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Automation Risk Analysis

Will “Caretaker” be Automated?

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AI Exposure Risk

47%

“Caretaker” 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 47% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

47%

“Caretaker” 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 47% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Personal Care Aides, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Provide personalized assistance to individuals with disabilities or illness who require help with personal care and activities of daily living support (e.g., feeding, bathing, dressing, grooming, toileting, and ambulation). May also provide help with tasks such as preparing meals, doing light housekeeping, and doing laundry. Work is performed in various settings depending on the needs of the care recipient and may include locations such as their home, place of work, out in the community, or at a daytime nonresidential facility.

Job Title & Hierarchy Code (SOC) Personal Care Aides #31-1122
ℹ️

Data is based on the reference occupation: “Personal Care Aides”

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Core Skills & Abilities

  • Instruct or advise clients on issues, such as household cleanliness, utilities, hygiene, nutrition, or infant care.

  • Train family members to provide bedside care.

  • Plan, shop for, or prepare nutritious meals or assist families in planning, shopping for, or preparing nutritious meals.

  • Administer bedside or personal care, such as ambulation or personal hygiene assistance.

  • Provide clients with communication assistance, typing their correspondence or obtaining information for them.

  • Prepare and maintain records of client progress and services performed, reporting changes in client condition to manager or supervisor.

  • Perform healthcare-related tasks, such as monitoring vital signs and medication, under the direction of registered nurses or physiotherapists.

  • Care for individuals or families during periods of incapacitation, family disruption, or convalescence, providing companionship, personal care, or help in adjusting to new lifestyles.

  • Transport clients to locations outside the home, such as to physicians' offices or on outings, using a motor vehicle.

  • Participate in case reviews, consulting with the team caring for the client, to evaluate the client's needs and plan for continuing services.

  • Perform housekeeping duties, such as cooking, cleaning, washing clothes or dishes, or running errands.

Technologies & Software

  • Nuance DAX (Microsoft)
  • Appletree
  • August Systems Visit Wizard
  • Spreadsheet software
  • Word processing software
  • Mi-Co Mi-Forms
  • Microsoft Copilot
  • Email software
  • MEDITECH software
  • Computer reading software
  • Gemini for Workspace
  • FaceTime
  • Voltage SecureMail
  • ChatGPT (OpenAI)
  • Bedpans
  • Teletypewriters TTY
  • Therapeutic elastic stockings
  • Paging systems
  • Mechanical patient lifts
  • Transfer boards
  • Walking braces
  • Hoyer lifts
  • Bed scales
  • Automatic blood pressure machines
  • Shower chairs
  • Screwdrivers
  • Walkers
  • Back braces
  • Tablet computers
  • Personal computers
  • Canes
  • Blood pressure cuffs
  • Crutches
  • Electronic patient thermometers
  • Braille printing software
  • Wheelchairs
  • Digital cameras
  • Oxygen delivery equipment
  • Adjustable widemouth pliers
  • Alarm systems
  • Digital video cameras
  • Lower-body prosthetic devices
  • Specimen collection containers
  • Adjustable wrenches
  • Patient lifting devices
  • Upper-body prosthetic devices
  • Mechanical vibrating massage devices
  • Speech synthesizers
  • Hearing aid devices
  • Mechanical stethoscopes
  • Hammers
  • Hydraulic tub seats
  • Telecommunication devices TDD
  • Glucometers