UK AI Exposure · Caring, leisure and other service occupations
Parking and civil enforcement occupations
Parking and civil enforcement occupations patrol assigned areas to detect and prevent infringements of local parking regulations and control the parking of vehicles in public and private car parks.
- Employees (UK)
- 14k
- Median annual pay
- £27,766
- Exposure score ?
- 0.9/10 Minimal 1.8/10 Minimal strict reading · with tools is 1.8/10 with-tools reading · strict is 0.9/10
- Wage exposure
- £35m £70m
Higher exposure than 51% of the 379 UK occupations we scored.
What this score means
Most of this role's work is still genuinely hard for AI to do. Physical presence, bodily skill, high-context judgment, direct human care - the things that don't translate to text.
If you're in this role, here's what to do now
You're not in the firing line today. But the frontier moves. Build enough AI fluency now that you can direct it for the parts of your work that could benefit. People in unexposed roles who understand AI become unusually valuable inside their organisations.
Most of this role's work is still genuinely hard for AI to do. Physical presence, bodily skill, high-context judgment, direct human care - the things that don't translate to text.
If you're in this role, here's what to do now
You're not in the firing line today. But the frontier moves. Build enough AI fluency now that you can direct it for the parts of your work that could benefit. People in unexposed roles who understand AI become unusually valuable inside their organisations.
Where a project with Alex usually starts for this role
These are the highest-importance tasks a language model can already handle directly today. In a typical engagement the first wins come from building workflows around these, so they stop eating your team's time.
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Manage inventory or sale of artist merchandise.
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Assist patrons by giving directions to points in or outside of the facility or providing information about local attractions.
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Schedule or manage staff, such as volunteer usher corps.
These are the highest-importance tasks AI can already handle when paired with the right tools and context. In a typical engagement the first wins come from building workflows around these — usually the difference between an LLM that can technically do the job and one that actually does it inside your business.
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Manage inventory or sale of artist merchandise.
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Examine tickets or passes to verify authenticity, using criteria such as color or date issued.
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Assist patrons by giving directions to points in or outside of the facility or providing information about local attractions.
Every role has three or four wedges like these. Finding them takes an hour. Turning them into a workflow your team actually uses takes a few days. Talk to Alex about a project →
The full task breakdown
Every O*NET task for this occupation, split by what AI can already do unaided versus what still needs a human. Importance is O*NET's 1–5 rating of how central each task is to the role.
Tasks via O*NET "Ushers, Lobby Attendants, and Ticket Takers" (39-3031.00).
What AI can already do
3 of 23 tasks · unaided
Manage inventory or sale of artist merchandise.
Assist patrons by giving directions to points in or outside of the facility or providing information about local attractions.
Schedule or manage staff, such as volunteer usher corps.
Where humans still hold the line
20 of 23 tasks
Greet patrons attending entertainment events.
Operate refreshment stands during intermission or obtain refreshments for press box patrons during performances.
Count and record number of tickets collected.
Lead tours and answer visitors' questions about the exhibits.
Sell or collect admission tickets, passes, or facility memberships from patrons at entertainment events.
Clean facilities.
Settle seating disputes or help solve other customer concerns.
Examine tickets or passes to verify authenticity, using criteria such as color or date issued.
Provide assistance with patrons' special needs, such as helping those with wheelchairs.
Guide patrons to exits or provide other instructions or assistance in case of emergency.
Verify credentials of patrons desiring entrance into press box and permit only authorized persons to enter.
Refuse admittance to undesirable persons or persons without tickets or passes.
Distribute programs to patrons.
Assist patrons in finding seats, lighting the way with flashlights, if necessary.
Maintain order and ensure adherence to safety rules.
Give door checks to patrons who are temporarily leaving establishments.
Search for lost articles or for parents of lost children.
Manage informational kiosks or displays of event signs or posters.
Work with others to change advertising displays.
Page individuals wanted at the box office.
Tasks via O*NET "Ushers, Lobby Attendants, and Ticket Takers" (39-3031.00).
What AI can already do
4 of 23 tasks · with tools
Manage inventory or sale of artist merchandise.
Examine tickets or passes to verify authenticity, using criteria such as color or date issued.
Assist patrons by giving directions to points in or outside of the facility or providing information about local attractions.
Schedule or manage staff, such as volunteer usher corps.
Where humans still hold the line
19 of 23 tasks
Greet patrons attending entertainment events.
Operate refreshment stands during intermission or obtain refreshments for press box patrons during performances.
Count and record number of tickets collected.
Lead tours and answer visitors' questions about the exhibits.
Sell or collect admission tickets, passes, or facility memberships from patrons at entertainment events.
Clean facilities.
Settle seating disputes or help solve other customer concerns.
Provide assistance with patrons' special needs, such as helping those with wheelchairs.
Guide patrons to exits or provide other instructions or assistance in case of emergency.
Verify credentials of patrons desiring entrance into press box and permit only authorized persons to enter.
Refuse admittance to undesirable persons or persons without tickets or passes.
Distribute programs to patrons.
Assist patrons in finding seats, lighting the way with flashlights, if necessary.
Maintain order and ensure adherence to safety rules.
Give door checks to patrons who are temporarily leaving establishments.
Search for lost articles or for parents of lost children.
Manage informational kiosks or displays of event signs or posters.
Work with others to change advertising displays.
Page individuals wanted at the box office.
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Methodology
This role's exposure score comes from Eloundou et al's 2023 GPT task labels, aggregated by O*NET importance within each O*NET-SOC code, then bridged to UK SOC 2020 via ISCO-08 (ONS Vol 2 coding index) and US SOC 2010 (BLS crosswalk). Employment and median pay come from ONS ASHE Table 14.7a, 2025 provisional. ASHE covers employees only, so self-employed workers are not counted.
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