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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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles