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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

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

  • 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.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • 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.

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

  • 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.

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

  • 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

Technologies & Software

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

Alternative Job Titles