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Automation Risk Analysis

Will “Special Machine Stitcher” be Automated?

Historical Context: Oxford Study (2013)

Ranked #647 of 702. Estimated risk: 97.0%

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AI Exposure Risk

13%

“Special Machine Stitcher” will almost certainly 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 13% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

53%

“Special Machine Stitcher” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 53% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Shoe Machine Operators and Tenders, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Operate or tend a variety of machines to join, decorate, reinforce, or finish shoes and shoe parts.

Avg. Annual Salary $37,230
Avg. Hourly Wage $17.90
Available Jobs (US) 3,270
Job Title & Hierarchy Code (SOC) Shoe Machine Operators and Tenders #51-6042
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Shoe Machine Operators and Tenders”

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Core Skills & Abilities

  • Turn screws to regulate size of staples.

  • Draw thread through machine guide slots, needles, and presser feet in preparation for stitching, or load rolls of wire through machine axles.

  • Study work orders or shoe part tags to obtain information about workloads, specifications, and the types of materials to be used.

  • Test machinery to ensure proper functioning before beginning production.

  • Remove and examine shoes, shoe parts, and designs to verify conformance to specifications such as proper embedding of stitches in channels.

  • Align parts to be stitched, following seams, edges, or markings, before positioning them under needles.

  • Select and place spools of thread or pre-wound bobbins into shuttles, or onto spindles or loupers of stitching machines.

  • Cut excess thread or material from shoe parts, using scissors or knives.

  • Hammer loose staples for proper attachment.

  • Perform routine equipment maintenance such as cleaning and lubricating machines or replacing broken needles.

  • Turn knobs to adjust stitch length and thread tension.

  • Inspect finished products to ensure that shoes have been completed according to specifications.

  • Operate or tend machines to join, decorate, reinforce, or finish shoes and shoe parts.

  • Switch on machines, lower pressure feet or rollers to secure parts, and start machine stitching, using hand, foot, or knee controls.

  • Staple sides of shoes, pressing a foot treadle to position and hold each shoe under the feeder of the machine.

  • Fill shuttle spools with thread from a machine's bobbin winder by pressing a foot treadle.

  • Turn setscrews on needle bars, and position required numbers of needles in stitching machines.

  • Position dies on material in a manner that will obtain the maximum number of parts from each portion of material.

  • Collect shoe parts from conveyer belts or racks and place them in machinery such as ovens or on molds for dressing, returning them to conveyers or racks to send them to the next work station.

Technologies & Software

  • Sight Machine AI
  • Cognex Vision AI
  • Microsoft Outlook
  • Microsoft Word
  • Microsoft PowerPoint
  • Production control software
  • Rockwell Automation AI
  • Microsoft Office software
  • Adobe Acrobat
  • Inventory tracking software
  • Microsoft Excel
  • ABB AI Robotics
  • Siemens Industrial AI
  • Adjustable hand wrenches
  • Multipurpose screwdrivers
  • Heel wheels
  • Textile finishing machines
  • Utility knives
  • Sewing needles
  • Claw hammers
  • Shoe shine machines
  • Patch machines
  • Vacuum presses
  • Leather pressing machines
  • Shoe cleaning machines
  • Shoe stretchers
  • Leather punches
  • Sanding machines
  • Production conveyor systems
  • Shoe nailers
  • Automatic staple guns
  • Scissor sharpeners
  • Industrial sewing machines
  • Bobbin winders
  • Heavy duty scissors
  • Knife sharpeners

Alternative Job Titles