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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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

  • Compute usable amounts of items in shipments.

  • 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.

Technologies & Software

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

Alternative Job Titles