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Automation Risk Analysis

Will “Proof Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Proof 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%

“Proof 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

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

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

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

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Position products, components, or parts for testing.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

Technologies & Software

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

Alternative Job Titles