, as we

model_pass1          : claude-sonnet-4-20250514
model_pass2          : claude-haiku-4-5-20251001
inference_confidence : medium
confidence_notes     : Confidence is medium due to limited detailed source data on skills, knowledge, and work activities. The military-specific nature of this role means fewer civilian analogues and less traditional labor market data availability.
inferred_at          : 2026-06-04T03:47:30.550760+00:00
tokens_input         : 2,071
tokens_output        : 3,243
cost_usd             : $0.034070
wikipedia_used       : False
wikipedia_title      : None
wikipedia_note       : No exact Wikipedia match found. The closest candidate 'Weapons master' refers to film industry roles rather than military supervision, indicating limited civilian analogue for this specialized military occupation.

--- PROSE FIELDS ---

ROLE SUMMARY:
First-Line Supervisors of Weapons Specialists/Crew Members are military leaders who oversee and coordinate the activities of personnel responsible for weapons systems operations and maintenance. These supervisors manage teams of specialists including aerial gunners, artillery personnel, and weapons technicians while often performing the same technical duties as their subordinates. They serve as the critical link between tactical operations and strategic command, ensuring weapons systems are properly maintained, operated, and deployed according to military protocols.

DAY IN THE LIFE:
A typical day involves conducting briefings with weapons crew members on mission objectives and safety protocols, inspecting weapons systems and equipment for operational readiness, and coordinating maintenance schedules with technical specialists. They review performance reports, oversee training exercises for crew members, and ensure compliance with military regulations and safety standards. Throughout the day, they may personally operate weapons systems during training or actual missions while simultaneously managing their team's activities. They also complete administrative tasks including personnel evaluations, equipment inventories, and mission after-action reports.

WHO THRIVES:
Individuals who excel in this role possess strong leadership abilities combined with deep technical expertise in weapons systems and military operations. They demonstrate excellent decision-making skills under pressure, as they must make critical judgments that affect mission success and personnel safety. These supervisors typically have a detail-oriented mindset with the ability to balance multiple priorities simultaneously, from personnel management to technical troubleshooting. They thrive on structured environments with clear hierarchies and procedures, while also being adaptable enough to handle rapidly changing tactical situations.

CAREER ENTRY:
Entry into this role typically requires extensive military service with demonstrated expertise in weapons systems operations and proven leadership capabilities. Candidates usually advance from weapons specialist positions after several years of experience and completion of military leadership development programs. Most supervisors hold specialized military training certifications in their particular weapons systems, along with supervisory and management training provided by their respective military branches.

CAREER TRAJECTORY:
Career progression typically leads to higher-level supervisory positions such as weapons systems managers, training coordinators, or specialized technical advisors within military organizations. Many transition to senior non-commissioned officer roles or commissioned officer positions with broader operational responsibilities. After military service, these skills often translate to civilian careers in defense contracting, security consulting, law enforcement leadership, or technical training roles in the aerospace and defense industries.

MARKET INTELLIGENCE:
This occupation exists primarily within military organizations, making traditional wage data less applicable as military compensation follows standardized pay scales based on rank and years of service. Employment opportunities are directly tied to military force structure and defense spending priorities. Geographic distribution follows military base locations, with concentrations around major installations specializing in weapons systems training and operations. Demand fluctuates with military readiness requirements and technological advancement in weapons systems, requiring ongoing training and adaptation to new equipment.

AUTOMATION OUTLOOK:
While weapons systems themselves are becoming increasingly automated and technologically advanced, the supervisory and leadership aspects of this role remain largely resistant to automation. Human judgment, leadership skills, and tactical decision-making capabilities are essential elements that cannot be easily replaced by technology. However, supervisors will need to adapt to managing increasingly sophisticated automated weapons systems and may spend more time on strategic oversight rather than hands-on technical operations.

--- REASONED EDGES ---
  [riasec_cluster] First-Line Supervisors of Air Crew Members (55-1011.00) — confidence:high
    reasoning: Both roles involve supervising military personnel in technical operations requiring leadership and coordination skills within structured military environments.
    data: Military supervision
    data: Technical crew oversight
    data: Similar leadership requirements
  [career_pathway] Weapons Specialists/Crew Members (55-3012.00) — confidence:high
    reasoning: Direct career progression pathway where weapons specialists advance to supervisory roles over similar personnel.
    data: Same SOC family
    data: Natural promotion path
    data: Identical technical knowledge base
  [transferable_skill] First-Line Supervisors of Police and Detectives (33-1012.00) — confidence:medium
    reasoning: Both roles require supervising personnel in high-stakes environments involving weapons handling and tactical operations.
    data: Supervisory skills
    data: Weapons knowledge
    data: High-pressure decision making
  [skill_overlap] First-Line Supervisors of Production and Operating Workers (51-1011.00) — confidence:medium
    reasoning: Shared supervisory competencies including team coordination, safety oversight, and technical equipment management.
    data: Supervisory responsibilities
    data: Safety management
    data: Equipment oversight
  [knowledge_overlap] Civil Engineers (17-2051.00) — confidence:low
    reasoning: Both roles may involve understanding of ballistics, structural engineering principles, and technical systems management in tactical environments.
    data: Technical systems knowledge
    data: Engineering principles
    data: Project coordination

--- NORMALIZER SIGNALS ---
  match_keywords   : ['weapons supervisor', 'crew supervisor', 'armament supervisor', 'artillery supervisor', 'gunner supervisor', 'weapons team leader', 'military supervisor', 'tactical supervisor']
  exclude_keywords : ['weapons specialist', 'crew member', 'gunner', 'operator', 'technician']
  title_patterns   : ['*Supervisor*Weapons*', '*Senior Sergeant*', '*Superintendent*', '*Manager*Weapons*', '*Leader*']
  common_variations: ['Weapons Crew Supervisor', 'Artillery Team Leader', 'Weapons Systems Supervisor', 'Armament Supervisor', 'Aerial Gunnery Supervisor', 'Weapons Team Manager', 'Tactical Weapons Supervisor', 'Military Weapons Leader']

total_terms    : 40
top_words      : ['weapons', 'military', 'crew', 'film', 'operations', 'technical', 'leadership', 'mission', 'supervisors', 'personnel', 'master', 'equipment', 'specialist', 'years', 'ship', 'requires', 'united', 'states', 'law', 'enforcement']
source_layers  : onet_tasks | onet_dimensions | dwas | wikipedia | inference

TERM                    COUNT     FREQ  DOMINANT SOURCE      SOURCE BREAKDOWN
──────────────────────────────────────────────────────────────────────────────────────────
weapons                    25  0.04612  inference            inference:68%  wikipedia:32%
military                   18  0.03321  inference            inference:94%  wikipedia:6%
crew                       10  0.01845  wikipedia            wikipedia:70%  inference:30%
film                        9  0.01661  wikipedia            wikipedia:89%  inference:11%
operations                  7  0.01291  inference            inference:86%  wikipedia:14%
technical                   7  0.01291  inference            inference:100%
leadership                  6  0.01107  inference            inference:100%
mission                     5  0.00923  inference            inference:60%  wikipedia:40%
supervisors                 5  0.00923  inference            inference:100%
personnel                   5  0.00923  inference            inference:100%
master                      4  0.00738  wikipedia            wikipedia:75%  inference:25%
equipment                   4  0.00738  inference            inference:75%  wikipedia:25%
specialist                  3  0.00553  wikipedia            wikipedia:67%  inference:33%
years                       3  0.00553  inference            inference:67%  wikipedia:33%
ship                        3  0.00553  wikipedia            wikipedia:100%
requires                    3  0.00553  wikipedia            wikipedia:67%  inference:33%
united                      3  0.00553  wikipedia            wikipedia:100%
states                      3  0.00553  wikipedia            wikipedia:100%
law                         3  0.00553  wikipedia            wikipedia:67%  inference:33%
enforcement                 3  0.00553  wikipedia            wikipedia:67%  inference:33%
specialists                 3  0.00553  inference            inference:100%
members                     3  0.00553  inference            inference:100%
tactical                    3  0.00553  inference            inference:100%
safety                      3  0.00553  inference            inference:100%
typically                   3  0.00553  inference            inference:100%
service                     3  0.00553  inference            inference:100%
specialized                 3  0.00553  inference            inference:100%
supervisory                 3  0.00553  inference            inference:100%
defense                     3  0.00553  inference            inference:100%
coordinator                 2  0.00369  wikipedia            wikipedia:100%
property                    2  0.00369  wikipedia            wikipedia:100%
actors                      2  0.00369  wikipedia            wikipedia:100%
responsible                 2  0.00369  wikipedia            wikipedia:50%  inference:50%
control                     2  0.00369  wikipedia            wikipedia:100%
production                  2  0.00369  wikipedia            wikipedia:100%
cast                        2  0.00369  wikipedia            wikipedia:100%
producers                   2  0.00369  wikipedia            wikipedia:100%
divided                     2  0.00369  wikipedia            wikipedia:100%
technological               2  0.00369  wikipedia            wikipedia:50%  inference:50%
many                        2  0.00369  wikipedia            wikipedia:50%  inference:50%