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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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • 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.

  • 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.

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

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

  • 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.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

Technologies & Software

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

Alternative Job Titles