AITakeover Tracker
47%medium risk

Amusement and Recreation Attendants

SOC: 39-3091.00 · Job Zone 1 (Little or no preparation)

Perform variety of attending duties at amusement or recreation facility. May schedule use of recreation facilities, maintain and provide equipment to participants of sporting events or recreational pursuits, or operate amusement concessions and rides.

MediumEst. full displacement: 20382046high confidence
Raw task score: 57.3Protective discount: 18.5%19 tasks scoredModel: v1.0_gemini-3-1-pro-preview_20260228

AI Impact Summary

Amusement and Recreation Attendants faces moderate AI displacement risk with a score of 47/100. Significant displacement is estimated between 2038 and 2046. Of 19 analyzed tasks, 7 are highly automatable, particularly in routine_cognitive. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.

Wage & Employment (2024)

Median Wage

$30,490

per year

Mean Wage

$31,350

per year

Employment

372K

workers

Wage Range

$21,940 - $39,940

10th - 90th pct

Wage Distribution

$21,940Median: $30,490$39,940

Protective Factors

Total protective discount: 18.5%

Skill Analysis

AI-Vulnerable Skills (6)

Information Ordering5%

Information Ordering is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Reading Comprehension10%

Reading Comprehension is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Mathematics10%

Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Mathematics10%

Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Memorization5%

Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Programming15%

Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

AI-Resistant Skills (7)

Social Perceptiveness90%

Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.

Coordination70%

Coordination is AI-resistant — strengthening this skill provides durable career protection.

Manual Dexterity80%

Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.

Persuasion80%

Persuasion is AI-resistant — strengthening this skill provides durable career protection.

Complex Problem Solving75%

Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

Negotiation85%

Negotiation is AI-resistant — strengthening this skill provides durable career protection.

Instructing75%

Instructing is AI-resistant — strengthening this skill provides durable career protection.

AI-Augmented Skills (5)

Critical ThinkingJudgment and Decision MakingWritingActive LearningSystems Analysis

Recommendations

Skills to Develop

These skills are at risk from AI automation. Amusement and Recreation Attendants professionals should diversify beyond them.

  • Information Ordering

    Information Ordering is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

  • Reading Comprehension

    Reading Comprehension is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

  • Mathematics

    Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

  • Mathematics

    Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

  • Memorization

    Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Skills to Leverage

These human-centric skills remain difficult for AI to replicate. Double down here.

  • Social Perceptiveness

    Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.

  • Coordination

    Coordination is AI-resistant — strengthening this skill provides durable career protection.

  • Manual Dexterity

    Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.

  • Persuasion

    Persuasion is AI-resistant — strengthening this skill provides durable career protection.

  • Complex Problem Solving

    Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

Tools to Adopt

AI can amplify these skills. Learn the tools that augment rather than replace your work.

  • Critical Thinking

    Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Judgment and Decision Making

    Judgment and Decision Making will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Writing

    Writing will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Active Learning

    Active Learning will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Systems Analysis

    Systems Analysis will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

Task Breakdown

19 tasks analyzed

Sell tickets and collect fees from customers.

Routine CognitiveAI: 90Risk: 85.2Time: 8%

Sell and serve refreshments to customers.

Routine ManualAI: 55Risk: 55.0Time: 8%

Operate machines to clean, smooth, and prepare the ice surfaces of rinks for activities such as skating, hockey, or curling.

Routine ManualAI: 50Risk: 53.0Time: 2%

Operate, drive, or explain the use of mechanical riding devices or other automatic equipment in amusement parks, carnivals, or recreation areas.

Routine ManualAI: 40Risk: 49.0Time: 8%

Record details of attendance, sales, receipts, reservations, or repair activities.

Routine CognitiveAI: 90Risk: 85.2Time: 4%

Provide assistance to patrons entering or exiting amusement rides, boats, or ski lifts, or mounting or dismounting animals.

Routine ManualAI: 30Risk: 45.0Time: 6%

Rent, sell, or issue sporting equipment and supplies, such as bowling shoes, golf balls, swimming suits, or beach chairs.

Routine CognitiveAI: 85Risk: 83.2Time: 4%

Provide information about facilities, entertainment options, and rules and regulations.

Non-Routine InterpersonalAI: 50Risk: 35.0Time: 8%

Fasten safety devices for patrons, or provide them with directions for fastening devices.

Routine ManualAI: 25Risk: 43.0Time: 6%

Direct patrons to rides, seats, or attractions.

Routine CognitiveAI: 85Risk: 83.2Time: 5%

Tend amusement booths in parks, carnivals, or stadiums, performing duties such as conducting games, photographing patrons, or awarding prizes.

Routine ManualAI: 50Risk: 53.0Time: 6%

Monitor activities to ensure adherence to rules and safety procedures, or arrange for the removal of unruly patrons.

Non-Routine InterpersonalAI: 35Risk: 29.0Time: 8%

Verify, collect, or punch tickets before admitting patrons to venues such as amusement parks and rides.

Routine ManualAI: 90Risk: 69.0Time: 6%

Clean sporting equipment, vehicles, rides, booths, facilities, or grounds.

Routine ManualAI: 45Risk: 51.0Time: 6%

Inspect equipment to detect wear and damage and perform minor repairs, adjustments or maintenance tasks such as oiling parts.

Routine ManualAI: 50Risk: 53.0Time: 4%

Maintain inventories of equipment, storing and retrieving items and assembling and disassembling equipment as necessary.

Routine CognitiveAI: 60Risk: 73.2Time: 3%

Keep informed of shut-down and emergency evacuation procedures.

Routine CognitiveAI: 85Risk: 83.2Time: 2%

Announce or describe amusement park attractions to patrons to entice customers to games and other entertainment.

Non-Routine InterpersonalAI: 40Risk: 31.0Time: 3%

Schedule the use of recreation facilities, such as golf courses, tennis courts, bowling alleys, or softball diamonds.

Routine CognitiveAI: 90Risk: 85.2Time: 3%

Community Assessment

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Career Planning

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