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Balam Labs
ISCO-08 4221

Travel consultants and clerks

85.4%
ADI · 92nd of 433 · 95% interval 72.3–95.2

An AI agent can at least partly carry out 85.4% of the task time of travel consultants and clerks, and finish 17.8% alone. The barrier that holds most of the rest back is access to the systems the work runs on.

ADI · partial or full85.4%

92nd of 433 · interval 72.3–95.2

ADI3 · full delegation17.8%

20th of 433 · interval 5.0–31.3

ADIs · share of time64.2%

31st of 433 · interval 56.3–70.5

Evidence47

task statements rated by two models and weighted by importance and frequency. World employment: 1.1 million.

Task weight by level

How the tasks rate

9%
68%
18%
L0No meaningful role · 5.9%L1Augmentation · 8.7%L2Partial delegation · 67.5%L3Full delegation · 17.8%
Barriers

What stops the agent

Physical presence22%
Accountability13%
Trust and care19%
Access to systems68%

Share of task weight flagged by each barrier; a task can carry several.

47 task statements, heaviest first
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Plan, describe, arrange, and sell itinerary tour packages and promotional travel incentives offered by various travel carriers.Travel Agents4.2%L2L2L265%2.5 hAccountability, Trust and care, Access to systems
Compute cost of travel and accommodations, using calculator, computer, carrier tariff books, and hotel rate books, or quote package tour's costs.Travel Agents4.1%L2L2L272%45 minAccess to systems
Converse with customer to determine destination, mode of transportation, travel dates, financial considerations, and accommodations required.Travel Agents4.1%L2L3L275%25 minTrust and care
Book transportation and hotel reservations, using computer or telephone.Travel Agents4.0%L2L2L375%35 minAccess to systems
Collect payment for transportation and accommodations from customer.Travel Agents4.0%L2L2L268%18 minAccess to systems
Record and maintain information on clients, vendors, and travel packages.Travel Agents4.0%L2L3L278%30 minAccess to systems
Check baggage and cargo and direct passengers to designated locations for loading.Reservation and Transportation Ticket Agents and Travel Clerks3.9%L1L1L115%5 minPhysical presence, Trust and care, Access to systems
Examine passenger documentation to determine destinations and to assign boarding passes.Reservation and Transportation Ticket Agents and Travel Clerks3.8%L2L2L258%4 minPhysical presence, Accountability, Trust and care, Access to systems
Print or request transportation carrier tickets, using computer printer system or system link to travel carrier.Travel Agents3.7%L3L3L385%10 minAccess to systems
Confer with customers to determine their service requirements and travel preferences.Reservation and Transportation Ticket Agents and Travel Clerks3.7%L3L3L380%12 min–
Announce arrival and departure information, using public address systems.Reservation and Transportation Ticket Agents and Travel Clerks3.6%L2L2L260%3 minPhysical presence, Access to systems
Provide boarding or disembarking assistance to passengers needing special assistance.Reservation and Transportation Ticket Agents and Travel Clerks3.5%L0L0L112%22 minPhysical presence, Accountability, Trust and care, Access to systems
Trace lost, delayed, or misdirected baggage for customers.Reservation and Transportation Ticket Agents and Travel Clerks3.5%L2L2L262%25 minTrust and care, Access to systems
Provide clients with assistance in preparing required travel documents and forms.Reservation and Transportation Ticket Agents and Travel Clerks · supplemental task3.4%L2L2L265%28 minAccountability, Access to systems
Assemble and issue required documentation, such as tickets, travel insurance policies, or itineraries.Reservation and Transportation Ticket Agents and Travel Clerks3.4%L2L2L270%18 minAccountability, Access to systems
Show the other 32 tasks
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Answer inquiries regarding information, such as schedules, accommodations, procedures, or policies.Reservation and Transportation Ticket Agents and Travel Clerks3.3%L3L3L385%6 minAccess to systems
Determine whether space is available on travel dates requested by customers, assigning requested spaces when available.Reservation and Transportation Ticket Agents and Travel Clerks3.3%L2L3L280%6 minAccess to systems
Maintain computerized inventories of available passenger space and provide information on space reserved or available.Reservation and Transportation Ticket Agents and Travel Clerks3.2%L2L2L270%20 minAccess to systems
Provide customer with brochures and publications containing travel information, such as local customs, points of interest, or foreign country regulations.Travel Agents3.0%L3L3L382%30 min–
Inform clients of essential travel information, such as travel times, transportation connections, or medical and visa requirements.Reservation and Transportation Ticket Agents and Travel Clerks3.0%L2L3L278%15 minAccess to systems
Plan routes, itineraries, and accommodation details, and compute fares and fees, using schedules, rate books, and computers.Reservation and Transportation Ticket Agents and Travel Clerks3.0%L2L3L275%25 minAccess to systems
Prepare customer invoices and accept payment.Reservation and Transportation Ticket Agents and Travel Clerks · supplemental task2.9%L2L2L268%10 minAccess to systems
Open or close information facilities.Reservation and Transportation Ticket Agents and Travel Clerks · supplemental task2.8%L1L1L230%25 minPhysical presence, Accountability, Access to systems
Make and confirm reservations for transportation and accommodations, using telephones, faxes, mail, and computers.Reservation and Transportation Ticket Agents and Travel Clerks2.7%L2L2L270%15 minAccess to systems
Provide customers with travel suggestions and information sources, such as guides, directories, brochures, or maps.Reservation and Transportation Ticket Agents and Travel Clerks · supplemental task2.4%L3L3L385%15 min–
Keep information facilities clean during operation.Reservation and Transportation Ticket Agents and Travel Clerks2.4%L0L0L06%18 minPhysical presence, Access to systems
Promote particular destinations, tour packages, and other travel services.Reservation and Transportation Ticket Agents and Travel Clerks · supplemental task1.6%L2L2L372%2.0 hTrust and care
Contact customers or travel agents to advise them of travel conveyance changes or to confirm reservations.Reservation and Transportation Ticket Agents and Travel Clerks · supplemental task1.6%L2L3L278%11 minAccess to systems
Contact motel, hotel, resort, and travel operators to obtain current advertising literature.Reservation and Transportation Ticket Agents and Travel Clerks · supplemental task1.2%L3L3L382%45 minAccess to systems
Monitor sales staff performance to ensure that goals are met.First-Line Supervisors of Non-Retail Sales Workers0.5%L2L2L258%1.5 hTrust and care, Access to systems
Direct and supervise employees engaged in sales, inventory-taking, reconciling cash receipts, or performing specific services.First-Line Supervisors of Non-Retail Sales Workers0.5%L2L2L235%2.5 hPhysical presence, Trust and care, Access to systems
Provide staff with assistance in performing difficult or complicated duties.First-Line Supervisors of Non-Retail Sales Workers0.5%L1L1L235%45 minTrust and care, Access to systems
Formulate pricing policies on merchandise according to profitability requirements.First-Line Supervisors of Non-Retail Sales Workers · supplemental task0.4%L2L2L260%4.0 hAccess to systems
Listen to and resolve customer complaints regarding services, products, or personnel.First-Line Supervisors of Non-Retail Sales Workers0.4%L2L2L250%30 minTrust and care, Access to systems
Examine merchandise to ensure correct pricing and display, and that it functions as advertised.First-Line Supervisors of Non-Retail Sales Workers · supplemental task0.4%L1L1L228%45 minPhysical presence, Access to systems
Coordinate sales promotion activities, such as preparing merchandise displays and advertising copy.First-Line Supervisors of Non-Retail Sales Workers · supplemental task0.4%L2L2L255%3.0 hPhysical presence, Trust and care
Visit retailers and sales representatives to promote products and gather information.First-Line Supervisors of Non-Retail Sales Workers · supplemental task0.4%L1L1L118%2.8 hPhysical presence, Trust and care, Access to systems
Keep records pertaining to purchases, sales, and requisitions.First-Line Supervisors of Non-Retail Sales Workers0.4%L3L3L385%52 minAccess to systems
Plan and prepare work schedules, and assign employees to specific duties.First-Line Supervisors of Non-Retail Sales Workers0.4%L2L2L370%2.3 hAccess to systems
Examine products purchased for resale or received for storage to determine product condition.First-Line Supervisors of Non-Retail Sales Workers · supplemental task0.4%L1L1L118%30 minPhysical presence, Access to systems
Inventory stock and reorder when inventories drop to specified levels.First-Line Supervisors of Non-Retail Sales Workers · supplemental task0.4%L2L2L370%55 minPhysical presence, Access to systems
Prepare sales and inventory reports for management and budget departments.First-Line Supervisors of Non-Retail Sales Workers · supplemental task0.3%L2L3L278%2.0 hAccess to systems
Attend company meetings to exchange product information and coordinate work activities with other departments.First-Line Supervisors of Non-Retail Sales Workers0.3%L1L1L238%1.0 hTrust and care, Access to systems
Confer with company officials to develop methods and procedures to increase sales, expand markets, and promote business.First-Line Supervisors of Non-Retail Sales Workers0.3%L2L2L245%1.8 hTrust and care
Analyze details of sales territories to assess their growth potential and to set quotas.First-Line Supervisors of Non-Retail Sales Workers · supplemental task0.3%L2L2L265%4.0 hAccess to systems
Hire, train, and evaluate personnel.First-Line Supervisors of Non-Retail Sales Workers0.3%L2L2L248%3.5 hAccountability, Trust and care, Access to systems
Prepare rental or lease agreements, specifying charges and payment procedures for use of machinery, tools, or other items.First-Line Supervisors of Non-Retail Sales Workers · supplemental task0.2%L2L2L375%1.3 hAccountability, Access to systems

Level: consensus of the two models (the lower level when they disagree). Share: part of the task’s working time an agent could take over. Human time: minutes a competent person needs for one instance, as estimated by the models.

Against other measures

Exposure is not delegation

MeasureValuePercentile
ADI (this index)85.4%79
Eloundou et al. (2024), GPT exposure β0.49176
Felten et al. (2021), AI occupational exposure0.58466
Webb (2020), AI patent exposure47.03437
Eisfeldt et al. (2026), generative AI exposure0.41578
Anthropic Economic Index, observed use0.29592

Earlier indices measure whether AI can touch a task; ADI measures how much of it an agent can carry out from a goal. – : the source does not cover this occupation.

Same sub-major group (42)

Neighbouring occupations

Dashed line: travel consultants and clerks (85.4%).

Cite this record
Text

Espinal Maya, Cristian, and Santiago Jiménez Londoño. 2026. ADI v2026.1: Agent Delegability Index data, code and MCP server. Zenodo. https://doi.org/10.5281/zenodo.23552918. Record: Travel consultants and clerks (ISCO-08 4221), https://balamlabs.org/adi/occupations/4221

BibTeX
@misc{espinal2026adidata,
  title     = {{ADI} v2026.1: Agent Delegability Index data, code and {MCP} server},
  author    = {Espinal Maya, Cristian and Jim{\'e}nez Londo{\~n}o, Santiago},
  year      = {2026},
  publisher = {Zenodo},
  version   = {v2026.1},
  doi       = {10.5281/zenodo.23552918},
  url       = {https://doi.org/10.5281/zenodo.23552918},
  note      = {Record: Travel consultants and clerks (ISCO-08 4221)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/4221.json.