--- 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         : 2026-06-02T23:43:24.347398Z

--- SEMANTIC NEIGHBORS (5) ---

  Title: List of police tactical units (similarity: 0.4583)
  URL: https://en.wikipedia.org/wiki/List_of_police_tactical_units
  QID: Q3590866
  Extract: This is a list of active police tactical units.

  Title: State Protection Group (similarity: 0.3596)
  URL: https://en.wikipedia.org/wiki/State_Protection_Group
  QID: Q7603479
  Extract: The State Protection Group (SPG) is part of the Counter Terrorism & Special Tactics Command of the New South Wales Police Force and was established in 1991 to deal with extraordinary policing responses. The SPG directly supports police in high-risk incidents such as sieges with specialised tactical,

  Title: LAPD Metropolitan Division (similarity: 0.2366)
  URL: https://en.wikipedia.org/wiki/LAPD_Metropolitan_Division
  QID: Q6457078
  Extract: Metropolitan Division, commonly referred to as Metro Division or just Metro, is an elite division of the Los Angeles Police Department (LAPD). It was formed in 1933 and is organized under the LAPD's Special Operations Group. Metropolitan Division is responsible for managing the LAPD's specialized cr

  Title: Specialist Firearms Command (similarity: 0.2340)
  URL: https://en.wikipedia.org/wiki/Specialist_Firearms_Command
  QID: Q5684660
  Extract: The Specialist Firearms Command (MO19) is the firearms unit of the Metropolitan Police Service. Formed in 2005 but with antecedents dating back to 1966, the Command is responsible for providing a firearms-response capability, assisting the rest of the service, which is not routinely armed.

  Title: Port Security Unit (similarity: 0.2118)
  URL: https://en.wikipedia.org/wiki/Port_Security_Unit
  QID: Q7230932
  Extract: The United States Coast Guard's Port Security Units (PSUs) are Deployable Specialized Forces organized for sustained expeditionary security and anti-terrorism. They conduct anti-terrorism force protection missions, which include harbor and port security, protection of High Value Assets (HVAs), defen

model_pass1          : claude-sonnet-4-20250514
model_pass2          : claude-haiku-4-5-20251001
inference_confidence : medium
confidence_notes     : Limited O*NET data available for skills, knowledge, and abilities. Confidence based primarily on job titles and general supervisory description within military context.
inferred_at          : 2026-06-04T03:48:12.031972+00:00
tokens_input         : 2,101
tokens_output        : 3,078
cost_usd             : $0.031023
wikipedia_used       : False
wikipedia_title      : None
wikipedia_note       : No exact Wikipedia match exists. Semantic neighbors focus on police tactical units rather than military tactical operations supervision.

--- PROSE FIELDS ---

ROLE SUMMARY:
First-Line Supervisors of All Other Tactical Operations Specialists oversee and coordinate military tactical operations personnel not classified in other specific supervisory categories. These supervisors manage specialized units including intelligence, electronic warfare, counterintelligence, combat control, and aviation operations. They may perform the same tactical activities as their subordinates while maintaining command responsibility.

DAY IN THE LIFE:
Supervisors coordinate mission planning and execution across diverse tactical specialties, from intelligence gathering to electronic warfare operations. They manage personnel assignments, ensure operational readiness, and maintain communication between their units and higher command structures. Daily responsibilities include briefing subordinates on mission objectives, monitoring ongoing operations, and making real-time tactical decisions. They oversee training programs, equipment maintenance, and personnel evaluations while ensuring compliance with military protocols and security procedures.

WHO THRIVES:
Individuals who excel in this role demonstrate strong leadership capabilities combined with deep tactical knowledge across multiple military specialties. They possess excellent decision-making skills under pressure and can effectively coordinate complex operations involving diverse skill sets. Successful supervisors exhibit strong analytical thinking to process intelligence and operational data while maintaining situational awareness. They typically have investigative and enterprising personality traits, enabling them to solve problems systematically while driving mission accomplishment through effective team leadership.

CAREER ENTRY:
Entry requires extensive military experience with proven leadership in tactical operations, typically achieved through enlisted progression or officer development programs. Candidates must demonstrate expertise in specific tactical specialties such as intelligence, electronic warfare, or special operations before assuming supervisory roles. Most positions require security clearances and specialized military training certifications relevant to their operational domain.

CAREER TRAJECTORY:
These supervisors advance to senior military leadership positions, including operations chiefs, intelligence directors, or command staff roles. Career progression may lead to civilian roles in defense contracting, federal law enforcement, or homeland security positions. Some transition to executive roles in security consulting or tactical training organizations where their diverse operational experience provides significant value.

MARKET INTELLIGENCE:
Wage data is not available through BLS OEWS May 2025 as this is a military-specific occupation outside civilian labor statistics. Demand remains steady within military organizations as tactical operations continue to require experienced leadership across diverse specialties. Geographic concentration aligns with major military installations and joint operations centers. Post-military transition opportunities exist nationwide in defense contracting hubs and federal agencies requiring tactical expertise.

AUTOMATION OUTLOOK:
Automation has limited impact on supervisory leadership functions, though technology enhances operational coordination and decision-making capabilities. Digital command and control systems streamline communication and situational awareness without replacing human judgment in complex tactical scenarios.

--- REASONED EDGES ---
  [career_pathway] Air Crew Officers (55-1011) — confidence:medium
    reasoning: Both roles involve military aviation operations leadership with supervisory responsibilities over tactical personnel.
    data: Aviation Resource Management Superintendent title
    data: Air Operations Manager title
  [skill_overlap] First-Line Supervisors of Police and Detectives (33-1012) — confidence:medium
    reasoning: Similar supervisory functions over tactical operations personnel and coordination of specialized units.
    data: Wikipedia semantic neighbor: List of police tactical units
    data: Supervisory coordination activities
  [task_similarity] Air Crew Members (55-3011) — confidence:medium
    reasoning: Overlapping responsibilities in aviation operations and tactical mission execution.
    data: Aviation Resource Management Superintendent
    data: Air Operations Manager titles
  [knowledge_overlap] Security Guards (33-9032) — confidence:low
    reasoning: Shared knowledge requirements in security protocols and tactical awareness.
    data: Electronic Systems Security Assessment Superintendent title
  [transferable_skill] Information Security Analysts (15-1212) — confidence:medium
    reasoning: Intelligence and electronic security specialties translate to civilian cybersecurity roles.
    data: Electronic Signals Intelligence Exploitation Manager
    data: Communication Signals Intelligence Superintendent

--- NORMALIZER SIGNALS ---
  match_keywords   : ['tactical operations supervisor', 'military supervisor', 'intelligence supervisor', 'counterintelligence supervisor', 'combat control manager', 'electronic warfare supervisor', 'aviation operations supervisor', 'tactical operations chief']
  exclude_keywords : ['enlisted specialist', 'operator', 'technician', 'analyst', 'individual contributor']
  title_patterns   : ['First-Line Supervisor', 'Operations Manager', 'Superintendent', 'Chief', 'Manager']
  common_variations: ['Tactical Operations Supervisor', 'Military Operations Supervisor', 'Intelligence Operations Supervisor', 'Combat Operations Supervisor', 'Electronic Operations Supervisor', 'Aviation Operations Supervisor', 'Tactical Unit Supervisor', 'Special Operations Supervisor']

total_terms    : 40
top_words      : ['tactical', 'operations', 'military', 'command', 'security', 'police', 'units', 'intelligence', 'leadership', 'supervisors', 'operational', 'division', 'specialized', 'diverse', 'specialties', 'protection', 'terrorism', 'special', 'metropolitan', 'lapd']
source_layers  : onet_tasks | onet_dimensions | dwas | wikipedia | inference

TERM                    COUNT     FREQ  DOMINANT SOURCE      SOURCE BREAKDOWN
──────────────────────────────────────────────────────────────────────────────────────────
tactical                   17  0.04146  inference            inference:82%  wikipedia:18%
operations                 13  0.03171  inference            inference:92%  wikipedia:8%
military                   11  0.02683  inference            inference:100%
command                     8  0.01951  wikipedia            wikipedia:50%  inference:50%
security                    7  0.01707  inference            inference:57%  wikipedia:43%
police                      6  0.01463  wikipedia            wikipedia:83%  inference:17%
units                       6  0.01463  wikipedia            wikipedia:50%  inference:50%
intelligence                6  0.01463  inference            inference:83%  wikipedia:17%
leadership                  6  0.01463  inference            inference:100%
supervisors                 5  0.01219  inference            inference:100%
operational                 5  0.01219  inference            inference:100%
division                    4  0.00976  wikipedia            wikipedia:100%
specialized                 4  0.00976  wikipedia            wikipedia:50%  inference:50%
diverse                     4  0.00976  inference            inference:100%
specialties                 4  0.00976  inference            inference:100%
protection                  3  0.00732  wikipedia            wikipedia:100%
terrorism                   3  0.00732  wikipedia            wikipedia:100%
special                     3  0.00732  wikipedia            wikipedia:67%  inference:33%
metropolitan                3  0.00732  wikipedia            wikipedia:100%
lapd                        3  0.00732  wikipedia            wikipedia:100%
firearms                    3  0.00732  wikipedia            wikipedia:100%
defense                     3  0.00732  inference            inference:67%  wikipedia:33%
communication               3  0.00732  inference            inference:67%  wikipedia:33%
personnel                   3  0.00732  inference            inference:100%
supervisory                 3  0.00732  inference            inference:100%
electronic                  3  0.00732  inference            inference:100%
warfare                     3  0.00732  inference            inference:100%
mission                     3  0.00732  inference            inference:100%
group                       2  0.00488  wikipedia            wikipedia:100%
spg                         2  0.00488  wikipedia            wikipedia:100%
force                       2  0.00488  wikipedia            wikipedia:100%
policing                    2  0.00488  wikipedia            wikipedia:100%
services                    2  0.00488  wikipedia            wikipedia:100%
unit                        2  0.00488  wikipedia            wikipedia:100%
provides                    2  0.00488  wikipedia            wikipedia:50%  inference:50%
metro                       2  0.00488  wikipedia            wikipedia:100%
formed                      2  0.00488  wikipedia            wikipedia:100%
organized                   2  0.00488  wikipedia            wikipedia:100%
under                       2  0.00488  wikipedia            wikipedia:50%  inference:50%
responsible                 2  0.00488  wikipedia            wikipedia:100%