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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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • 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.

  • 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.

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

  • Position products, components, or parts for testing.

  • 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.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles