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Automation Risk Analysis

Will “Billet Examiner” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Billet Examiner” 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%

“Billet Examiner” 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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles