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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

  • Position products, components, or parts for testing.

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

  • 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

Technologies & Software

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

Alternative Job Titles