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Automation Risk Analysis

Will “Odd Shoe Examiner” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Odd Shoe Examiner” 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%

“Odd Shoe Examiner” 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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

Technologies & Software

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

Alternative Job Titles