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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

  • 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.

  • Hammer loose staples for proper attachment.

  • Test machinery to ensure proper functioning before beginning production.

  • Turn knobs to adjust stitch length and thread tension.

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

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

  • 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.

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

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

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

  • Turn screws to regulate size of staples.

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

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles