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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

  • Position products, components, or parts for testing.

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

Technologies & Software

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

Alternative Job Titles