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Balam Labs
ISCO-08 3422

Sports coaches, instructors and officials

46.3%
ADI · 200th of 433 · 95% interval 32.5–60.5

An AI agent can at least partly carry out 46.3% of the task time of sports coaches, instructors and officials, and finish 0.4% alone. The barrier that holds most of the rest back is access to the systems the work runs on.

ADI · partial or full46.3%

200th of 433 · interval 32.5–60.5

ADI3 · full delegation0.4%

184th of 433 · interval 0.0–1.0

ADIs · share of time38.7%

195th of 433 · interval 31.8–45.8

Evidence73

task statements rated by two models and weighted by importance and frequency. World employment: 3.8 million.

Task weight by level

How the tasks rate

16%
38%
46%
L0No meaningful role · 16.3%L1Augmentation · 37.5%L2Partial delegation · 45.9%L3Full delegation · 0.4%
Barriers

What stops the agent

Physical presence66%
Accountability44%
Trust and care64%
Access to systems53%

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

73 task statements, heaviest first
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Resolve claims of rule infractions or complaints by participants and assess any necessary penalties, according to regulations.Umpires, Referees, and Other Sports Officials3.5%L1L1L235%25 minPhysical presence, Accountability, Trust and care, Access to systems
Officiate at sporting events, games, or competitions, to maintain standards of play and to ensure that game rules are observed.Umpires, Referees, and Other Sports Officials3.4%L0L0L04%2.0 hPhysical presence, Accountability, Trust and care, Access to systems
Start races and competitions.Umpires, Referees, and Other Sports Officials · supplemental task3.4%L0L0L04%8 minPhysical presence, Accountability, Trust and care, Access to systems
Direct participants to assigned areas, such as starting blocks or penalty areas.Umpires, Referees, and Other Sports Officials · supplemental task3.3%L0L0L04%2 minPhysical presence, Accountability, Trust and care
Judge performances in sporting competitions to award points, impose scoring penalties, and determine results.Umpires, Referees, and Other Sports Officials · supplemental task3.2%L1L1L115%2.0 hPhysical presence, Accountability, Trust and care, Access to systems
Verify scoring calculations before competition winners are announced.Umpires, Referees, and Other Sports Officials · supplemental task3.2%L2L2L272%25 minAccountability, Access to systems
Signal participants or other officials to make them aware of infractions or to otherwise regulate play or competition.Umpires, Referees, and Other Sports Officials3.1%L0L0L04%2 minPhysical presence, Accountability, Trust and care, Access to systems
Inspect game sites for compliance with regulations or safety requirements.Umpires, Referees, and Other Sports Officials3.0%L1L1L115%45 minPhysical presence, Accountability, Access to systems
Keep track of event times, including race times and elapsed time during game segments, starting or stopping play when necessary.Umpires, Referees, and Other Sports Officials · supplemental task3.0%L1L1L228%1.8 hPhysical presence, Accountability, Access to systems
Inspect sporting equipment or examine participants to ensure compliance with event and safety regulations.Umpires, Referees, and Other Sports Officials3.0%L0L0L112%25 minPhysical presence, Accountability, Trust and care, Access to systems
Compile scores and other athletic records.Umpires, Referees, and Other Sports Officials · supplemental task2.8%L2L2L380%38 minAccountability, Access to systems
Verify credentials of participants in sporting events, and make other qualifying determinations, such as starting order or handicap number.Umpires, Referees, and Other Sports Officials · supplemental task2.7%L2L2L250%25 minPhysical presence, Accountability, Access to systems
Confer with other sporting officials, coaches, players, and facility managers to provide information, coordinate activities, and discuss problems.Umpires, Referees, and Other Sports Officials2.7%L1L1L232%20 minPhysical presence, Trust and care, Access to systems
Plan, organize, and conduct practice sessions.Coaches and Scouts2.4%L2L2L245%1.8 hPhysical presence, Trust and care
Provide training direction, encouragement, motivation, and nutritional advice to prepare athletes for games, competitive events, or tours.Coaches and Scouts2.4%L1L1L242%1.8 hPhysical presence, Trust and care
Show the other 58 tasks
Task statement (O*NET occupation)WeightLevelSonnet · HaikuShareHuman timeBarriers
Instruct individuals or groups in sports rules, game strategies, and performance principles, such as specific ways of moving the body, hands, or feet, to achieve desired results.Coaches and Scouts2.3%L1L1L230%1.3 hPhysical presence, Trust and care
Adjust coaching techniques, based on the strengths and weaknesses of athletes.Coaches and Scouts2.2%L2L2L242%1.3 hPhysical presence, Trust and care, Access to systems
Teach and explain the rules and regulations governing a specific sport.Umpires, Referees, and Other Sports Officials2.1%L2L2L368%1.3 hTrust and care
Plan strategies and choose team members for individual games or sports seasons.Coaches and Scouts2.0%L2L2L252%4.0 hTrust and care, Access to systems
Monitor athletes' use of equipment to ensure safe and proper use.Coaches and Scouts2.0%L1L1L112%52 minPhysical presence, Trust and care, Access to systems
Analyze the strengths and weaknesses of opposing teams to develop game strategies.Coaches and Scouts2.0%L2L2L260%3.5 hAccess to systems
Evaluate athletes' skills and review performance records to determine their fitness and potential in a particular area of athletics.Coaches and Scouts1.9%L2L2L250%1.8 hPhysical presence, Trust and care, Access to systems
Plan and direct physical conditioning programs that will enable athletes to achieve maximum performance.Coaches and Scouts · supplemental task1.9%L2L2L255%3.5 hPhysical presence, Accountability, Trust and care, Access to systems
Counsel student athletes on academic, athletic, and personal issues.Coaches and Scouts1.9%L1L1L238%45 minAccountability, Trust and care
Identify and recruit potential athletes by sending recruitment letters, meeting with recruits, and arranging and offering incentives, such as athletic scholarships.Coaches and Scouts · supplemental task1.9%L2L2L248%5.0 hPhysical presence, Accountability, Trust and care, Access to systems
Report to regulating organizations regarding sporting activities, complaints made, and actions taken or needed, such as fines or other disciplinary actions.Umpires, Referees, and Other Sports Officials1.8%L2L2L260%1.1 hAccountability, Access to systems
Research and study players and teams to anticipate issues that might arise in future engagements.Umpires, Referees, and Other Sports Officials · supplemental task1.8%L2L2L375%2.5 h–
Teach instructional courses and advise students.Coaches and Scouts · supplemental task1.8%L1L1L242%1.0 hPhysical presence, Trust and care
Explain and enforce safety rules and regulations.Coaches and Scouts1.7%L1L1L232%30 minPhysical presence, Trust and care
Serve as organizer, leader, instructor, or referee for outdoor and indoor games, such as volleyball, football, and soccer.Coaches and Scouts · supplemental task1.7%L1L1L115%1.8 hPhysical presence, Accountability, Trust and care, Access to systems
Keep and review paper, computerized, and video records of athlete, team, and opposing team performance.Coaches and Scouts · supplemental task1.7%L2L2L260%2.0 hPhysical presence, Access to systems
Coordinate travel arrangements and travel with team to away contests.Coaches and Scouts1.7%L2L2L250%3.5 hPhysical presence, Accountability, Trust and care, Access to systems
Monitor the academic eligibility of student athletes.Coaches and Scouts1.6%L2L2L265%1.3 hAccountability, Trust and care, Access to systems
Keep abreast of changing rules, techniques, technologies, and philosophies relevant to their sport.Coaches and Scouts1.6%L2L2L372%2.5 h–
Hire, supervise, and work with extended coaching staff.Coaches and Scouts · supplemental task1.5%L1L1L235%4.0 hAccountability, Trust and care, Access to systems
Explain and demonstrate the use of sports and training equipment, such as trampolines or weights.Coaches and Scouts1.5%L1L1L225%45 minPhysical presence, Trust and care
Contact the parents of players to provide information and answer questions.Coaches and Scouts1.4%L2L2L262%20 minTrust and care
File scouting reports that detail player assessments, provide recommendations on athlete recruitment, and identify locations and individuals to be targeted for future recruitment efforts.Coaches and Scouts · supplemental task1.3%L2L2L252%1.8 hPhysical presence, Trust and care, Access to systems
Develop and arrange competition schedules and programs.Coaches and Scouts · supplemental task1.3%L2L2L265%4.0 hAccess to systems
Arrange and conduct sports-related activities, such as training camps, skill-improvement courses, clinics, and pre-season try-outs.Coaches and Scouts1.1%L1L1L238%8.0 hPhysical presence, Accountability, Trust and care
Select, acquire, store, and issue equipment and other materials as necessary.Coaches and Scouts · supplemental task1.1%L2L2L240%1.5 hPhysical presence, Access to systems
Oversee the development and management of the sports program budget and fundraising activities.Coaches and Scouts · supplemental task1.1%L2L2L255%6.0 hAccountability, Trust and care, Access to systems
Perform activities that support a team or a specific sport, such as participating in community outreach activities, meeting with media representatives, and appearing at fundraising events.Coaches and Scouts0.9%L1L1L225%3.0 hPhysical presence, Trust and care
Instruct students individually and in groups, using various teaching methods, such as lectures, discussions, and demonstrations.Self-Enrichment Teachers0.4%L1L1L232%1.0 hPhysical presence, Trust and care
Adapt teaching methods and instructional materials to meet students' varying needs and interests.Self-Enrichment Teachers0.4%L2L2L255%1.5 hTrust and care, Access to systems
Prepare students for further development by encouraging them to explore learning opportunities and to persevere with challenging tasks.Self-Enrichment Teachers0.4%L1L1L125%1.0 hTrust and care
Monitor students' performance to make suggestions for improvement and to ensure that they satisfy course standards, training requirements, and objectives.Self-Enrichment Teachers0.4%L2L2L250%1.0 hAccountability, Trust and care, Access to systems
Observe students to determine qualifications, limitations, abilities, interests, and other individual characteristics.Self-Enrichment Teachers0.3%L1L1L122%38 minPhysical presence, Trust and care, Access to systems
Establish clear objectives for all lessons, units, and projects and communicate those objectives to students.Self-Enrichment Teachers0.3%L2L2L272%38 minAccess to systems
Assign and grade class work and homework.Self-Enrichment Teachers · supplemental task0.3%L2L2L270%1.3 hTrust and care, Access to systems
Maintain accurate and complete student records as required by administrative policy.Self-Enrichment Teachers0.3%L2L2L268%30 minAccountability, Access to systems
Enforce policies and rules governing students.Self-Enrichment Teachers0.3%L1L1L122%22 minPhysical presence, Trust and care, Access to systems
Prepare materials and classrooms for class activities.Self-Enrichment Teachers0.3%L2L2L245%1.1 hPhysical presence
Conduct classes, workshops, and demonstrations, and provide individual instruction to teach topics and skills, such as cooking, dancing, writing, physical fitness, photography, personal finance, and flying.Self-Enrichment Teachers · supplemental task0.3%L1L1L228%1.3 hPhysical presence, Accountability, Trust and care
Instruct and monitor students in the use and care of equipment and materials to prevent injury and damage.Self-Enrichment Teachers · supplemental task0.3%L1L1L220%45 minPhysical presence, Accountability, Trust and care, Access to systems
Plan and conduct activities for a balanced program of instruction, demonstration, and work time that provides students with opportunities to observe, question, and investigate.Self-Enrichment Teachers0.3%L2L2L242%2.5 hPhysical presence, Trust and care
Prepare instructional program objectives, outlines, and lesson plans.Self-Enrichment Teachers0.3%L3L3L385%2.5 h–
Prepare and administer written, oral, and performance tests, and issue grades in accordance with performance.Self-Enrichment Teachers0.3%L2L2L258%3.0 hPhysical presence, Trust and care, Access to systems
Use computers, audio-visual aids, and other equipment and materials to supplement presentations.Self-Enrichment Teachers0.3%L2L2L258%1.1 hPhysical presence, Trust and care
Meet with other instructors to discuss individual students and their progress.Self-Enrichment Teachers0.2%L1L1L232%38 minTrust and care, Access to systems
Confer with other teachers and professionals to plan and schedule lessons promoting learning and development.Self-Enrichment Teachers0.2%L2L2L255%1.0 hTrust and care, Access to systems
Schedule class times to ensure maximum attendance.Self-Enrichment Teachers · supplemental task0.2%L2L2L265%1.5 hAccess to systems
Review instructional content, methods, and student evaluations to assess strengths and weaknesses, and to develop recommendations for course revision, development, or elimination.Self-Enrichment Teachers0.2%L2L2L268%4.0 hAccess to systems
Observe and evaluate the performance of other instructors.Self-Enrichment Teachers · supplemental task0.2%L1L1L238%1.4 hPhysical presence, Trust and care, Access to systems
Organize and supervise games and other recreational activities to promote physical, mental, and social development.Self-Enrichment Teachers · supplemental task0.2%L1L1L225%1.3 hPhysical presence, Accountability, Trust and care, Access to systems
Prepare and implement remedial programs for students requiring extra help.Self-Enrichment Teachers · supplemental task0.2%L2L2L248%3.0 hPhysical presence, Accountability, Trust and care, Access to systems
Meet with parents and guardians to discuss their children's progress and to determine their priorities for their children.Self-Enrichment Teachers · supplemental task0.2%L1L1L228%35 minTrust and care
Plan and supervise class projects, field trips, visits by guest speakers, contests, or other experiential activities, and guide students in learning from those activities.Self-Enrichment Teachers0.2%L2L2L242%7.5 hPhysical presence, Accountability, Trust and care, Access to systems
Participate in publicity planning and student recruitment.Self-Enrichment Teachers · supplemental task0.1%L2L2L258%3.5 hTrust and care, Access to systems
Select, order, and issue books, materials, and supplies for courses or projects.Self-Enrichment Teachers0.1%L2L2L270%1.5 hAccess to systems
Attend staff meetings and serve on committees, as required.Self-Enrichment Teachers0.1%L1L1L122%1.0 hPhysical presence, Accountability, Trust and care, Access to systems
Attend professional meetings, conferences, and workshops to maintain and improve professional competence.Self-Enrichment Teachers0.1%L1L1L232%4.0 hPhysical presence, Accountability, Trust and care
Write instructional articles on designated subjects.Self-Enrichment Teachers · supplemental task0.1%L3L3L389%3.5 h–

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)46.3%54
Eloundou et al. (2024), GPT exposure β0.3251
Felten et al. (2021), AI occupational exposure0.07953
Webb (2020), AI patent exposure52.23142
Eisfeldt et al. (2026), generative AI exposure0.11942
Anthropic Economic Index, observed use0.00536

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 (34)

Neighbouring occupations

Dashed line: sports coaches, instructors and officials (46.3%).

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: Sports coaches, instructors and officials (ISCO-08 3422), https://balamlabs.org/adi/occupations/3422

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: Sports coaches, instructors and officials (ISCO-08 3422)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/3422.json.