--- NATIONAL WAGES ---
  total_employment : 622,190
  annual_median    : $141,900
  annual_pct10     : $74,300
  annual_pct25     : $102,880
  annual_pct75     : $186,300
  annual_pct90     : $238,270
  annual_mean      : $153,890
  hourly_median    : $68.22

--- GEOGRAPHIC DISPERSION ---
  highest_state    : Massachusetts ($182,950)
  lowest_state     : Indiana ($79,900)
  dispersion_ratio : 2.290x

--- TOP STATES BY WAGE (54 total) ---
  Federal, State, and Local Government, excluding State and Local Government Schools and Hospitals and the U.S. Postal Service (OEWS Designation) emp:  135,880  median: $ 140,670
  Professional, Scientific, and Technical Services emp:   86,940  median: $ 170,130
  Management of Companies and Enterprises  emp:   51,180  median: $ 165,300
  Finance and Insurance                    emp:   47,700  median: $ 166,450
  Manufacturing                            emp:   45,220  median: $ 163,860
  Information                              emp:   35,240  median: $ 173,930
  Educational Services                     emp:   31,600  median: $ 104,690
  Health Care and Social Assistance        emp:   30,570  median: $ 121,630
  Administrative and Support and Waste Management and Remediation Services emp:   30,380  median: $ 123,830
  Wholesale Trade                          emp:   26,530  median: $ 149,460

--- TOP INDUSTRIES BY EMPLOYMENT (20 total) ---
  Federal, State, and Local Government, excluding State and Local Government Schools and Hospitals and the U.S. Postal Service (OEWS Designation) emp:  135,880  median: $ 140,670
  Professional, Scientific, and Technical Services emp:   86,940  median: $ 170,130
  Management of Companies and Enterprises  emp:   51,180  median: $ 165,300
  Finance and Insurance                    emp:   47,700  median: $ 166,450
  Manufacturing                            emp:   45,220  median: $ 163,860
  Information                              emp:   35,240  median: $ 173,930
  Educational Services                     emp:   31,600  median: $ 104,690
  Health Care and Social Assistance        emp:   30,570  median: $ 121,630
  Administrative and Support and Waste Management and Remediation Services emp:   30,380  median: $ 123,830
  Wholesale Trade                          emp:   26,530  median: $ 149,460

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         : 2026-06-02T20:06:47.172907Z

--- SEMANTIC NEIGHBORS (5) ---

  Title: List of Major League Baseball managerial wins and winning percentage leaders (similarity: 0.2737)
  URL: https://en.wikipedia.org/wiki/List_of_Major_League_Baseball_managerial_wins_and_winning_percentage_leaders
  QID: Q6577617
  Extract: This article contains a list of all Major League Baseball managers with at least 1,000 career regular season wins, a list of managers who have regular season win percentages over .540 in at least 400 games, and a list of all-time World Series win-loss records. All three lists are current through the

  Title: List of football managers with the most games (similarity: 0.4062)
  URL: https://en.wikipedia.org/wiki/List_of_football_managers_with_the_most_games
  QID: Q6620885
  Extract: 

This is a list of football managers that have managed the most games, including those with 1,000 or more games. The list includes managers' total matches, comprising club domestic league and cup, continental and global tallies, plus all FIFA-certified international matches.

  Title: File manager (similarity: 0.4516)
  URL: https://en.wikipedia.org/wiki/File_manager
  QID: Q732970
  Extract: A file manager or file browser is a computer program that provides a user interface to manage files and folders. The most common operations performed on files or groups of files include creating, opening, renaming, copying, moving, deleting and searching for files, as well as modifying file attribut

  Title: Manager (baseball) (similarity: 0.5946)
  URL: https://en.wikipedia.org/wiki/Manager_(baseball)
  QID: Q1186921
  Extract: In baseball, the field manager is the equivalent of a head coach who is responsible for overseeing and making final decisions on all aspects of on-field team strategy, lineup selection, training and instruction. Managers are typically assisted by a staff of assistant coaches whose responsibilities a

  Title: Joe Jackson (talent manager) (similarity: 0.2979)
  URL: https://en.wikipedia.org/wiki/Joe_Jackson_(talent_manager)
  QID: Q361297
  Extract: Joseph Walter Jackson was an American talent manager and patriarch of the Jackson family of entertainers. He was inducted into the Rhythm and Blues Music Hall of Fame in 2014.

model_pass1          : claude-sonnet-4-20250514
model_pass2          : claude-haiku-4-5-20251001
inference_confidence : medium
confidence_notes     : Limited specific skill and activity data due to the broad, catchall nature of this occupational category, but strong wage and employment data provides reliable market intelligence.
inferred_at          : 2026-06-03T12:53:19.269120+00:00
tokens_input         : 2,270
tokens_output        : 3,314
cost_usd             : $0.033435
wikipedia_used       : False
wikipedia_title      : None
wikipedia_note       : No direct Wikipedia match exists for this broad occupational category, as it represents a diverse collection of specialized management roles rather than a single defined profession.

--- PROSE FIELDS ---

ROLE SUMMARY:
Managers, All Other represents a diverse catchall category encompassing specialized management roles not classified elsewhere, spanning operations from entertainment venues to government facilities. These managers oversee unique business functions, departments, or facilities that require specialized industry knowledge combined with general management principles. The role exists across virtually every sector of the economy where specialized management expertise is needed.

DAY IN THE LIFE:
A typical day varies dramatically based on the specific management context, but generally involves coordinating staff activities, monitoring operational performance, and ensuring compliance with industry-specific regulations. These managers might oversee an aquatic facility's safety protocols and staff schedules, coordinate art exhibitions and artist relations, or manage the complex logistics of armored transport services. They frequently interface with both internal teams and external stakeholders, making decisions that balance operational efficiency with specialized industry requirements. Administrative duties include budget oversight, staff development, and strategic planning tailored to their unique operational environment.

WHO THRIVES:
Successful individuals in these roles typically possess strong adaptability and learning agility, as they must quickly master industry-specific knowledge while applying fundamental management principles. They excel at systems thinking and problem-solving, able to navigate complex operational challenges that may not have standard solutions. Strong interpersonal and communication skills are essential for managing diverse teams and stakeholder relationships across varied contexts. These managers often have entrepreneurial mindsets, comfortable with ambiguity and able to develop creative solutions for unique business challenges.

CAREER ENTRY:
Entry typically requires a bachelor's degree in business administration, management, or a field related to the specific industry context, combined with 3-5 years of supervisory or management experience. Many positions value industry-specific experience over general management credentials, with professionals often transitioning from specialist roles within their sector. Some roles may accept equivalent combinations of education and experience, particularly in specialized industries where practical knowledge is paramount.

CAREER TRAJECTORY:
These roles often serve as stepping stones to senior executive positions within specialized industries or can lead to broader general management roles across sectors. Career progression may involve managing larger facilities, overseeing multiple locations, or transitioning to corporate-level strategic positions. Many professionals use this experience to launch independent consulting practices or start their own businesses in their areas of expertise.

MARKET INTELLIGENCE:
The role commands strong compensation with a median annual salary of $141,900 (BLS OEWS May 2025), ranging from $74,300 to $238,270, reflecting the specialized nature and leadership responsibilities. Geographic variation is significant, with Massachusetts offering the highest wages at $182,950 compared to Indiana's $79,900, a 2.29x differential. With 622,190 positions nationwide, the largest employment concentrations are in government services (135,880), professional services (86,940), and corporate management (51,180). Demand remains steady as organizations continue to require specialized management expertise across diverse operational contexts.

AUTOMATION OUTLOOK:
These specialized management roles have strong resilience against automation due to their emphasis on human judgment, industry-specific decision-making, and complex stakeholder management. The diverse and context-dependent nature of the work requires adaptability and nuanced understanding that current automation technologies cannot replicate effectively.

--- REASONED EDGES ---
  [skill_overlap] Construction Managers (11-9021) — confidence:medium
    reasoning: Both roles require project coordination, staff supervision, and regulatory compliance management in specialized operational contexts.
    data: Similar management responsibilities
    data: Specialized industry knowledge requirements
  [transferable_skill] Human Resources Managers (11-3121) — confidence:medium
    reasoning: Shared competencies in staff development, organizational coordination, and administrative oversight across different operational contexts.
    data: Staff management responsibilities
    data: Administrative coordination
  [task_similarity] Lodging Managers (11-9081) — confidence:high
    reasoning: Both involve facility operations management, customer service oversight, and specialized industry regulations compliance.
    data: Facility management tasks
    data: Customer service operations
  [career_pathway] General and Operations Managers (11-1021) — confidence:high
    reasoning: Natural progression path from specialized management to broader operational leadership roles with increased scope.
    data: Management experience progression
    data: Leadership skill development
  [wage_band] Social and Community Service Managers (11-9151) — confidence:medium
    reasoning: Similar compensation levels reflect comparable management responsibilities and specialized knowledge requirements.
    data: Comparable median wages
    data: Specialized management roles

--- NORMALIZER SIGNALS ---
  match_keywords   : ['manager other', 'facility manager', 'operations manager', 'area manager', 'program manager', 'department manager', 'service manager', 'specialized manager']
  exclude_keywords : ['assistant', 'coordinator', 'supervisor', 'specialist', 'analyst']
  title_patterns   : ['* Manager', 'Manager, *', 'Area * Manager', '* Facility Manager', '* Service Manager']
  common_variations: ['facility manager', 'area manager', 'operations manager', 'program manager', 'service manager', 'department manager', 'administrative manager', 'specialty manager']

total_terms    : 40
top_words      : ['management', 'specialized', 'managers', 'list', 'files', 'diverse', 'operational', 'games', 'file', 'manager', 'typically', 'staff', 'strong', 'regular', 'season', 'decisions', 'responsibilities', 'facilities', 'unique', 'business']
source_layers  : onet_tasks | onet_dimensions | dwas | wikipedia | inference

TERM                    COUNT     FREQ  DOMINANT SOURCE      SOURCE BREAKDOWN
──────────────────────────────────────────────────────────────────────────────────────────
management                 14  0.03286  inference            inference:100%
specialized                11  0.02582  inference            inference:91%  wikipedia:9%
managers                   10  0.02347  wikipedia            wikipedia:60%  inference:40%
list                        5  0.01174  wikipedia            wikipedia:100%
files                       5  0.01174  wikipedia            wikipedia:100%
diverse                     5  0.01174  inference            inference:100%
operational                 5  0.01174  inference            inference:100%
games                       4  0.00939  wikipedia            wikipedia:100%
file                        4  0.00939  wikipedia            wikipedia:100%
manager                     4  0.00939  wikipedia            wikipedia:100%
typically                   4  0.00939  wikipedia            wikipedia:50%  inference:50%
staff                       4  0.00939  inference            inference:75%  wikipedia:25%
strong                      4  0.00939  inference            inference:100%
regular                     3  0.00704  wikipedia            wikipedia:100%
season                      3  0.00704  wikipedia            wikipedia:100%
decisions                   3  0.00704  wikipedia            wikipedia:67%  inference:33%
responsibilities            3  0.00704  wikipedia            wikipedia:67%  inference:33%
facilities                  3  0.00704  inference            inference:100%
unique                      3  0.00704  inference            inference:100%
business                    3  0.00704  inference            inference:100%
expertise                   3  0.00704  inference            inference:100%
context                     3  0.00704  inference            inference:100%
complex                     3  0.00704  inference            inference:100%
services                    3  0.00704  inference            inference:100%
league                      2  0.00470  wikipedia            wikipedia:100%
baseball                    2  0.00470  wikipedia            wikipedia:100%
least                       2  0.00470  wikipedia            wikipedia:100%
career                      2  0.00470  wikipedia            wikipedia:50%  inference:50%
win                         2  0.00470  wikipedia            wikipedia:100%
current                     2  0.00470  wikipedia            wikipedia:50%  inference:50%
matches                     2  0.00470  wikipedia            wikipedia:100%
club                        2  0.00470  wikipedia            wikipedia:100%
interface                   2  0.00470  wikipedia            wikipedia:50%  inference:50%
folders                     2  0.00470  wikipedia            wikipedia:100%
operations                  2  0.00470  wikipedia            wikipedia:50%  inference:50%
include                     2  0.00470  wikipedia            wikipedia:50%  inference:50%
equivalent                  2  0.00470  wikipedia            wikipedia:50%  inference:50%
overseeing                  2  0.00470  wikipedia            wikipedia:50%  inference:50%
team                        2  0.00470  wikipedia            wikipedia:100%
planning                    2  0.00470  wikipedia            wikipedia:50%  inference:50%