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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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

Technologies & Software

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

Alternative Job Titles