--- NATIONAL WAGES ---
  total_employment : 7,060
  annual_median    : $32,640
  annual_pct10     : $23,310
  annual_pct25     : $26,790
  annual_pct75     : $38,740
  annual_pct90     : $48,440
  annual_mean      : $34,980
  hourly_median    : $15.69

--- GEOGRAPHIC DISPERSION ---
  highest_state    : New York ($62,530)
  lowest_state     : Georgia ($23,750)
  dispersion_ratio : 2.633x

--- TOP STATES BY WAGE (23 total) ---
  Arts, Entertainment, and Recreation      emp:    2,920  median: $  34,530
  Information                              emp:    1,170  median: $  25,470
  Educational Services                     emp:      940  median: $  32,150
  Accommodation and Food Services          emp:      650  median: $  38,740
  Federal, State, and Local Government, excluding State and Local Government Schools and Hospitals and the U.S. Postal Service (OEWS Designation) emp:      580  median: $  33,510
  Administrative and Support and Waste Management and Remediation Services emp:      250  median: $  38,010
  Real Estate and Rental and Leasing       emp:      210  median: $  34,790
  Other Services (except Public Administration) emp:      200  median: $  28,620
  Professional, Scientific, and Technical Services emp:       90  median: $  42,960

--- TOP INDUSTRIES BY EMPLOYMENT (9 total) ---
  Arts, Entertainment, and Recreation      emp:    2,920  median: $  34,530
  Information                              emp:    1,170  median: $  25,470
  Educational Services                     emp:      940  median: $  32,150
  Accommodation and Food Services          emp:      650  median: $  38,740
  Federal, State, and Local Government, excluding State and Local Government Schools and Hospitals and the U.S. Postal Service (OEWS Designation) emp:      580  median: $  33,510
  Administrative and Support and Waste Management and Remediation Services emp:      250  median: $  38,010
  Real Estate and Rental and Leasing       emp:      210  median: $  34,790
  Other Services (except Public Administration) emp:      200  median: $  28,620
  Professional, Scientific, and Technical Services emp:       90  median: $  42,960

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         : 2026-06-02T22:11:29.471708Z

--- SEMANTIC NEIGHBORS (5) ---

  Title: Flight attendant (similarity: 0.3380)
  URL: https://en.wikipedia.org/wiki/Flight_attendant
  QID: Q101539
  Extract: A flight attendant is a member of the aircrew whose primary responsibility is to ensure the safety of passengers in the cabin of an aircraft across all stages of flight. Their secondary duty is to see to the comfort of passengers. Flight attendants are also known as a steward or stewardess, or air h

  Title: American Airlines (similarity: 0.1944)
  URL: https://en.wikipedia.org/wiki/American_Airlines
  QID: Q32396
  Extract: American Airlines, Inc. is a major airline in the United States headquartered in Fort Worth, Texas, within the Dallas–Fort Worth metroplex, and is the largest airline in the world in terms of passengers carried and daily flights. American, along with its regional subsidiaries and contractors operati

  Title: List of labor unions in the United States (similarity: 0.2292)
  URL: https://en.wikipedia.org/wiki/List_of_labor_unions_in_the_United_States
  QID: Q6643858
  Extract: Unions exist to represent the interests of workers, who form the membership. Under US labor law, the National Labor Relations Act 1935 is the primary statute which gives US unions rights. The rights of members are governed by the Labor Management Reporting and Disclosure Act of 1959. List Below

  Title: Women in the United States (similarity: 0.2963)
  URL: https://en.wikipedia.org/wiki/Women_in_the_United_States
  QID: Q17514041
  Extract: The legal status of women in the United States has advanced significantly over the past two centuries, but not yet equal to that of men in comparison to other high-income democracies.

  Title: United Airlines (similarity: 0.2571)
  URL: https://en.wikipedia.org/wiki/United_Airlines
  QID: Q174769
  Extract: United Airlines, Inc. is a major airline in the United States headquartered in Chicago, Illinois. It operates an extensive domestic and international route network across the United States and to destinations on six continents. Regional service is provided by independent carriers operating under the

model_pass1          : claude-sonnet-4-20250514
model_pass2          : claude-haiku-4-5-20251001
inference_confidence : medium
confidence_notes     : Limited O*NET data available for this catch-all category, but job titles and industry employment data provide clear context for gaming and entertainment venue support roles.
inferred_at          : 2026-06-03T21:26:12.486836+00:00
tokens_input         : 2,229
tokens_output        : 3,239
cost_usd             : $0.033754
wikipedia_used       : False
wikipedia_title      : None
wikipedia_note       : No direct Wikipedia match exists for this catch-all occupation category. The closest match was Flight attendant, but this represents a different service industry entirely.

--- PROSE FIELDS ---

ROLE SUMMARY:
Entertainment Attendants and Related Workers are support staff who ensure smooth operations in gaming facilities, entertainment venues, and recreational establishments. They handle specialized tasks like card table maintenance, chip management, and customer service in casinos, game rooms, and similar entertainment environments. This catch-all occupation encompasses various attendant roles that keep entertainment operations running efficiently.

DAY IN THE LIFE:
Entertainment attendants start their shifts by preparing gaming areas, checking equipment, and ensuring all supplies are stocked. Throughout the day, they assist customers with questions about games and facilities, maintain cleanliness of gaming tables and equipment, and handle cash or chip transactions under supervision. They monitor customer behavior to ensure compliance with establishment rules and report any irregularities to supervisors. During busy periods, they may shuffle cards, organize gaming chips, or escort customers to different areas of the facility. They also perform closing duties like cleaning equipment, securing cash handling areas, and preparing incident reports when necessary.

WHO THRIVES:
Successful entertainment attendants possess strong interpersonal skills and remain calm under pressure in fast-paced, sometimes tense environments. They have excellent attention to detail for handling money, chips, and monitoring customer activities while maintaining a friendly, professional demeanor. These workers are comfortable with repetitive tasks and can stand for long periods while staying alert to their surroundings. They typically enjoy working with people from diverse backgrounds and can handle occasional difficult or intoxicated customers with patience and tact. Strong math skills and the ability to follow strict procedures are essential for success in this role.

CAREER ENTRY:
Most entertainment attendant positions require a high school diploma or equivalent, with on-the-job training provided by employers. Many states require gaming license certification for casino-related positions, which involves background checks and training on gaming regulations. Previous customer service experience is helpful but not always required, as employers often prioritize reliability and personality fit over extensive experience.

CAREER TRAJECTORY:
Entertainment attendants can advance to supervisory roles such as pit boss, floor supervisor, or shift manager with experience and additional training. Some transition to dealing positions, which typically offer higher wages and more responsibility. Others may move into related hospitality roles like hotel operations, restaurant management, or event coordination within entertainment complexes.

MARKET INTELLIGENCE:
According to BLS OEWS May 2025, entertainment attendants earn a median annual wage of $32,640, with the lowest 10% earning $23,310 and the highest 10% earning $48,440. The field employs 7,060 workers nationally, with significant geographic wage variations - New York leads at $62,530 annually while Georgia shows the lowest wages at $23,750, representing a 2.63x ratio. Arts, Entertainment, and Recreation industries employ the most workers (2,920), followed by Information (1,170) and Educational Services (940). Employment is concentrated in areas with casinos, entertainment districts, and recreational facilities.

AUTOMATION OUTLOOK:
Entertainment attendant roles face low to moderate automation risk due to the importance of human interaction and judgment in entertainment environments. While some routine tasks like chip counting might be automated, the need for customer service, security monitoring, and handling unpredictable situations keeps human workers essential in these roles.

--- REASONED EDGES ---
  [career_pathway] Gaming Dealers (39-3011) — confidence:high
    reasoning: Entertainment attendants often advance to dealing positions, requiring similar gaming knowledge and customer interaction skills.
    data: shared gaming industry employment
    data: similar customer service requirements
    data: overlapping job titles like Game Attendant
  [skill_overlap] Waiters and Waitresses (35-3031) — confidence:medium
    reasoning: Both roles require strong customer service skills, handling money, and working in fast-paced service environments.
    data: customer service focus
    data: cash handling responsibilities
    data: hospitality industry overlap
  [task_similarity] Security Guards (33-9032) — confidence:medium
    reasoning: Entertainment attendants monitor customer behavior and ensure rule compliance, similar to security monitoring functions.
    data: customer monitoring responsibilities
    data: rule enforcement duties
    data: similar work environments
  [riasec_cluster] Recreation Workers, All Other (39-3019) — confidence:medium
    reasoning: Both roles involve supporting recreational activities and customer service in entertainment venues.
    data: Arts, Entertainment, and Recreation industry employment
    data: recreational facility operations
    data: customer assistance roles
  [transferable_skill] Bookkeeping, Accounting, and Auditing Clerks (43-3031) — confidence:low
    reasoning: Both positions require accuracy in handling financial transactions and maintaining detailed records.
    data: cash handling accuracy requirements
    data: transaction recording duties
    data: financial responsibility overlap

--- NORMALIZER SIGNALS ---
  match_keywords   : ['entertainment attendant', 'gaming attendant', 'casino attendant', 'cardroom', 'chip person', 'game room', 'floor attendant', 'recreation attendant']
  exclude_keywords : ['dealer', 'pit boss', 'manager', 'supervisor', 'security']
  title_patterns   : ['*attendant', 'game*', 'cardroom*', 'chip*', '*helper']
  common_variations: ['gaming helper', 'casino floor staff', 'entertainment support', 'game assistant', 'cardroom staff', 'chip runner', 'recreational aide', 'venue attendant']

total_terms    : 40
top_words      : ['entertainment', 'united', 'attendants', 'gaming', 'attendant', 'airline', 'states', 'under', 'service', 'customer', 'flight', 'passengers', 'american', 'airlines', 'world', 'extensive', 'network', 'management', 'operations', 'facilities']
source_layers  : onet_tasks | onet_dimensions | dwas | wikipedia | inference

TERM                    COUNT     FREQ  DOMINANT SOURCE      SOURCE BREAKDOWN
──────────────────────────────────────────────────────────────────────────────────────────
entertainment              14  0.03310  inference            inference:100%
united                      7  0.01655  wikipedia            wikipedia:100%
attendants                  6  0.01418  inference            inference:83%  wikipedia:17%
gaming                      6  0.01418  inference            inference:100%
attendant                   5  0.01182  inference            inference:80%  wikipedia:20%
airline                     5  0.01182  wikipedia            wikipedia:100%
states                      5  0.01182  wikipedia            wikipedia:80%  inference:20%
under                       5  0.01182  wikipedia            wikipedia:60%  inference:40%
service                     5  0.01182  inference            inference:80%  wikipedia:20%
customer                    5  0.01182  inference            inference:100%
flight                      4  0.00946  wikipedia            wikipedia:75%  inference:25%
passengers                  3  0.00709  wikipedia            wikipedia:100%
american                    3  0.00709  wikipedia            wikipedia:100%
airlines                    3  0.00709  wikipedia            wikipedia:100%
world                       3  0.00709  wikipedia            wikipedia:100%
extensive                   3  0.00709  wikipedia            wikipedia:67%  inference:33%
network                     3  0.00709  wikipedia            wikipedia:100%
management                  3  0.00709  inference            inference:67%  wikipedia:33%
operations                  3  0.00709  inference            inference:100%
facilities                  3  0.00709  inference            inference:100%
handle                      3  0.00709  inference            inference:100%
chip                        3  0.00709  inference            inference:100%
environments                3  0.00709  inference            inference:100%
equipment                   3  0.00709  inference            inference:100%
customers                   3  0.00709  inference            inference:100%
handling                    3  0.00709  inference            inference:100%
member                      2  0.00473  wikipedia            wikipedia:100%
primary                     2  0.00473  wikipedia            wikipedia:100%
responsibility              2  0.00473  wikipedia            wikipedia:50%  inference:50%
cabin                       2  0.00473  wikipedia            wikipedia:100%
air                         2  0.00473  wikipedia            wikipedia:100%
headquartered               2  0.00473  wikipedia            wikipedia:100%
fort                        2  0.00473  wikipedia            wikipedia:100%
worth                       2  0.00473  wikipedia            wikipedia:100%
flights                     2  0.00473  wikipedia            wikipedia:100%
regional                    2  0.00473  wikipedia            wikipedia:100%
operating                   2  0.00473  wikipedia            wikipedia:100%
brand                       2  0.00473  wikipedia            wikipedia:100%
international               2  0.00473  wikipedia            wikipedia:100%
domestic                    2  0.00473  wikipedia            wikipedia:100%