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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

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

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • 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.

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

Technologies & Software

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

Alternative Job Titles