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Automation Risk Analysis

Will “Buffing Wheel Raker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Buffing Wheel Raker” 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%

“Buffing Wheel Raker” 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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Position products, components, or parts for testing.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles