--- NATIONAL WAGES ---
  total_employment : 84,630
  annual_median    : $35,840
  annual_pct10     : $25,470
  annual_pct25     : $31,200
  annual_pct75     : $39,880
  annual_pct90     : $47,550
  annual_mean      : $36,810
  hourly_median    : $17.23

--- GEOGRAPHIC DISPERSION ---
  highest_state    : Nebraska ($46,170)
  lowest_state     : Guam ($21,600)
  dispersion_ratio : 2.138x

--- TOP STATES BY WAGE (47 total) ---
  Accommodation and Food Services          emp:   66,320  median: $  35,570
  Administrative and Support and Waste Management and Remediation Services emp:    4,210  median: $  37,690
  Health Care and Social Assistance        emp:    3,760  median: $  37,180
  Arts, Entertainment, and Recreation      emp:    3,010  median: $  37,420
  Educational Services                     emp:    2,530  median: $  37,310
  Retail Trade                             emp:    1,330  median: $  27,590
  Manufacturing                            emp:    1,110  median: $  37,740
  Federal, State, and Local Government, excluding State and Local Government Schools and Hospitals and the U.S. Postal Service (OEWS Designation) emp:      940  median: $  38,770
  Other Services (except Public Administration) emp:      570  median: $  37,370
  Wholesale Trade                          emp:      210  median: $  34,400

--- TOP INDUSTRIES BY EMPLOYMENT (13 total) ---
  Accommodation and Food Services          emp:   66,320  median: $  35,570
  Administrative and Support and Waste Management and Remediation Services emp:    4,210  median: $  37,690
  Health Care and Social Assistance        emp:    3,760  median: $  37,180
  Arts, Entertainment, and Recreation      emp:    3,010  median: $  37,420
  Educational Services                     emp:    2,530  median: $  37,310
  Retail Trade                             emp:    1,330  median: $  27,590
  Manufacturing                            emp:    1,110  median: $  37,740
  Federal, State, and Local Government, excluding State and Local Government Schools and Hospitals and the U.S. Postal Service (OEWS Designation) emp:      940  median: $  38,770
  Other Services (except Public Administration) emp:      570  median: $  37,370
  Wholesale Trade                          emp:      210  median: $  34,400

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         : 2026-06-02T22:06:08.016155Z

--- SEMANTIC NEIGHBORS (5) ---

  Title: Rolex (food) (similarity: 0.1194)
  URL: https://en.wikipedia.org/wiki/Rolex_(food)
  QID: Q28457520
  Extract: Rolex is a popular street food originating from Uganda, consisting of a vegetable omelette wrapped in chapati. The dish is considered a national treasure and cultural symbol of Uganda, representing the fusion of South Asian culinary influences with local ingredients and preferences. It is prepared b

  Title: Latiao (similarity: 0.1311)
  URL: https://en.wikipedia.org/wiki/Latiao
  QID: Q18659720
  Extract: Latiao is a popular Chinese snack. Latiao consists of strips made with wheat flour, flavored with chili pepper. It is chewy, spicy, and tangy.

  Title: Fast food (similarity: 0.1250)
  URL: https://en.wikipedia.org/wiki/Fast_food
  QID: Q81799
  Extract: Fast food is a type of mass-produced food designed for commercial resale, with a strong priority placed on speed of service. Fast food is a commercial term, limited to food sold in a restaurant or store with frozen, preheated or precooked ingredients and served in packaging for take-out or takeaway.

  Title: Paella (similarity: 0.1639)
  URL: https://en.wikipedia.org/wiki/Paella
  QID: Q212121
  Extract: Paella is a rice dish originally from the Valencian Community. Paella is regarded as one of the community's identifying symbols. It is one of the best-known dishes in Spanish cuisine.

  Title: Soul food (similarity: 0.1250)
  URL: https://en.wikipedia.org/wiki/Soul_food
  QID: Q555997
  Extract: Soul food is the ethnic cuisine of African Americans. Originating in the American South from the cuisines of enslaved Africans transported from Africa through the Atlantic slave trade, soul food is closely associated with the cuisine of the Southern United States. The expression "soul food" originat

model_pass1          : claude-sonnet-4-20250514
model_pass2          : claude-haiku-4-5-20251001
inference_confidence : medium
confidence_notes     : Limited detailed occupational data due to the catchall nature of this SOC code, but wage and employment data provide solid foundation for market intelligence and the diverse job titles offer clear indication of role scope.
inferred_at          : 2026-06-03T21:04:50.434910+00:00
tokens_input         : 2,271
tokens_output        : 3,056
cost_usd             : $0.034221
wikipedia_used       : False
wikipedia_title      : None
wikipedia_note       : No direct Wikipedia match exists for this broad catchall category, which reflects its nature as an administrative grouping rather than a distinct occupation. The semantic neighbors relate to specific food items rather than occupational roles.

--- PROSE FIELDS ---

ROLE SUMMARY:
Food Preparation and Serving Related Workers encompass a diverse range of support positions in food service operations that don't fit into other specialized categories. These workers perform essential auxiliary functions including food assistance, order expediting, mobile food service, and specialty support roles. With over 84,000 workers nationwide earning a median annual wage of $35,840 according to BLS OEWS May 2025, this catchall occupation represents the varied support ecosystem that keeps food service operations running smoothly.

DAY IN THE LIFE:
A typical day involves supporting core food service operations through specialized assistance tasks that vary significantly by role type. Food aides may help prepare ingredients and maintain kitchen organization, while order expediters coordinate between kitchen and serving staff to ensure timely food delivery. Mobile food drivers transport meals to various locations, and mini bar attendants restock and maintain beverage service areas. Kitchen stewards handle cleaning and sanitation duties, while food and beverage checkers verify order accuracy and inventory. Line runners facilitate communication and material flow between different stations in busy food service environments.

WHO THRIVES:
Individuals who succeed in these roles typically possess strong attention to detail and can work effectively in fast-paced, often high-pressure environments. They demonstrate reliability and consistency in performing routine tasks while adapting to varying operational needs throughout service periods. Good physical stamina and coordination are important given the hands-on nature of most positions. Workers who thrive tend to have strong interpersonal skills for coordinating with team members and may need basic problem-solving abilities to handle unexpected situations or equipment issues.

CAREER ENTRY:
Most positions require no formal education beyond high school and provide extensive on-the-job training for role-specific tasks and safety procedures. Many workers enter through direct hiring with food service establishments, with some gaining experience through temporary staffing agencies. Prior experience in retail, customer service, or general labor can be helpful but is typically not required. Food safety certification may be required depending on the specific position and local health regulations.

CAREER TRAJECTORY:
These positions often serve as entry points into the broader food service industry, with advancement opportunities typically leading to specialized food preparation roles, supervisory positions, or front-of-house service roles. Workers may advance to become line cooks, food service managers, or specialized positions like catering coordinators. Some may transition to related industries such as hospitality, retail management, or facilities services. The diverse nature of this occupation category provides exposure to multiple aspects of food service operations, creating pathways into various specialized roles.

MARKET INTELLIGENCE:
With 84,630 workers employed nationally and a median annual wage of $35,840 (BLS OEWS May 2025), this occupation shows significant geographic wage variation from $21,600 in Guam to $46,170 in Nebraska. The accommodation and food services sector employs the vast majority (66,320 workers), with additional demand in healthcare (3,760) and administrative services (4,210). Employment concentrates in areas with robust tourism, healthcare facilities, and large institutional food service operations. The broad nature of this category suggests steady demand as food service operations continue requiring diverse support functions.

AUTOMATION OUTLOOK:
The diverse and often specialized nature of these support roles provides some protection from automation, though specific functions may face varying levels of technological impact. Roles involving direct food handling, mobile service, and interpersonal coordination are likely to remain human-dependent in the near term. However, some inventory tracking and basic monitoring functions may become increasingly automated through improved food service management systems.

--- REASONED EDGES ---
  [career_pathway] Dishwashers (35-9021) — confidence:high
    reasoning: Kitchen steward roles in this occupation directly connect to dishwashing positions through shared cleaning and sanitation responsibilities.
    data: Kitchen Steward job title
    data: food service support functions
  [skill_overlap] Fast Food and Counter Workers (35-3023) — confidence:medium
    reasoning: Food and beverage checker roles share order accuracy verification and customer service coordination with counter work positions.
    data: Food and Beverage Checker title
    data: accommodation and food services employment
  [career_pathway] Cooks, Restaurant (35-2014) — confidence:high
    reasoning: Food aide and line runner positions provide direct exposure to kitchen operations and food preparation workflows leading to cooking roles.
    data: Food Aide job title
    data: Line Runner title
    data: kitchen support functions
  [task_similarity] Light Truck Drivers (53-3033) — confidence:medium
    reasoning: Food mobile driver positions share transportation and delivery responsibilities with light truck driving roles.
    data: Food Mobile Driver title
    data: mobile service functions
  [transferable_skill] Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop (35-9031) — confidence:medium
    reasoning: Mini bar attendant and vending machine host roles involve similar customer interaction and service coordination skills as traditional hosting positions.
    data: Mini Bar Attendant title
    data: Vending Machine Host/Hostess title

--- NORMALIZER SIGNALS ---
  match_keywords   : ['food aide', 'kitchen steward', 'line runner', 'order expediter', 'mobile food', 'mini bar attendant', 'galley worker', 'food checker']
  exclude_keywords : ['cook', 'server', 'manager', 'chef', 'bartender']
  title_patterns   : ['food aide', 'kitchen steward', 'galley worker', 'food expediter', 'food mobile driver']
  common_variations: ['food assistant', 'kitchen helper', 'food service aide', 'dietary aide', 'galley attendant', 'food runner', 'kitchen steward', 'food support worker']

total_terms    : 40
top_words      : ['food', 'service', 'operations', 'specialized', 'fast', 'soul', 'nature', 'ingredients', 'wage', 'cuisine', 'african', 'diverse', 'functions', 'dish', 'commercial', 'strong', 'mobile', 'kitchen', 'typically', 'direct']
source_layers  : onet_tasks | onet_dimensions | dwas | wikipedia | inference

TERM                    COUNT     FREQ  DOMINANT SOURCE      SOURCE BREAKDOWN
──────────────────────────────────────────────────────────────────────────────────────────
food                       34  0.07010  inference            inference:68%  wikipedia:32%
service                    18  0.03711  inference            inference:94%  wikipedia:6%
operations                  6  0.01237  inference            inference:100%
specialized                 6  0.01237  inference            inference:100%
fast                        5  0.01031  wikipedia            wikipedia:80%  inference:20%
soul                        5  0.01031  wikipedia            wikipedia:100%
nature                      5  0.01031  inference            inference:100%
ingredients                 4  0.00825  wikipedia            wikipedia:75%  inference:25%
wage                        4  0.00825  inference            inference:75%  wikipedia:25%
cuisine                     4  0.00825  wikipedia            wikipedia:100%
african                     4  0.00825  wikipedia            wikipedia:100%
diverse                     4  0.00825  inference            inference:100%
functions                   4  0.00825  inference            inference:100%
dish                        3  0.00619  wikipedia            wikipedia:100%
commercial                  3  0.00619  wikipedia            wikipedia:100%
strong                      3  0.00619  inference            inference:67%  wikipedia:33%
mobile                      3  0.00619  inference            inference:100%
kitchen                     3  0.00619  inference            inference:100%
typically                   3  0.00619  inference            inference:100%
direct                      3  0.00619  inference            inference:100%
services                    3  0.00619  inference            inference:100%
category                    3  0.00619  inference            inference:100%
popular                     2  0.00412  wikipedia            wikipedia:100%
originating                 2  0.00412  wikipedia            wikipedia:100%
uganda                      2  0.00412  wikipedia            wikipedia:100%
omelette                    2  0.00412  wikipedia            wikipedia:100%
wrapped                     2  0.00412  wikipedia            wikipedia:100%
chapati                     2  0.00412  wikipedia            wikipedia:100%
south                       2  0.00412  wikipedia            wikipedia:100%
snack                       2  0.00412  wikipedia            wikipedia:100%
latiao                      2  0.00412  wikipedia            wikipedia:100%
term                        2  0.00412  wikipedia            wikipedia:50%  inference:50%
busy                        2  0.00412  wikipedia            wikipedia:50%  inference:50%
paella                      2  0.00412  wikipedia            wikipedia:100%
community                   2  0.00412  wikipedia            wikipedia:100%
american                    2  0.00412  wikipedia            wikipedia:100%
preparation                 2  0.00412  inference            inference:100%
serving                     2  0.00412  inference            inference:100%
assistance                  2  0.00412  inference            inference:100%
oews                        2  0.00412  inference            inference:100%