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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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

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

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

  • Position products, components, or parts for testing.

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

  • 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.

  • 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.

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

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

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles