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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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

Technologies & Software

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

Alternative Job Titles