Entertainment and recreation managers
Physical, social, or oversight-heavy work that AI augments rather than replaces.
SOC 11-9072 · Management
Signal composition
how the 0-100 score is assembled
By seniority
multiplicative adjustment from category curve
Entry-level roles carry the brunt because they concentrate the most automatable subset of tasks. Senior work is insulated by judgment, relationships, and accountability.
Task-level analysis
scored 0-100 for current-generation AI feasibility, weighted by BLS-stated importance
Explain rules and regulations of facilities and programs
AI can provide rule explanations via chatbots, signage generation, and FAQ responses for standard facility regulations, with human intervention needed only for disputes or unusual interpretation questions.
BLS evidence: The duties section lists 'Explain rules and regulations of facilities and programs' as a task managers perform.
Write, present, and manage strategies and budgets for events or activities
AI can draft budgets, generate strategy documents, and create presentations from templates and data inputs, though human review is needed for stakeholder alignment and political considerations before final approval.
BLS evidence: The duties include 'Write, present, and manage strategies and budgets for events or activities,' and important qualities mention creating and overseeing budgets.
Plan programs of events or schedules of activities
AI can generate event schedules and activity programs from constraints and objectives, but requires human judgment for community preferences, stakeholder politics, and real-world feasibility checks that come from local knowledge.
BLS evidence: The BLS page lists 'Plan programs of events or schedules of activities' as the first duty and states managers 'organize and lead a variety of leisure, wellness, or social activities.'
Evaluate facility services and programs to create or improve offerings
AI can analyze usage data, survey responses, and benchmarks to suggest improvements, but evaluating qualitative program success and making strategic decisions about new offerings requires human insight into community needs.
BLS evidence: Managers 'evaluate facility services and programs to create or improve offerings, which may involve soliciting input or analyzing customer feedback.'
Engage with customers to convey information or resolve complaints
AI chatbots can handle routine information requests and simple complaints, but complex customer issues, emotional de-escalation, and judgment calls on refunds or accommodations require human empathy and authority.
BLS evidence: Managers 'Engage with customers to convey information about events and activities or to resolve complaints' and must 'create a positive experience for participants.'
Inspect equipment and arrange for maintenance or order materials
Equipment inspection requires physical presence and tactile assessment; AI can assist with maintenance scheduling and materials ordering from inventory data, but the core inspection work remains manual.
BLS evidence: The page states managers 'ensure that supplies are in stock and inspect equipment, ordering materials or arranging for maintenance as needed.'
Hire, train, and direct staff
Hiring involves in-person interviews and cultural fit assessment; training requires hands-on demonstration and adaptive instruction; directing staff demands real-time interpersonal management that AI cannot execute autonomously.
BLS evidence: The duties list 'Hire, train, and direct staff,' and the page details that managers oversee staff orientation, recruiting, interviewing, training, and scheduling workers.
Manage the daily operation of an event, activity, facility, or program
Daily operations require physical presence, real-time crisis management, hands-on coordination of staff and participants, and adaptive problem-solving in unpredictable environments that AI cannot handle remotely.
BLS evidence: The duties section explicitly states managers 'Manage the daily operation of an event, activity, facility, or program.'
Ensure that facilities and programs are safe and accessible for participants
Safety and accessibility compliance requires physical facility inspections, real-time risk assessment in dynamic environments, and liability judgment that demands human accountability and cannot be delegated to AI.
BLS evidence: The duties explicitly state managers 'Ensure that facilities and programs are safe and accessible for participants.'
Task heatmap
automation score by task, sorted by weighted contribution
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External signals and sources
category-level priors and BLS fields that feed the four non-task signals
- Karpathy/BLS Digital AI Exposure (0-10 scale rescaled to 0-100)
- BLS projected outlook: Much faster than average (8%)
- Indeed demand signal (monthly refresh pending)
- BLS typical entry-level education: Bachelor's degree
- Credential trend signal (annual refresh)
Related in Management
closest AOI neighbors in the same category