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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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles