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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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Position products, components, or parts for testing.

Technologies & Software

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

Alternative Job Titles