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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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

Technologies & Software

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

Alternative Job Titles