--- NATIONAL WAGES ---
  total_employment : 14,140
  annual_median    : $36,310
  annual_pct10     : $23,160
  annual_pct25     : $28,390
  annual_pct75     : $46,330
  annual_pct90     : $65,470
  annual_mean      : $41,380
  hourly_median    : $17.46

--- GEOGRAPHIC DISPERSION ---
  highest_state    : Iowa ($52,260)
  lowest_state     : West Virginia ($19,030)
  dispersion_ratio : 2.746x

--- TOP STATES BY WAGE (27 total) ---
  Arts, Entertainment, and Recreation      emp:    6,760  median: $  35,090
  Accommodation and Food Services          emp:    3,810  median: $  38,670
  Other Services (except Public Administration) emp:    2,480  median: $  32,720
  Administrative and Support and Waste Management and Remediation Services emp:       90  median: $  49,120

--- TOP INDUSTRIES BY EMPLOYMENT (4 total) ---
  Arts, Entertainment, and Recreation      emp:    6,760  median: $  35,090
  Accommodation and Food Services          emp:    3,810  median: $  38,670
  Other Services (except Public Administration) emp:    2,480  median: $  32,720
  Administrative and Support and Waste Management and Remediation Services emp:       90  median: $  49,120

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         : 2026-06-02T22:10:05.575586Z

--- SEMANTIC NEIGHBORS (5) ---

  Title: Kick (service) (similarity: 0.3673)
  URL: https://en.wikipedia.org/wiki/Kick_(service)
  QID: Q117084855
  Extract: Kick is an Australian video livestreaming service. It is operated by Kick Streaming Pty Ltd and backed by online casino company Stake and streaming personality Trainwreckstv. Kick was founded in 2022 as a competitor to Twitch, with a focus on looser moderation, higher revenue shares for streamers, a

  Title: Gambling in the United States (similarity: 0.4375)
  URL: https://en.wikipedia.org/wiki/Gambling_in_the_United_States
  QID: Q5519717
  Extract: In the United States, gambling is subject to a variety of legal restrictions.

  Title: Philippine offshore gaming operator (similarity: 0.3143)
  URL: https://en.wikipedia.org/wiki/Philippine_offshore_gaming_operator
  QID: Q85793109
  Extract: Philippine offshore gaming operators (POGOs), renamed Internet gaming licensees (IGLs) in October 2023, are firms operating in the Philippines that offer online gambling services to markets outside the country, with a significant portion catering to the Chinese market. POGOs began operating in the P

  Title: History of gambling in the United Kingdom (similarity: 0.3684)
  URL: https://en.wikipedia.org/wiki/History_of_gambling_in_the_United_Kingdom
  QID: Q65043972
  Extract: The history of gambling in the United Kingdom goes back centuries, as do efforts to deplore it, and regulate it.

  Title: Casino (similarity: 0.1951)
  URL: https://en.wikipedia.org/wiki/Casino
  QID: Q133215
  Extract: 
A casino is a facility for gambling. Casinos are often built near or combined with hotels, resorts, restaurants, retail shopping, cruise ships, and other tourist attractions. Some casinos are also known for hosting live entertainment, such as stand-up comedy, concerts, and sporting events. The term

model_pass1          : claude-sonnet-4-20250514
model_pass2          : claude-haiku-4-5-20251001
inference_confidence : medium
confidence_notes     : Limited detailed skill and activity data available for this catch-all occupation category, but wage data and industry distribution provide solid foundation for market intelligence and career insights.
inferred_at          : 2026-06-03T21:21:06.065641+00:00
tokens_input         : 2,269
tokens_output        : 3,206
cost_usd             : $0.032963
wikipedia_used       : False
wikipedia_title      : None
wikipedia_note       : No exact Wikipedia match found for this specific occupation category. The closest semantic neighbor 'Gambling in the United States' provides general industry context but lacks specific occupational detail.

--- PROSE FIELDS ---

ROLE SUMMARY:
Gambling Service Workers, All Other encompasses specialized support roles in casinos, bingo halls, and other gaming establishments that are not classified under other specific gambling occupations. These workers perform essential functions such as bingo calling, card table assistance, chip handling, and floor supervision to ensure smooth gaming operations. They serve as the operational backbone of gaming facilities, facilitating various gambling activities and maintaining the integrity of games.

DAY IN THE LIFE:
A typical day involves setting up gaming areas, distributing cards or gaming materials, and assisting players with game procedures. Workers may call bingo numbers, monitor card tables for proper gameplay, handle and organize gaming chips, or supervise dice games. They interact directly with patrons to explain rules, resolve disputes, and ensure compliance with gaming regulations. Floor attendants patrol gaming areas to maintain order and assist with various operational needs throughout their shifts.

WHO THRIVES:
Individuals who excel in this role typically possess strong attention to detail and can remain focused during repetitive tasks while maintaining accuracy under pressure. They demonstrate excellent interpersonal skills and patience when dealing with diverse customers, including those who may be frustrated or intoxicated. Successful workers are comfortable with numerical concepts and can quickly process information while multitasking in fast-paced, often noisy environments. They maintain professional composure and ethical standards when handling money and gaming materials.

CAREER ENTRY:
Most positions require a high school diploma or equivalent, with extensive on-the-job training provided by employers. New workers typically receive training on specific gaming procedures, customer service protocols, and relevant gaming regulations. Some states require gaming licenses or certifications that involve background checks and regulatory approval before employment can begin.

CAREER TRAJECTORY:
Experience in these roles can lead to advancement to supervisory positions such as floor supervisor, pit boss, or gaming manager within casinos. Some workers transition to specialized roles like gaming surveillance or casino operations management. Others may pursue careers in hospitality management or start their own gaming-related businesses.

MARKET INTELLIGENCE:
According to BLS OEWS May 2025, the median annual wage is $36,310 with employment of 14,140 workers nationally. Geographic variation is significant, ranging from $19,030 in West Virginia to $52,260 in Iowa, representing a 2.75x wage differential. The majority of employment is concentrated in Arts, Entertainment, and Recreation (6,760 workers), followed by Accommodation and Food Services (3,810 workers). Employment opportunities are typically concentrated in states with legalized gambling and established casino industries.

AUTOMATION OUTLOOK:
These roles face low automation risk as they require human judgment, customer interaction, and real-time decision-making that cannot easily be replicated by technology. The personal service aspect and need for flexibility in handling various gaming situations provide protection against automation displacement.

--- REASONED EDGES ---
  [task_similarity] Gaming Dealers (39-3011) — confidence:high
    reasoning: Both roles involve direct interaction with gaming equipment and customers in casino environments with similar operational responsibilities.
    data: shared gaming environment
    data: customer-facing roles
    data: similar job titles like Card Table Attendant
  [riasec_cluster] Gaming and Sports Book Writers and Runners (39-3012) — confidence:high
    reasoning: Both roles operate within the same gaming service environment requiring similar conventional and social work orientations.
    data: same SOC major group 39-3
    data: gaming industry overlap
    data: customer service focus
  [skill_overlap] Waiters and Waitresses (35-3031) — confidence:medium
    reasoning: Both require strong customer service skills and ability to work in fast-paced service environments with direct patron interaction.
    data: customer service orientation
    data: employment in Accommodation and Food Services industry
  [wage_band] Hotel, Motel, and Resort Desk Clerks (43-4081) — confidence:medium
    reasoning: Similar median wage ranges and both work in hospitality-adjacent service industries requiring customer interaction skills.
    data: comparable wage levels around $36,310
    data: service industry employment
  [career_pathway] Recreation Workers (39-9032) — confidence:medium
    reasoning: Natural transition path as both involve entertainment industry work and can leverage customer service experience in recreational settings.
    data: Arts, Entertainment, and Recreation industry employment
    data: entertainment focus

--- NORMALIZER SIGNALS ---
  match_keywords   : ['bingo', 'gambling', 'gaming', 'casino', 'card table', 'chip', 'dice', 'floor attendant']
  exclude_keywords : ['dealer', 'cashier', 'security', 'surveillance', 'manager']
  title_patterns   : ['*Attendant', 'Bingo *', 'Card *', '*Person', 'Chip *']
  common_variations: ['Gaming Service Worker', 'Bingo Worker', 'Casino Attendant', 'Gaming Attendant', 'Card Room Worker', 'Gaming Support', 'Casino Support Worker', 'Gaming Floor Worker']

total_terms    : 40
top_words      : ['gaming', 'gambling', 'kick', 'casino', 'service', 'states', 'casinos', 'online', 'united', 'bingo', 'handling', 'floor', 'typically', 'livestreaming', 'streaming', 'twitch', 'streamers', 'pogos', 'operating', 'philippines']
source_layers  : onet_tasks | onet_dimensions | dwas | wikipedia | inference

TERM                    COUNT     FREQ  DOMINANT SOURCE      SOURCE BREAKDOWN
──────────────────────────────────────────────────────────────────────────────────────────
gaming                     18  0.04489  inference            inference:89%  wikipedia:11%
gambling                   10  0.02494  wikipedia            wikipedia:50%  inference:50%
kick                        6  0.01496  wikipedia            wikipedia:100%
casino                      6  0.01496  wikipedia            wikipedia:67%  inference:33%
service                     4  0.00997  inference            inference:75%  wikipedia:25%
states                      4  0.00997  inference            inference:75%  wikipedia:25%
casinos                     4  0.00997  wikipedia            wikipedia:50%  inference:50%
online                      3  0.00748  wikipedia            wikipedia:100%
united                      3  0.00748  wikipedia            wikipedia:67%  inference:33%
bingo                       3  0.00748  inference            inference:100%
handling                    3  0.00748  inference            inference:100%
floor                       3  0.00748  inference            inference:100%
typically                   3  0.00748  inference            inference:100%
livestreaming               2  0.00499  wikipedia            wikipedia:100%
streaming                   2  0.00499  wikipedia            wikipedia:100%
twitch                      2  0.00499  wikipedia            wikipedia:100%
streamers                   2  0.00499  wikipedia            wikipedia:100%
pogos                       2  0.00499  wikipedia            wikipedia:100%
operating                   2  0.00499  wikipedia            wikipedia:100%
philippines                 2  0.00499  wikipedia            wikipedia:100%
services                    2  0.00499  wikipedia            wikipedia:50%  inference:50%
country                     2  0.00499  wikipedia            wikipedia:100%
significant                 2  0.00499  wikipedia            wikipedia:50%  inference:50%
entertainment               2  0.00499  wikipedia            wikipedia:50%  inference:50%
term                        2  0.00499  wikipedia            wikipedia:100%
activities                  2  0.00499  wikipedia            wikipedia:50%  inference:50%
specialized                 2  0.00499  inference            inference:100%
under                       2  0.00499  inference            inference:100%
card                        2  0.00499  inference            inference:100%
operations                  2  0.00499  inference            inference:100%
operational                 2  0.00499  inference            inference:100%
maintaining                 2  0.00499  inference            inference:100%
games                       2  0.00499  inference            inference:100%
materials                   2  0.00499  inference            inference:100%
procedures                  2  0.00499  inference            inference:100%
regulations                 2  0.00499  inference            inference:100%
detail                      2  0.00499  inference            inference:100%
customer                    2  0.00499  inference            inference:100%
management                  2  0.00499  inference            inference:100%
wage                        2  0.00499  inference            inference:100%