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Automation Risk Analysis

Will “Buckle Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Buckle 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%

“Buckle 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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

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

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

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

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

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

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

  • Grade, classify, or sort products according to sizes, weights, colors, or other specifications.

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

  • Position products, components, or parts for testing.

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

Technologies & Software

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

Alternative Job Titles