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Automation Risk Analysis

Will “Scarfer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #647 of 702. Estimated risk: 97.0%

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AI Exposure Risk

13%

“Scarfer” 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%

“Scarfer” 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

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

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

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

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

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

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

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

  • Turn screws to regulate size of staples.

  • Hammer loose staples for proper attachment.

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

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

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

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

  • Test machinery to ensure proper functioning before beginning production.

  • Turn knobs to adjust stitch length and thread tension.

  • 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.

  • 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.

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

Technologies & Software

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

Alternative Job Titles