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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

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

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

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

  • 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.

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

  • 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.

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

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

Alternative Job Titles