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Automation Risk Analysis

Will “Potline Monitor” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Potline Monitor” 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%

“Potline Monitor” 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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • 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.

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

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

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

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

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

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

Technologies & Software

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

Alternative Job Titles