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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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • 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.

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

  • 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.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

Technologies & Software

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

Alternative Job Titles