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Automation Risk Analysis

Will “Pull Worker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #393 of 702. Estimated risk: 72.0%

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AI Exposure Risk

42%

“Pull 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%

“Pull 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

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

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

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

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

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

  • 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.

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

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

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

  • Sell tickets and collect fees from customers.

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

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

  • Sell and serve refreshments to customers.

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

  • Direct patrons to rides, seats, or attractions.

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

Technologies & Software

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

Alternative Job Titles