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Automation Risk Analysis

Will “Paper 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 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 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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Position products, components, or parts for testing.

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

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

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

  • 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.

  • 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.

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

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles