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Automation Risk Analysis

Will “Ore Grader” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Ore 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%

“Ore 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

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • 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.

  • 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.

  • Position products, components, or parts for testing.

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

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

Technologies & Software

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

Alternative Job Titles