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Automation Risk Analysis

Will “Heel Sorter” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Heel Sorter” 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 56% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

54%

“Heel Sorter” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 54% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Inspectors, Testers, Sorters, Samplers, and Weighers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Inspect, test, sort, sample, or weigh nonagricultural raw materials or processed, machined, fabricated, or assembled parts or products for defects, wear, and deviations from specifications. May use precision measuring instruments and complex test equipment.

Avg. Annual Salary $51,670
Avg. Hourly Wage $24.84
Available Jobs (US) 591,180
Job Title & Hierarchy Code (SOC) Inspectors, Testers, Sorters, Samplers, and Weighers #51-9061
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Inspectors, Testers, Sorters, Samplers, and Weighers”

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Core Skills & Abilities

  • Recommend necessary corrective actions, based on inspection results.

  • Collect or select samples for testing or for use as models.

  • Make minor adjustments to equipment, such as turning setscrews to calibrate instruments to required tolerances.

  • Clean, maintain, calibrate, or repair measuring instruments or test equipment, such as dial indicators, fixed gauges, or height gauges.

  • Measure dimensions of products to verify conformance to specifications, using measuring instruments, such as rulers, calipers, gauges, or micrometers.

  • Compute usable amounts of items in shipments.

  • Inspect or test raw materials, parts, or products to determine compliance with environmental standards.

  • Check arriving materials to ensure that they match purchase orders, submitting discrepancy reports as necessary.

  • Monitor machines that automatically measure, sort, or inspect products.

  • Read blueprints, data, manuals, or other materials to determine specifications, inspection and testing procedures, adjustment methods, certification processes, formulas, or measuring instruments required.

  • Weigh materials, products, containers, or samples to verify packaging weights or ingredient quantities.

  • Grade, classify, or sort products according to sizes, weights, colors, or other specifications.

  • Notify supervisors or other personnel of production problems.

  • Compute defect percentages or averages, using formulas and calculators.

  • Mark items with details, such as grade or acceptance-rejection status.

  • Monitor production operations or equipment to ensure conformance to specifications, making necessary process or assembly adjustments.

  • Disassemble defective parts or components, such as inaccurate or worn gauges or measuring instruments.

  • Read dials or meters to verify that equipment is functioning at specified levels.

  • Adjust, clean, or repair products or processing equipment to correct defects found during inspections.

  • Compare colors, shapes, textures, or grades of products or materials with color charts, templates, or samples to verify conformance to standards.

  • Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.

  • Fabricate, install, position, or connect components, parts, finished products, or instruments for testing or operational purposes.

  • Interpret legal requirements, provide safety information, or recommend compliance procedures to contractors, craft workers, engineers, or property owners.

  • Administer tests to assess whether engineers or operators are qualified to use equipment.

  • Inspect, test, or measure materials, products, installations, or work for conformance to specifications.

  • Write test or inspection reports describing results, recommendations, or needed repairs.

  • Discard or reject products, materials, or equipment not meeting specifications.

  • Stack or arrange tested products for further processing, shipping, or packaging.

  • Analyze test data, making computations as necessary, to determine test results.

  • Remove defects, such as chips, burrs, or lap corroded or pitted surfaces.

  • Position products, components, or parts for testing.

Technologies & Software

  • Cognex Vision AI
  • Computer-aided inspection software
  • Dassault Systemes CATIA
  • Structured query language SQL
  • Microsoft Excel
  • Microsoft Office software
  • Statistical process control SPC data collection devices
  • Grok (xAI)
  • Microsoft PowerPoint
  • Atlassian JIRA
  • Microsoft SharePoint
  • Autodesk AutoCAD
  • SAP software
  • Wilcox Associates PC-DMIS Inspection Planner
  • Apache Pig
  • Data analysis software
  • Kimi (Moonshot AI)
  • Data entry software
  • Computer assisted design software
  • Microsoft Word
  • DeepSeek
  • Llama (Meta)
  • The MathWorks MATLAB
  • Cybermetrics GAGETrak
  • Microsoft Outlook
  • Medical condition coding software
  • Siemens Industrial AI
  • Inspection marking systems
  • Selenium
  • Design of experiments DOE software
  • ChatGPT (OpenAI)
  • Skype
  • Claude (Anthropic)
  • Verisurf Metrology
  • Minitab
  • Coordinate measuring machine software
  • FileMaker Pro
  • Nova (Amazon)
  • Mastercam Design
  • Qwen (Alibaba)
  • ABB AI Robotics
  • Rockwell Automation AI
  • Microsoft Visio
  • Mistral (Mistral AI)
  • IBM Lotus Notes
  • IBM Notes
  • Label inspection systems
  • Database software
  • Microsoft Access
  • Tolerance analysis software
  • Extensible markup language XML
  • R
  • Gemini (Google)
  • Apache Hive
  • Sight Machine AI
  • Dassault Systemes SolidWorks
  • Mastercam computer-aided design and manufacturing software
  • Continuity testers
  • Compression testers
  • Verisurf Master3DGage
  • Overhead cranes
  • Null-balance acceleration instruments
  • Tensile testers
  • Strain gauges
  • Frequency counters
  • Shear testers
  • Pi tapes
  • Capacitive acceleration instruments
  • Laser shearography flaw detectors
  • Resonance acceleration instruments
  • Coordinate measuring machines CMM
  • Calipers
  • Force transducers
  • Eddy current probes
  • Bit error rate testers BERT
  • Verisurf CMM Master
  • Pin gauges
  • Plug gauges
  • Industrial bench scales
  • Metallurgical microscopes
  • Impact hammers
  • Digital resistance thermometers
  • Conductivity meters
  • Multimeters
  • Measuring microscopes
  • Direct current DC power testers
  • Height gauges
  • Piezoelectric acceleration instruments
  • Shock testers
  • Eddy current flaw detectors
  • Personal computers
  • Plotters
  • Power meters
  • Forklifts
  • Laser thickness gauges
  • Bubble leak testers
  • Digital voltmeters DVM
  • Micrometers
  • Moisture meters
  • Environmental chambers
  • Printed circuit board PCB testers
  • Accelerometers
  • Penetrant flaw detectors
  • Magnetic induction acceleration instruments
  • Magnetic particle flaw detectors
  • Sorting machines
  • Linear or mixed signal equipment
  • Hardness testers
  • Optical comparators
  • Viscometers
  • Verisurf 3Dgage
  • Depth gauges
  • Calorimetric leak testers
  • Signal generators
  • Hydraulic pumps
  • Digital multimeters
  • Manufacturing defect analyzers MDA
  • Creep and stress relaxation testers
  • Hydraulic lifts
  • Return loss calibrator RLC passive component testers
  • Optical gauges
  • Mass flow leak testers
  • Resistivity meters
  • Pulse generators
  • Logic test systems
  • Radiographic flaw detectors
  • Sampling oscilloscopes
  • Impact toughness testers
  • Resistance meters
  • Digital resistance meters
  • Frequency meters
  • Color spectrometers
  • Ammeters
  • Ductility testers
  • Utrasonic flaw detectors
  • Holographic interferometers
  • Vibration and shaker systems
  • Gloss meters
  • Beta gauges
  • In-circuit testers
  • Fatigue testers
  • Hipot testers
  • Function generators
  • Backplane testers
  • Thread gauges

Alternative Job Titles