Fitness and Recreation Instructors and Programme Leaders
ISCO-08 3423 · 3 - Technicians and associate professionals
On the International Labour Organization's 2025 global study, the 6 task statements that define Fitness and Recreation Instructors and Programme Leaders (ISCO-08 3423) score an average of 0.25 on a 0–1 exposure scale — more exposed than about 45% of the 427 placed occupations. Roughly 0% of its tasks fall somewhere on the exposed part of the gradient, and the typical task lands in the Not exposed band.
Exposure is task overlap, not a verdict. A high score means a generative-AI model can do part of the content of these tasks — it says nothing about whether the work is automated, whether anyone uses AI for it today, or whether jobs are lost. The gradient is scored on the international ISCO-08 system; the rest of Singulariki is U.S. O*NET/SOC, bridged below by an approximate, many-to-many crosswalk.
How its tasks split across the gradient
Each of the 6 scored tasks for this occupation, sorted into the six exposure bands — cool (human ground) to hot (almost fully assistable).
| Band | Tasks | Share | What it means |
|---|---|---|---|
| Not exposed | 6 | 100% | No meaningful GenAI capability on the task |
| Minimal | 0 | 0% | GenAI can touch the edges only |
| Gradient 1 | 0 | 0% | Lightly exposed — small assistable slices |
| Gradient 2 | 0 | 0% | Partly exposed — real assistable share |
| Gradient 3 | 0 | 0% | Heavily exposed — most of the task is assistable |
| Gradient 4 | 0 | 0% | Almost fully exposed |
The most-exposed task
“Instructing in the use of equipment;”
Scores 0.33 on the 2025 scale. The task of instructing in the use of equipment involves significant human interaction, contextual understanding, and hands-on experience, which are challenging areas for Generative AI to fully automate. Similar tasks that require instruction or guidance, such as "Instructing staff in the efficient and proper execution of duties" (automation score: 0.355), align closely with this task as they both involve a strong human element inherent in the instruction process. While AI can assist in creating instructional materials, simulations, and even conduct some remote training sessions, the core of the task requires human adaptability, emotional intelligence, and the ability to address unique learner needs in real time. Compared to other tasks with physical and instructional components, such as "Proper use of the operated equipment used for work" (automation score: 0.1425), which involve more direct physical operation, the task at hand has a slightly higher potential for automation due to its focus on guidance and information dissemination rather than physical manipulation. The assumed context of being in Poland increases digital infrastructure availability, allowing AI to support the task effectively, though full automation remains limited. The adjusted score of 0.37 reflects the significant potential for AI assistance, while acknowledging the continued importance of human oversight and interaction in instructional tasks.
Moving fastest, 2023 → 2025
“Monitoring recreational, sports or fitness activities to ensure safety and provide emergency or first aid assistance when required;”
Model capability on this task changed by +0.02 in two years — the gradient is not static, it is filling in.
U.S. occupations this maps to
The American O*NET/SOC roles that crosswalk to ISCO-08 3423, biggest by employment first, via the published (approximate, many-to-many) IBS O*NET-SOC ↔ ISCO-08 correspondence. These are the closest U.S. matches — not an asserted one-to-one identity.
In context
Part of the 3 - Technicians and associate professionals major group. Return to the full gradient to see how the whole group sits.
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Fitness and Recreation Instructors and Programme Leaders sit at the 45th percentile of the global GenAI exposure gradient
- Across 427 international occupations scored by the ILO, Fitness and Recreation Instructors and Programme Leaders rank in the 45th percentile for GenAI task exposure — overlap with what generative AI can attempt, not a projection of displacement.ILO / Gmyrek et al. (2025) GenAI exposure gradient
- About 0% of this occupation's tasks fall into an exposed gradient band.ILO / Gmyrek et al. (2025)
- Mean task exposure fell by 0.14 between the 2023 and 2025 model-capability snapshots.ILO / Gmyrek et al. (2025), 2023→2025
- Its most-exposed task: "Instructing in the use of equipment;".ILO / Gmyrek et al. (2025)
Fitness and Recreation Instructors and Programme Leaders sit at the 45th percentile of the global GenAI exposure gradient • Across 427 international occupations scored by the ILO, Fitness and Recreation Instructors and Programme Leaders rank in the 45th percentile for GenAI task exposure — overlap with what generative AI can attempt, not a projection of displacement. (ILO / Gmyrek et al. (2025) GenAI exposure gradient) • About 0% of this occupation's tasks fall into an exposed gradient band. (ILO / Gmyrek et al. (2025)) • Mean task exposure fell by 0.14 between the 2023 and 2025 model-capability snapshots. (ILO / Gmyrek et al. (2025), 2023→2025) • Its most-exposed task: "Instructing in the use of equipment;". (ILO / Gmyrek et al. (2025)) Source: Singulariki — "Fitness and Recreation Instructors and Programme Leaders". https://singulariki.com/gradient/3423-fitness-and-recreation-instructors-and-programme-leaders.html Note: AI task overlap measures what today's AI can attempt, not automation, job loss, or a forecast.
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Every line is built only from figures this page already shows and cites. AI task overlap means what today's AI can attempt — not automation, job loss, or a forecast.
Datasets behind this page
Every figure above traces to a named public dataset and the exact release below — not hand-written opinion. See the full methodology for what each measure does and does not mean.
- O*NET 30.3 U.S. Department of Labor / National Center for O*NET Development
- ILO / Gmyrek et al. GenAI exposure gradient 2025 International Labour Organization
- IBS O*NET-SOC ↔ ISCO-08 occupation crosswalk 2022 Institute for Structural Research (IBS)