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Automation Risk Analysis

Will “Pasting Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Pasting Inspector” 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%

“Pasting Inspector” 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

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

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

  • Compute usable amounts of items in shipments.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles