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Automation Risk Analysis

Will “Proof Technician” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Proof Technician” 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 Technician” 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

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

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

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

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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • Recommend necessary corrective actions, based on inspection results.

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

Technologies & Software

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

Alternative Job Titles