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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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles