--- 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         : 2026-06-02T23:44:01.336736Z

--- SEMANTIC NEIGHBORS (5) ---

  Title: M1117 armored security vehicle (similarity: 0.5758)
  URL: https://en.wikipedia.org/wiki/M1117_armored_security_vehicle
  QID: Q1816169
  Extract: The M1117 armored security vehicle is an internal security vehicle based on the V-100 and V-150 Commando series of armored cars. It was developed in the late 1990s for service with the United States' Military Police Corps. The first prototypes appeared in February 1997 and serial production of the M

  Title: Assault Amphibious Vehicle (similarity: 0.4839)
  URL: https://en.wikipedia.org/wiki/Assault_Amphibious_Vehicle
  QID: Q700689
  Extract: The Assault Amphibious Vehicle (AAV)—official designation AAV7, formerly known as LVT7 —is a fully tracked amphibious landing vehicle manufactured by BAE Systems Platforms & Services.

  Title: Combat vehicle (similarity: 0.4000)
  URL: https://en.wikipedia.org/wiki/Combat_vehicle
  QID: Q4009273
  Extract: A ground combat vehicle, also known as a land assault vehicle or simply a combat vehicle or an assault vehicle, is a land-based military vehicle intended to be used for combat operations. They differ from non-combat military vehicles such as trucks in that they are designed for use in active combat 

  Title: Type 100 support vehicle (similarity: 0.3667)
  URL: https://en.wikipedia.org/wiki/Type_100_support_vehicle
  QID: Q136443580
  Extract: The Type 100 Support Combat Vehicle is a Chinese fire support vehicle built on a shared chassis with Type 100 tank. The vehicle was first seen in public in mid-August 2025 during rehearsals for the then-upcoming Victory Day Parade to commemorate the 80th Anniversary of the end of the Second Sino-Jap

  Title: Expeditionary Fighting Vehicle (similarity: 0.3636)
  URL: https://en.wikipedia.org/wiki/Expeditionary_Fighting_Vehicle
  QID: Q1384322
  Extract: The Expeditionary Fighting Vehicle (EFV) was an amphibious assault vehicle developed by General Dynamics during the 1990s and 2000s for use by the US Marine Corps. It would have been launched at sea, from an amphibious assault ship beyond the horizon, able to transport a full marine rifle squad to s

model_pass1          : claude-sonnet-4-20250514
model_pass2          : claude-haiku-4-5-20251001
inference_confidence : medium
confidence_notes     : Limited detailed work activity and skill data provided in source, requiring inference based on job titles and general occupation description. Military-specific nature limits direct wage and market data availability.
inferred_at          : 2026-06-04T03:50:45.055112+00:00
tokens_input         : 2,202
tokens_output        : 3,303
cost_usd             : $0.033542
wikipedia_used       : False
wikipedia_title      : None
wikipedia_note       : No exact Wikipedia match found for this military occupation. Semantic neighbors include various armored vehicle types like M1117 armored security vehicles and Assault Amphibious Vehicles, providing context for the equipment operated by these crew members.

--- PROSE FIELDS ---

ROLE SUMMARY:
Armored Assault Vehicle Crew Members operate tanks, light armor, and amphibious assault vehicles during combat operations on land and in aquatic environments. They drive specialized armored vehicles requiring advanced training, operate targeting and firing systems, and maintain sophisticated onboard communication equipment. These military personnel form the backbone of mechanized ground combat operations across diverse operational environments.

DAY IN THE LIFE:
Crew members conduct pre-mission equipment checks on tank engines, weapons systems, and communication arrays before departing for patrol or combat operations. During missions, they coordinate through radio communications while the driver navigates terrain and the gunner operates targeting systems for engagement of enemy positions. They perform routine maintenance on complex mechanical systems including engine components, track assemblies, and hydraulic systems. Between operations, they clean weapons, replenish ammunition supplies, and participate in training exercises to maintain combat readiness.

WHO THRIVES:
Individuals who excel in high-stress environments with strong mechanical aptitude and spatial reasoning abilities perform best in these roles. They must demonstrate exceptional teamwork and communication skills as armored vehicle operations require seamless coordination among crew members in confined spaces. Those with quick decision-making abilities and attention to detail thrive when operating complex targeting systems and navigating challenging terrain under pressure. Physical stamina and adaptability are essential given the demanding nature of extended combat operations in various environmental conditions.

CAREER ENTRY:
Entry requires completion of military basic training followed by specialized armor training programs lasting 12-20 weeks depending on vehicle type and role specialty. Most positions require a high school diploma or equivalent, though some technical specialties may benefit from mechanical or automotive background. New crew members typically start as drivers or loaders before advancing to gunner or commander positions with experience.

CAREER TRAJECTORY:
Experienced crew members can advance to tank commander positions, leading entire vehicle crews and coordinating multi-vehicle operations. Career progression may lead to armor unit leadership roles, training instructor positions, or specialized technical roles in vehicle maintenance and systems development. Many transition to civilian careers in heavy equipment operation, mechanical repair, or defense contracting roles utilizing their specialized technical expertise.

MARKET INTELLIGENCE:
Military occupation wages are determined by rank and years of service rather than traditional market forces, with enlisted personnel typically earning $25,000-$65,000 annually including benefits according to military pay scales. Employment is concentrated at major Army and Marine Corps installations including Fort Knox, Camp Pendleton, and Fort Carson. Demand fluctuates with military force structure changes and operational tempo requirements. Geographic mobility is high due to military assignment rotations and deployment schedules.

AUTOMATION OUTLOOK:
While some targeting and navigation systems incorporate automated features, the complex decision-making required for combat operations and the need for human judgment in dynamic battlefield conditions limit full automation potential. Remote operation capabilities are advancing but current technology cannot replace human crews for most combat scenarios requiring real-time tactical decisions.

--- REASONED EDGES ---
  [riasec_cluster] Artillery and Missile Crew Members (55-3014.00) — confidence:high
    reasoning: Both roles involve operating heavy military weapons systems requiring similar technical training and combat operations experience.
    data: weapons systems operation
    data: combat operations
    data: military training requirements
  [transferable_skill] Industrial Truck and Tractor Operators (53-7051.00) — confidence:medium
    reasoning: Vehicle operation and mechanical maintenance skills transfer to civilian heavy equipment operation roles.
    data: vehicle operation
    data: mechanical systems
    data: equipment maintenance
  [skill_overlap] Bus and Truck Mechanics and Diesel Engine Specialists (49-3031.00) — confidence:medium
    reasoning: Maintenance of complex mechanical and hydraulic systems provides relevant experience for civilian vehicle repair roles.
    data: mechanical maintenance
    data: engine systems
    data: hydraulic systems
  [career_pathway] Air Crew Officers (55-3011.00) — confidence:medium
    reasoning: Military combat vehicle crew members may advance to officer positions requiring similar tactical coordination and equipment operation skills.
    data: military advancement
    data: combat operations
    data: crew coordination
  [transferable_skill] Police and Sheriff's Patrol Officers (33-3051.00) — confidence:medium
    reasoning: Tactical training, weapons handling, and emergency response skills transfer to law enforcement roles.
    data: tactical operations
    data: emergency response
    data: security operations

--- NORMALIZER SIGNALS ---
  match_keywords   : ['armored vehicle', 'tank crew', 'assault vehicle', 'armor crewman', 'tank driver', 'vehicle commander', 'armor reconnaissance', 'amphibious vehicle']
  exclude_keywords : ['pilot', 'aircraft', 'naval', 'submarine', 'aviation']
  title_patterns   : ['*tank*crew*', '*armor*crew*', '*vehicle*crew*', '*assault*vehicle*', '*armor*driver*']
  common_variations: ['tank crewmember', 'armor crew', 'vehicle operator', 'assault vehicle crew', 'armored vehicle operator', 'tank operator', 'armor crewman', 'vehicle crewmember']

total_terms    : 40
top_words      : ['vehicle', 'combat', 'military', 'operations', 'assault', 'armored', 'amphibious', 'crew', 'members', 'vehicles', 'specialized', 'targeting', 'equipment', 'mechanical', 'security', 'corps', 'land', 'tank', 'marine', 'armor']
source_layers  : onet_tasks | onet_dimensions | dwas | wikipedia | inference

TERM                    COUNT     FREQ  DOMINANT SOURCE      SOURCE BREAKDOWN
──────────────────────────────────────────────────────────────────────────────────────────
vehicle                    21  0.04688  wikipedia            wikipedia:67%  inference:33%
combat                     13  0.02902  inference            inference:54%  wikipedia:46%
military                   11  0.02455  inference            inference:64%  wikipedia:36%
operations                  9  0.02009  inference            inference:89%  wikipedia:11%
assault                     8  0.01786  wikipedia            wikipedia:62%  inference:38%
armored                     7  0.01562  inference            inference:71%  wikipedia:29%
amphibious                  6  0.01339  wikipedia            wikipedia:67%  inference:33%
crew                        6  0.01339  inference            inference:100%
members                     6  0.01339  inference            inference:100%
vehicles                    5  0.01116  inference            inference:80%  wikipedia:20%
specialized                 4  0.00893  inference            inference:100%
targeting                   4  0.00893  inference            inference:100%
equipment                   4  0.00893  inference            inference:100%
mechanical                  4  0.00893  inference            inference:100%
security                    3  0.00670  wikipedia            wikipedia:67%  inference:33%
corps                       3  0.00670  wikipedia            wikipedia:67%  inference:33%
land                        3  0.00670  wikipedia            wikipedia:67%  inference:33%
tank                        3  0.00670  inference            inference:67%  wikipedia:33%
marine                      3  0.00670  wikipedia            wikipedia:67%  inference:33%
armor                       3  0.00670  inference            inference:100%
environments                3  0.00670  inference            inference:100%
communication               3  0.00670  inference            inference:100%
complex                     3  0.00670  inference            inference:100%
technical                   3  0.00670  inference            inference:100%
developed                   2  0.00446  wikipedia            wikipedia:100%
service                     2  0.00446  wikipedia            wikipedia:50%  inference:50%
known                       2  0.00446  wikipedia            wikipedia:100%
ground                      2  0.00446  wikipedia            wikipedia:50%  inference:50%
mechanized                  2  0.00446  wikipedia            wikipedia:50%  inference:50%
parade                      2  0.00446  wikipedia            wikipedia:100%
second                      2  0.00446  wikipedia            wikipedia:100%
war                         2  0.00446  wikipedia            wikipedia:100%
full                        2  0.00446  wikipedia            wikipedia:50%  inference:50%
mobility                    2  0.00446  wikipedia            wikipedia:50%  inference:50%
operate                     2  0.00446  inference            inference:100%
requiring                   2  0.00446  inference            inference:100%
personnel                   2  0.00446  inference            inference:100%
operational                 2  0.00446  inference            inference:100%
weapons                     2  0.00446  inference            inference:100%
terrain                     2  0.00446  inference            inference:100%