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Automation Risk Analysis

Will “Take-Off Worker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #393 of 702. Estimated risk: 72.0%

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AI Exposure Risk

42%

“Take-Off Worker” will probably not be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 42% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

39%

“Take-Off Worker” will probably not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 39% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Amusement and Recreation Attendants, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Perform a 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.

Avg. Annual Salary $31,350
Avg. Hourly Wage $15.07
Available Jobs (US) 371,590
Job Title & Hierarchy Code (SOC) Amusement and Recreation Attendants #39-3091
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Amusement and Recreation Attendants”

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Core Skills & Abilities

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

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

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

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

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

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

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

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

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

  • Sell tickets and collect fees from customers.

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

  • Sell and serve refreshments to customers.

  • Direct patrons to rides, seats, or attractions.

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

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

  • Keep informed of shut-down and emergency evacuation procedures.

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

Technologies & Software

  • Microsoft Outlook
  • ChatGPT (OpenAI)
  • Adobe PageMaker
  • Gemini for Workspace
  • Microsoft Office software
  • Replika AI
  • Facebook
  • Database software
  • Calendar and scheduling software
  • Microsoft Internet Explorer
  • Microsoft Windows
  • Microsoft Excel
  • Microsoft Word
  • Microsoft Copilot
  • Irrigation sprinklers
  • Wigs
  • Jump ropes
  • Go-carts
  • Desktop computers
  • Passenger vans
  • J-bars
  • Face masks
  • Costumes
  • Microphones
  • Bowling pinsetting machines
  • Fertilizer spreaders
  • Ski lifts
  • Roller skates
  • Hard hats
  • 10-key calculators
  • Electronic cash registers
  • Photocopying equipment
  • Riding mowers
  • Loudspeakers
  • Metallic glitter
  • T-bars
  • Field painting machines
  • Rope tows
  • Material transport trucks
  • Carousels
  • Cable cars
  • Laser facsimile machines
  • Vacuum cleaners
  • Water-based face paints
  • Hula hoops
  • Handheld calculators
  • First aid kits

Alternative Job Titles