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Automation Risk Analysis

Will “Roller Checker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Roller Checker” 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%

“Roller Checker” 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

  • 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.

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

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

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

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

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

  • 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.

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

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

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

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

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

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

  • 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.

  • 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.

  • Position products, components, or parts for testing.

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

Technologies & Software

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

Alternative Job Titles