Alex Lockey Let’s talk

Sports players

Associate professional occupations, SOC 2020 code 3431. Back to the map

Professional sportsmen and women train and compete, either individually or as part of a team, in their chosen sport for financial gain.

Employees (UK)
-
Median annual pay
-
Exposure score ?
0.0/10 Minimal 0.0/10 Minimal strict reading, with tools is 0.0/10 with-tools reading, strict is 0.0/10
Wage exposure
- -

Higher exposure than 4% of the 379 UK occupations we scored.

Read the score as
What a model can do unaided. A model plus workflow tools, closer to how work runs in 2026.

What this score means.

Most of this role's work is still hard for AI: physical presence, practised skill, judgement in context and direct care, the things that do not turn into text.

If you are in this role

Nothing here is under pressure today, but the frontier moves. Learn enough to direct AI at the paperwork around the job. People in hands-on roles who can do that become unusually useful inside their organisations.

Most of this role's work is still hard for AI: physical presence, practised skill, judgement in context and direct care, the things that do not turn into text.

If you are in this role

Nothing here is under pressure today, but the frontier moves. Learn enough to direct AI at the paperwork around the job. People in hands-on roles who can do that become unusually useful inside their organisations.

Two clerks at the US Census Bureau punching population cards on a pantograph and a keypunch, with filing boxes behind them

Where the work usually starts.

This role's strict reading is low because its top tasks are judgement, not drafting. The three highest-stakes tasks below are still usually where the work starts. Switch to With tools to see what AI plus the right context can take on.

  1. Assess performance following athletic competition, identifying strengths and weaknesses and making adjustments to improve future performance.

    O*NET importance 4.2 of 5 Still needs a person under the strict reading

  2. Maintain equipment used in a particular sport.

    O*NET importance 4.2 of 5 Still needs a person under the strict reading

  3. Attend scheduled practice or training sessions.

    O*NET importance 4.2 of 5 Still needs a person under the strict reading

For this role the labels do not surface obvious candidates, so the work would start with the highest-stakes tasks below and find the AI angle in conversation.

  1. Assess performance following athletic competition, identifying strengths and weaknesses and making adjustments to improve future performance.

    O*NET importance 4.2 of 5 Human work

  2. Maintain equipment used in a particular sport.

    O*NET importance 4.2 of 5 Human work

  3. Attend scheduled practice or training sessions.

    O*NET importance 4.2 of 5 Human work

Every role has three or four places like these. Finding them takes an hour. Turning them into a workflow your team actually uses takes a few days.

Every task in the role.

Every O*NET task for this occupation, split by what AI can do unaided and what still needs a person. Importance is O*NET's 1 to 5 rating of how central each task is.

What AI can already do

0 of 9 tasks, unaided

No tasks here are labelled as something an LLM can do unaided. Switch to 'With tools' above to see what changes when AI is paired with the right context.

What still needs a person

9 of 9 tasks

  1. Assess performance following athletic competition, identifying strengths and weaknesses and making adjustments to improve future performance.

    Importance 4.2 of 5

  2. Maintain equipment used in a particular sport.

    Importance 4.2 of 5

  3. Attend scheduled practice or training sessions.

    Importance 4.2 of 5

  4. Maintain optimum physical fitness levels by training regularly, following nutrition plans, or consulting with health professionals.

    Importance 4.0 of 5

  5. Participate in athletic events or competitive sports, according to established rules and regulations.

    Importance 4.0 of 5

  6. Exercise or practice under the direction of athletic trainers or professional coaches to develop skills, improve physical condition, or prepare for competitions.

    Importance 3.9 of 5

  7. Receive instructions from coaches or other sports staff prior to events and discuss performance afterwards.

    Importance 3.9 of 5

  8. Represent teams or professional sports clubs, performing such activities as meeting with members of the media, making speeches, or participating in charity events.

    Importance 3.6 of 5

  9. Lead teams by serving as captain.

    Importance 3.4 of 5

What AI can already do

0 of 9 tasks, with tools

Even with tools, no tasks here are labelled as something AI can do today. The work is judgment, presence, or context-heavy enough that the academic labelling sees no leverage.

What still needs a person

9 of 9 tasks

  1. Assess performance following athletic competition, identifying strengths and weaknesses and making adjustments to improve future performance.

    Importance 4.2 of 5

  2. Maintain equipment used in a particular sport.

    Importance 4.2 of 5

  3. Attend scheduled practice or training sessions.

    Importance 4.2 of 5

  4. Maintain optimum physical fitness levels by training regularly, following nutrition plans, or consulting with health professionals.

    Importance 4.0 of 5

  5. Participate in athletic events or competitive sports, according to established rules and regulations.

    Importance 4.0 of 5

  6. Exercise or practice under the direction of athletic trainers or professional coaches to develop skills, improve physical condition, or prepare for competitions.

    Importance 3.9 of 5

  7. Receive instructions from coaches or other sports staff prior to events and discuss performance afterwards.

    Importance 3.9 of 5

  8. Represent teams or professional sports clubs, performing such activities as meeting with members of the media, making speeches, or participating in charity events.

    Importance 3.6 of 5

  9. Lead teams by serving as captain.

    Importance 3.4 of 5

Stay on top of this.

An email when there is something worth reading: what is real in AI at work, what is noise, and what operators are doing about it.

Free. Unsubscribe any time.

What it means for your sector.

All guides

This role's score comes from Eloundou et al's 2023 task labels, weighted by O*NET importance within each O*NET-SOC code, then bridged to UK SOC 2020 through ISCO-08 (the ONS coding index) and US SOC 2010 (the BLS crosswalk). Employment and median pay come from ONS ASHE Table 14.7a, 2025 provisional, which covers employees only.

Pictures

An email when there’s something worth reading.

What I’m building, what’s working, and what it cost. Unsubscribe in one click.

Free. No spam.