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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.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Recommend necessary corrective actions, based on inspection results.

Technologies & Software

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

Alternative Job Titles