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Automation Risk Analysis

Will “Abrasive Grader” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Abrasive Grader” 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%

“Abrasive Grader” 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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • 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.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles