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Automation Risk Analysis

Will “Lining Layer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #647 of 702. Estimated risk: 97.0%

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AI Exposure Risk

13%

“Lining Layer” 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%

“Lining Layer” 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

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

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

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

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

  • 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.

  • Hammer loose staples for proper attachment.

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

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

  • Test machinery to ensure proper functioning before beginning production.

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

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

  • 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.

  • Turn screws to regulate size of staples.

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

  • Turn knobs to adjust stitch length and thread tension.

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

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

Technologies & Software

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

Alternative Job Titles