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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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

  • 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.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles