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Automation Risk Analysis

Will “Embroidery Operator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #26 of 702. Estimated risk: 0.5%

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AI Exposure Risk

52%

“Embroidery Operator” will maybe 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 52% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

46%

“Embroidery Operator” 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 46% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Fabric and Apparel Patternmakers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Draw and construct sets of precision master fabric patterns or layouts. May also mark and cut fabrics and apparel.

Avg. Annual Salary $71,630
Avg. Hourly Wage $34.44
Available Jobs (US) 2,860
Job Title & Hierarchy Code (SOC) Fabric and Apparel Patternmakers #51-6092
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Fabric and Apparel Patternmakers”

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Core Skills & Abilities

  • Create a paper pattern from which to mass-produce a design concept.

  • Create a master pattern for each size within a range of garment sizes, using charts, drafting instruments, computers, or grading devices.

  • Mark samples and finished patterns with information, such as garment size, section, style, identification, and sewing instructions.

  • Determine the best layout of pattern pieces to minimize waste of material, and mark fabric accordingly.

  • Discuss design specifications with designers, and convert their original models of garments into patterns of separate parts that can be laid out on a length of fabric.

  • Examine sketches, sample articles, and design specifications to determine quantities, shapes, and sizes of pattern parts, and to determine the amount of material or fabric required to make a product.

  • Compute dimensions of patterns according to sizes, considering stretching of material.

  • Test patterns by making and fitting sample garments.

  • Position and cut out master or sample patterns, using scissors and knives, or print out copies of patterns, using computers.

  • Trace outlines of specified patterns onto material, and cut fabric, using scissors.

  • Draw outlines of pattern parts by adapting or copying existing patterns, or by drafting new patterns.

  • Make adjustments to patterns after fittings.

  • Input specifications into computers to assist with pattern design and pattern cutting.

  • Create design specifications to provide instructions on garment sewing and assembly.

  • Trace outlines of paper onto cardboard patterns, and cut patterns into parts to make templates.

  • Draw details on outlined parts to indicate where parts are to be joined, as well as the positions of pleats, pockets, buttonholes, and other features, using computers or drafting instruments.

Technologies & Software

  • Claude (Anthropic)
  • Gerber Technology AccuMark
  • Microsoft Excel
  • Grok (xAI)
  • Nova (Amazon)
  • Qwen (Alibaba)
  • ABB AI Robotics
  • ChatGPT (OpenAI)
  • Mistral (Mistral AI)
  • Sight Machine AI
  • PatternMaker
  • Adobe Photoshop
  • Llama (Meta)
  • Microsoft Outlook
  • Microsoft Office software
  • Adobe Creative Cloud software
  • Gemini (Google)
  • Adobe InDesign
  • DeepSeek
  • Microsoft Word
  • Kimi (Moonshot AI)
  • Autodesk AutoCAD
  • Cognex Vision AI
  • Adobe Illustrator
  • Rockwell Automation AI
  • Siemens Industrial AI
  • Sewing needles
  • See-through rulers
  • Curve sticks
  • Steel straight pins
  • Seam rippers
  • Pattern paper cutters
  • Paper scissors
  • Yard sticks
  • Seam allowance gauges
  • Ironing boards
  • Scale rulers
  • Serrated sewing pattern tracing wheels
  • Fabric shears
  • Round knives
  • Screw punches
  • Pattern boards
  • Pressing irons
  • Industrial sewing machines
  • Pattern punches
  • Sewing pattern notchers
  • Dress form mannequins
  • Hip curve rulers
  • Pattern grading rulers
  • L squares
  • Measuring tapes