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Automation Risk Analysis

Will “Billet Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Billet Inspector” 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 Inspector” 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

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

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

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

  • 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.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles