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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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles