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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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • 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.

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

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

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

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

Technologies & Software

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

Alternative Job Titles