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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

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

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

  • 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.

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

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

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

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

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

Technologies & Software

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

Alternative Job Titles