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Automation Risk Analysis

Will “Paper Products Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Paper Products 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%

“Paper Products 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.

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • 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.

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

  • 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.

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles