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Automation Risk Analysis

Will “Hat Former” be Automated?

Historical Context: Oxford Study (2013)

Ranked #392 of 702. Estimated risk: 71.0%

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AI Exposure Risk

41%

“Hat Former” 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 41% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

54%

“Hat Former” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 54% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Laundry and Dry-Cleaning Workers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Operate or tend washing or dry-cleaning machines to wash or dry-clean industrial or household articles, such as cloth garments, suede, leather, furs, blankets, draperies, linens, rugs, and carpets. Includes spotters and dyers of these articles.

Avg. Annual Salary $33,990
Avg. Hourly Wage $16.34
Available Jobs (US) 195,360
Job Title & Hierarchy Code (SOC) Laundry and Dry-Cleaning Workers #51-6011
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Laundry and Dry-Cleaning Workers”

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Core Skills & Abilities

  • Receive and mark articles for laundry or dry cleaning with identifying code numbers or names, using hand or machine markers.

  • Clean machine filters, and lubricate equipment.

  • Operate extractors and driers, or direct their operation.

  • Determine spotting procedures and proper solvents, based on fabric and stain types.

  • Apply bleaching powders to spots and spray them with steam to remove stains from fabrics that do not respond to other cleaning solvents.

  • Spray steam, water, or air over spots to flush out chemicals, dry material, raise naps, or brighten colors.

  • Immerse articles in bleaching baths to strip colors.

  • Iron or press articles, fabrics, and furs, using hand irons or pressing machines.

  • Identify articles' fabrics and original dyes by sight and touch, or by testing samples with fire or chemical reagents.

  • Spread soiled articles on work tables, and position stained portions over vacuum heads or on marble slabs.

  • Operate machines that comb, dry and polish furs, clean, sterilize and fluff feathers and blankets, or roll and package towels.

  • Mix bleaching agents with hot water in vats, and soak material until it is bleached.

  • Remove items from washers or dry-cleaning machines, or direct other workers to do so.

  • Start washers, dry cleaners, driers, or extractors, and turn valves or levers to regulate machine processes and the volume of soap, detergent, water, bleach, starch, and other additives.

  • Inspect soiled articles to determine sources of stains, to locate color imperfections, and to identify items requiring special treatment.

  • Match sample colors, applying knowledge of bleaching agent and dye properties, and types, construction, conditions, and colors of articles.

  • Mix and add detergents, dyes, bleaches, starches, and other solutions and chemicals to clean, color, dry, or stiffen articles.

  • Sprinkle chemical solvents over stains, and pat areas with brushes or sponges to remove stains.

  • Sort and count articles removed from dryers, and fold, wrap, or hang them.

  • Pre-soak, sterilize, scrub, spot-clean, and dry contaminated or stained articles, using neutralizer solutions and portable machines.

  • Hang curtains, drapes, blankets, pants, and other garments on stretch frames to dry.

  • Load articles into washers or dry-cleaning machines, or direct other workers to perform loading.

  • Examine and sort into lots articles to be cleaned, according to color, fabric, dirt content, and cleaning technique required.

Technologies & Software

  • Email software
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  • Siemens Industrial AI
  • Microsoft Windows
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  • Property management system PMS software
  • Sight Machine AI
  • Web browser software
  • Cognex Vision AI
  • Wash-Dry-Fold POS
  • Microsoft Word
  • Curbside Laundries Wash and Fold POS Software
  • Microsoft Office software
  • Clothes pressing irons
  • Dry-cleaning machines
  • Overhead conveyor racks
  • Electronic cash registers
  • Vacuum cleaners
  • Dry-to-dry closed loop machines
  • Exhaust dampers
  • Lint filters
  • Continuous tunnel washers
  • Photoionization detectors
  • Centrifugal laundry extractors
  • Hand markers
  • Handheld refrigerant leak detectors
  • Direct read air monitors
  • Clothing presses
  • Colorimetric detector tubes
  • Proximity monitors
  • Industrial clothes dryers
  • Textile cleaning brushes
  • Air purifying respirators
  • Lint bags
  • Temperature probes
  • Machine markers
  • Safety gloves
  • Chemical protection aprons
  • Solvent tanks
  • Safety goggles
  • Tunnel finishers
  • Semi-automatic folding machines
  • Multipurpose clothing hangers
  • Industrial washing machines
  • Automatic folding machines
  • Exhaust ventilation systems
  • Infrared gas analyzers
  • Carbon absorbers
  • Filter tanks
  • Garment sponges
  • Clothing steamers

Alternative Job Titles