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Automation Risk Analysis

Will “Paper Final 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 Final 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 Final 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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Position products, components, or parts for testing.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles