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Automation Risk Analysis

Will “Peeled Potato Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Peeled Potato Inspector” 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%

“Peeled Potato Inspector” 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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles